From f7f842bba7b9e96d58398781480d2ca11abc46bf Mon Sep 17 00:00:00 2001
From: MauroFab <maurotoscano2@gmail.com>
Date: Wed, 25 Feb 2026 19:00:35 -0300
Subject: [PATCH 01/14] bench vs others

---
 .gitignore                                 |    1 +
 bench_vs/README.md                         |   59 +
 bench_vs/run.sh                            |  195 +
 bench_vs/sp1/fibonacci/.tldr/daemon.pid    |    1 +
 bench_vs/sp1/fibonacci/.tldr/status        |    1 +
 bench_vs/sp1/fibonacci/.tldrignore         |   84 +
 bench_vs/sp1/fibonacci/Cargo.lock          | 6182 ++++++++++++++++++++
 bench_vs/sp1/fibonacci/Cargo.toml          |    3 +
 bench_vs/sp1/fibonacci/program/Cargo.toml  |    7 +
 bench_vs/sp1/fibonacci/program/src/main.rs |   14 +
 bench_vs/sp1/fibonacci/rust-toolchain      |    3 +
 bench_vs/sp1/fibonacci/script/Cargo.toml   |   10 +
 bench_vs/sp1/fibonacci/script/build.rs     |    5 +
 bench_vs/sp1/fibonacci/script/src/main.rs  |   47 +
 14 files changed, 6612 insertions(+)
 create mode 100644 bench_vs/README.md
 create mode 100755 bench_vs/run.sh
 create mode 100644 bench_vs/sp1/fibonacci/.tldr/daemon.pid
 create mode 100644 bench_vs/sp1/fibonacci/.tldr/status
 create mode 100644 bench_vs/sp1/fibonacci/.tldrignore
 create mode 100644 bench_vs/sp1/fibonacci/Cargo.lock
 create mode 100644 bench_vs/sp1/fibonacci/Cargo.toml
 create mode 100644 bench_vs/sp1/fibonacci/program/Cargo.toml
 create mode 100644 bench_vs/sp1/fibonacci/program/src/main.rs
 create mode 100644 bench_vs/sp1/fibonacci/rust-toolchain
 create mode 100644 bench_vs/sp1/fibonacci/script/Cargo.toml
 create mode 100644 bench_vs/sp1/fibonacci/script/build.rs
 create mode 100644 bench_vs/sp1/fibonacci/script/src/main.rs

diff --git a/.gitignore b/.gitignore
index 9c826f0d9..3ef9f8283 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,3 +9,4 @@ executor/program_artifacts/
 # Shared cargo target directory for ELF builds
 executor/shared_target/
 
+
diff --git a/bench_vs/README.md b/bench_vs/README.md
new file mode 100644
index 000000000..0a20304c3
--- /dev/null
+++ b/bench_vs/README.md
@@ -0,0 +1,59 @@
+# Lambda VM vs SP1 v6 Benchmark
+
+Compares proving time for an identical u64 wrapping Fibonacci computation.
+
+## Prerequisites
+
+1. **Lambda VM CLI** (built from this repo):
+   ```bash
+   cargo build --release -p cli
+   ```
+
+2. **SP1 toolchain** (Succinct's prover):
+   ```bash
+   curl -L https://sp1up.succinct.xyz | bash
+   sp1up
+   ```
+
+3. **RISC-V assembler** — Homebrew clang + ld.lld (macOS):
+   ```bash
+   brew install llvm
+   ```
+
+## Usage
+
+```bash
+# Default series: 1k, 10k, 100k, 300k iterations
+./bench_vs/run.sh
+
+# Custom series
+./bench_vs/run.sh -n 1000 50000
+
+# Run only one prover
+./bench_vs/run.sh --lambda-only
+./bench_vs/run.sh --sp1-only
+```
+
+## What it measures
+
+Both provers execute the same program: iterative Fibonacci with `u64::wrapping_add`.
+Only **proving time** is compared (wall-clock, no recursion/compression on either side).
+
+- **Lambda VM**: Generates RISC-V assembly at runtime, assembles to ELF, proves via the CLI.
+- **SP1 v6**: Compiles a Rust guest program to RISC-V, proves via `sp1-sdk` core mode.
+
+## Output
+
+```
+=== Summary ===
+Program: Fibonacci (u64 wrapping)
+
+  n           Lambda VM       SP1 v6     Ratio
+  ---         ---------       ------     -----
+  1000          13.3s         12.4s      0.9x
+  10000         22.4s         12.9s      0.6x
+  100000       116.4s         14.7s      0.1x
+  300000          ...           ...       ...
+
+Green ratio = Lambda VM faster, Red = SP1 faster
+```
diff --git a/bench_vs/run.sh b/bench_vs/run.sh
new file mode 100755
index 000000000..1575e62a3
--- /dev/null
+++ b/bench_vs/run.sh
@@ -0,0 +1,195 @@
+#!/bin/bash
+# Benchmark: Lambda VM vs SP1 v6 — Fibonacci proving time comparison.
+#
+# Usage: ./bench_vs/run.sh [-n 1000 50000 100000] [--lambda-only | --sp1-only]
+#
+# Without -n, runs the default series: 1000 10000 100000 300000
+# With -n, runs the specified values (space-separated): -n 1000 50000
+#
+# Prerequisites:
+#   - Lambda VM CLI built: cargo build --release -p cli
+#   - SP1 toolchain installed: curl -L https://sp1up.succinct.xyz | bash && sp1up
+#   - clang with RISC-V target support (macOS Homebrew clang works)
+#   - ld.lld linker
+
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+ROOT_DIR="$(cd "$SCRIPT_DIR/.." && pwd)"
+TMP_DIR="/tmp/bench_fib"
+
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+BOLD='\033[1m'
+NC='\033[0m'
+
+# --- Defaults ----------------------------------------------------------------
+DEFAULT_SERIES=(1000 10000 100000 300000)
+SERIES=()
+RUN_LAMBDA=true
+RUN_SP1=true
+
+# --- Parse args --------------------------------------------------------------
+while [[ $# -gt 0 ]]; do
+    case $1 in
+        -n) shift
+            while [[ $# -gt 0 && ! "$1" =~ ^-- ]]; do
+                SERIES+=("$1"); shift
+            done ;;
+        --lambda-only) RUN_SP1=false; shift ;;
+        --sp1-only) RUN_LAMBDA=false; shift ;;
+        -h|--help)
+            echo "Usage: $0 [-n N1 N2 ...] [--lambda-only | --sp1-only]"
+            echo ""
+            echo "  -n N1 N2 ...    Fibonacci iteration counts (space-separated)"
+            echo "                  Default series: ${DEFAULT_SERIES[*]}"
+            echo "  --lambda-only   Only run Lambda VM benchmark"
+            echo "  --sp1-only      Only run SP1 benchmark"
+            exit 0
+            ;;
+        *) echo "Unknown option: $1"; exit 1 ;;
+    esac
+done
+
+if [ ${#SERIES[@]} -eq 0 ]; then
+    SERIES=("${DEFAULT_SERIES[@]}")
+fi
+
+echo -e "${BOLD}=== Fibonacci Benchmark: Lambda VM vs SP1 v6 ===${NC}"
+echo -e "Series: ${YELLOW}${SERIES[*]}${NC}"
+echo ""
+
+rm -rf "$TMP_DIR" && mkdir -p "$TMP_DIR"
+
+# --- Pre-build ---------------------------------------------------------------
+
+CLI="$ROOT_DIR/target/release/cli"
+if $RUN_LAMBDA && [ ! -f "$CLI" ]; then
+    echo -e "${YELLOW}[Lambda VM] CLI not found, building...${NC}"
+    cargo build --release -p cli --manifest-path "$ROOT_DIR/Cargo.toml" 2>&1 | tail -1
+fi
+
+SP1_BIN=""
+if $RUN_SP1; then
+    SP1_DIR="$SCRIPT_DIR/sp1/fibonacci"
+    echo -e "${GREEN}[SP1 v6] Building fibonacci prover...${NC}"
+    (cd "$SP1_DIR" && cargo build --release 2>&1 | tail -5)
+    SP1_BIN="$SP1_DIR/target/release/fibonacci-script"
+    if [ ! -f "$SP1_BIN" ]; then
+        echo -e "${RED}[SP1 v6] Build failed — fibonacci-script binary not found${NC}"
+        exit 1
+    fi
+fi
+
+# --- Run one benchmark --------------------------------------------------------
+
+# Arrays to collect results for the summary table
+declare -a RESULT_N RESULT_LAMBDA RESULT_SP1
+
+run_one() {
+    local N=$1
+    echo ""
+    echo -e "${BOLD}--- n=${N} ---${NC}"
+
+    local lambda_time=""
+    local sp1_time=""
+    local sp1_cycles=""
+
+    if $RUN_LAMBDA; then
+        # Generate assembly
+        cat > "$TMP_DIR/fib.s" <<ASM
+	.attribute	5, "rv64i2p1_m2p0"
+	.globl	main
+main:
+	li	t0, 0
+	li	t1, 1
+	li	a0, ${N}
+
+.loop:
+	add	t2, t0, t1
+	mv	t0, t1
+	mv	t1, t2
+	addi	a0, a0, -1
+	bnez	a0, .loop
+
+	mv	a0, t1
+	li	a7, 5
+	ecall
+ASM
+        clang --target=riscv64 -march=rv64im -mabi=lp64 -nostdlib \
+            -c "$TMP_DIR/fib.s" -o "$TMP_DIR/fib.o"
+        ld.lld -o "$TMP_DIR/fib.elf" "$TMP_DIR/fib.o" --entry=main
+
+        echo -e "  ${GREEN}[Lambda VM] Proving...${NC}"
+        LAMBDA_OUTPUT=$("$CLI" prove "$TMP_DIR/fib.elf" -o "$TMP_DIR/lambda_proof.bin" --time 2>/dev/null)
+        lambda_time=$(echo "$LAMBDA_OUTPUT" | grep -o 'Proving time: [0-9.]*s' | grep -o '[0-9.]*')
+        echo -e "  Lambda VM: ${BOLD}${lambda_time}s${NC}"
+    fi
+
+    if $RUN_SP1; then
+        echo -e "  ${GREEN}[SP1 v6] Proving...${NC}"
+        SP1_OUTPUT=$("$SP1_BIN" "$N" 2>/dev/null)
+        sp1_time=$(echo "$SP1_OUTPUT" | grep -o 'Proving time: [0-9.]*s' | grep -o '[0-9.]*')
+        sp1_cycles=$(echo "$SP1_OUTPUT" | grep -o 'Cycles: [0-9]*' | grep -o '[0-9]*')
+        echo -e "  SP1 v6:    ${BOLD}${sp1_time}s${NC} (${sp1_cycles} cycles)"
+    fi
+
+    RESULT_N+=("$N")
+    RESULT_LAMBDA+=("${lambda_time:-n/a}")
+    RESULT_SP1+=("${sp1_time:-n/a}")
+}
+
+# --- Run series ---------------------------------------------------------------
+
+for N in "${SERIES[@]}"; do
+    run_one "$N"
+done
+
+# --- Summary table ------------------------------------------------------------
+
+echo ""
+echo -e "${BOLD}=== Summary ===${NC}"
+echo -e "Program: Fibonacci (u64 wrapping)"
+echo ""
+
+# Header
+if $RUN_LAMBDA && $RUN_SP1; then
+    printf "  %-10s  %12s  %12s  %8s\n" "n" "Lambda VM" "SP1 v6" "Ratio"
+    printf "  %-10s  %12s  %12s  %8s\n" "---" "---------" "------" "-----"
+elif $RUN_LAMBDA; then
+    printf "  %-10s  %12s\n" "n" "Lambda VM"
+    printf "  %-10s  %12s\n" "---" "---------"
+else
+    printf "  %-10s  %12s\n" "n" "SP1 v6"
+    printf "  %-10s  %12s\n" "---" "------"
+fi
+
+for i in "${!RESULT_N[@]}"; do
+    n="${RESULT_N[$i]}"
+    lt="${RESULT_LAMBDA[$i]}"
+    st="${RESULT_SP1[$i]}"
+
+    if $RUN_LAMBDA && $RUN_SP1; then
+        if [ "$lt" != "n/a" ] && [ "$st" != "n/a" ]; then
+            RATIO=$(LC_NUMERIC=C awk "BEGIN {printf \"%.1fx\", $st / $lt}")
+            if (( $(LC_NUMERIC=C awk "BEGIN {print ($st > $lt)}") )); then
+                RATIO="${GREEN}${RATIO}${NC}"
+            else
+                RATIO="${RED}${RATIO}${NC}"
+            fi
+            printf "  %-10s  %11ss  %11ss  " "$n" "$lt" "$st"
+            echo -e "$RATIO"
+        else
+            printf "  %-10s  %12s  %12s  %8s\n" "$n" "${lt}s" "${st}s" "-"
+        fi
+    elif $RUN_LAMBDA; then
+        printf "  %-10s  %11ss\n" "$n" "$lt"
+    else
+        printf "  %-10s  %11ss\n" "$n" "$st"
+    fi
+done
+
+echo ""
+echo -e "Green ratio = Lambda VM faster, Red = SP1 faster"
+echo "Raw data in $TMP_DIR/"
diff --git a/bench_vs/sp1/fibonacci/.tldr/daemon.pid b/bench_vs/sp1/fibonacci/.tldr/daemon.pid
new file mode 100644
index 000000000..10eda36c4
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/.tldr/daemon.pid
@@ -0,0 +1 @@
+39495
\ No newline at end of file
diff --git a/bench_vs/sp1/fibonacci/.tldr/status b/bench_vs/sp1/fibonacci/.tldr/status
new file mode 100644
index 000000000..ad50b5340
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/.tldr/status
@@ -0,0 +1 @@
+ready
\ No newline at end of file
diff --git a/bench_vs/sp1/fibonacci/.tldrignore b/bench_vs/sp1/fibonacci/.tldrignore
new file mode 100644
index 000000000..e01df83cb
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/.tldrignore
@@ -0,0 +1,84 @@
+# TLDR ignore patterns (gitignore syntax)
+# Auto-generated - review and customize for your project
+# Docs: https://git-scm.com/docs/gitignore
+
+# ===================
+# Dependencies
+# ===================
+node_modules/
+.venv/
+venv/
+env/
+__pycache__/
+.tox/
+.nox/
+.pytest_cache/
+.mypy_cache/
+.ruff_cache/
+vendor/
+Pods/
+
+# ===================
+# Build outputs
+# ===================
+dist/
+build/
+out/
+target/
+*.egg-info/
+*.whl
+*.pyc
+*.pyo
+
+# ===================
+# Binary/large files
+# ===================
+*.so
+*.dylib
+*.dll
+*.exe
+*.bin
+*.o
+*.a
+*.lib
+
+# ===================
+# IDE/editors
+# ===================
+.idea/
+.vscode/
+*.swp
+*.swo
+*~
+
+# ===================
+# Security (always exclude)
+# ===================
+.env
+.env.*
+*.pem
+*.key
+*.p12
+*.pfx
+credentials.*
+secrets.*
+
+# ===================
+# Version control
+# ===================
+.git/
+.hg/
+.svn/
+
+# ===================
+# OS files
+# ===================
+.DS_Store
+Thumbs.db
+
+# ===================
+# Project-specific
+# Add your custom patterns below
+# ===================
+# large_test_fixtures/
+# data/
diff --git a/bench_vs/sp1/fibonacci/Cargo.lock b/bench_vs/sp1/fibonacci/Cargo.lock
new file mode 100644
index 000000000..8825cad2e
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/Cargo.lock
@@ -0,0 +1,6182 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
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+ "num-traits",
+]
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+ "anstyle-query",
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+
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+
+[[package]]
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+
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+
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+
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+
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+ "memchr",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "memchr",
+]
+
+[[package]]
+name = "wit-bindgen"
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+source = "registry+https://github.com/rust-lang/crates.io-index"
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+ "wit-bindgen-rust-macro",
+]
+
+[[package]]
+name = "wit-bindgen-core"
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+dependencies = [
+ "anyhow",
+ "heck",
+ "wit-parser",
+]
+
+[[package]]
+name = "wit-bindgen-rust"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b7c566e0f4b284dd6561c786d9cb0142da491f46a9fbed79ea69cdad5db17f21"
+dependencies = [
+ "anyhow",
+ "heck",
+ "indexmap 2.13.0",
+ "prettyplease",
+ "syn 2.0.117",
+ "wasm-metadata",
+ "wit-bindgen-core",
+ "wit-component",
+]
+
+[[package]]
+name = "wit-bindgen-rust-macro"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "anyhow",
+ "prettyplease",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+ "wit-bindgen-core",
+ "wit-bindgen-rust",
+]
+
+[[package]]
+name = "wit-component"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "anyhow",
+ "bitflags",
+ "indexmap 2.13.0",
+ "log",
+ "serde",
+ "serde_derive",
+ "serde_json",
+ "wasm-encoder",
+ "wasm-metadata",
+ "wasmparser",
+ "wit-parser",
+]
+
+[[package]]
+name = "wit-parser"
+version = "0.244.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ecc8ac4bc1dc3381b7f59c34f00b67e18f910c2c0f50015669dde7def656a736"
+dependencies = [
+ "anyhow",
+ "id-arena",
+ "indexmap 2.13.0",
+ "log",
+ "semver",
+ "serde",
+ "serde_derive",
+ "serde_json",
+ "unicode-xid",
+ "wasmparser",
+]
+
+[[package]]
+name = "writeable"
+version = "0.6.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
+
+[[package]]
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+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "05f360fc0b24296329c78fda852a1e9ae82de9cf7b27dae4b7f62f118f77b9ed"
+dependencies = [
+ "tap",
+]
+
+[[package]]
+name = "yoke"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72d6e5c6afb84d73944e5cedb052c4680d5657337201555f9f2a16b7406d4954"
+dependencies = [
+ "stable_deref_trait",
+ "yoke-derive",
+ "zerofrom",
+]
+
+[[package]]
+name = "yoke-derive"
+version = "0.8.1"
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+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+ "synstructure",
+]
+
+[[package]]
+name = "zerocopy"
+version = "0.8.39"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "db6d35d663eadb6c932438e763b262fe1a70987f9ae936e60158176d710cae4a"
+dependencies = [
+ "zerocopy-derive",
+]
+
+[[package]]
+name = "zerocopy-derive"
+version = "0.8.39"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "zerofrom"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "50cc42e0333e05660c3587f3bf9d0478688e15d870fab3346451ce7f8c9fbea5"
+dependencies = [
+ "zerofrom-derive",
+]
+
+[[package]]
+name = "zerofrom-derive"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+ "synstructure",
+]
+
+[[package]]
+name = "zeroize"
+version = "1.8.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b97154e67e32c85465826e8bcc1c59429aaaf107c1e4a9e53c8d8ccd5eff88d0"
+dependencies = [
+ "zeroize_derive",
+]
+
+[[package]]
+name = "zeroize_derive"
+version = "1.4.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "85a5b4158499876c763cb03bc4e49185d3cccbabb15b33c627f7884f43db852e"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "zerotrie"
+version = "0.2.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2a59c17a5562d507e4b54960e8569ebee33bee890c70aa3fe7b97e85a9fd7851"
+dependencies = [
+ "displaydoc",
+ "yoke",
+ "zerofrom",
+]
+
+[[package]]
+name = "zerovec"
+version = "0.11.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6c28719294829477f525be0186d13efa9a3c602f7ec202ca9e353d310fb9a002"
+dependencies = [
+ "yoke",
+ "zerofrom",
+ "zerovec-derive",
+]
+
+[[package]]
+name = "zerovec-derive"
+version = "0.11.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "zkhash"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4352d1081da6922701401cdd4cbf29a2723feb4cfabb5771f6fee8e9276da1c7"
+dependencies = [
+ "ark-ff",
+ "ark-std",
+ "bitvec",
+ "blake2",
+ "bls12_381",
+ "byteorder",
+ "cfg-if",
+ "group 0.12.1",
+ "group 0.13.0",
+ "halo2",
+ "hex",
+ "jubjub",
+ "lazy_static",
+ "pasta_curves 0.5.1",
+ "rand 0.8.5",
+ "serde",
+ "sha2",
+ "sha3",
+ "subtle",
+]
+
+[[package]]
+name = "zmij"
+version = "1.0.21"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
diff --git a/bench_vs/sp1/fibonacci/Cargo.toml b/bench_vs/sp1/fibonacci/Cargo.toml
new file mode 100644
index 000000000..fc24039c2
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/Cargo.toml
@@ -0,0 +1,3 @@
+[workspace]
+members = ["program", "script"]
+resolver = "2"
diff --git a/bench_vs/sp1/fibonacci/program/Cargo.toml b/bench_vs/sp1/fibonacci/program/Cargo.toml
new file mode 100644
index 000000000..551be48b5
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/program/Cargo.toml
@@ -0,0 +1,7 @@
+[package]
+name = "fibonacci-program"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+sp1-zkvm = "6.0.1"
diff --git a/bench_vs/sp1/fibonacci/program/src/main.rs b/bench_vs/sp1/fibonacci/program/src/main.rs
new file mode 100644
index 000000000..571e157b3
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/program/src/main.rs
@@ -0,0 +1,14 @@
+#![no_main]
+sp1_zkvm::entrypoint!(main);
+
+pub fn main() {
+    let n: u64 = sp1_zkvm::io::read::<u64>();
+    let mut a: u64 = 0;
+    let mut b: u64 = 1;
+    for _ in 0..n {
+        let c = a.wrapping_add(b);
+        a = b;
+        b = c;
+    }
+    sp1_zkvm::io::commit(&b);
+}
diff --git a/bench_vs/sp1/fibonacci/rust-toolchain b/bench_vs/sp1/fibonacci/rust-toolchain
new file mode 100644
index 000000000..9397b9526
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/rust-toolchain
@@ -0,0 +1,3 @@
+[toolchain]
+channel = "stable"
+components = ["llvm-tools", "rustc-dev"]
diff --git a/bench_vs/sp1/fibonacci/script/Cargo.toml b/bench_vs/sp1/fibonacci/script/Cargo.toml
new file mode 100644
index 000000000..b72b33517
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/script/Cargo.toml
@@ -0,0 +1,10 @@
+[package]
+name = "fibonacci-script"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+sp1-sdk = { version = "6.0.1", features = ["blocking"] }
+
+[build-dependencies]
+sp1-build = "6.0.1"
diff --git a/bench_vs/sp1/fibonacci/script/build.rs b/bench_vs/sp1/fibonacci/script/build.rs
new file mode 100644
index 000000000..d6cf925d6
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/script/build.rs
@@ -0,0 +1,5 @@
+use sp1_build::build_program_with_args;
+
+fn main() {
+    build_program_with_args("../program", Default::default());
+}
diff --git a/bench_vs/sp1/fibonacci/script/src/main.rs b/bench_vs/sp1/fibonacci/script/src/main.rs
new file mode 100644
index 000000000..761d0c911
--- /dev/null
+++ b/bench_vs/sp1/fibonacci/script/src/main.rs
@@ -0,0 +1,47 @@
+use sp1_sdk::blocking::{ProveRequest, Prover, ProverClient};
+use sp1_sdk::{include_elf, ProvingKey, SP1Stdin};
+use std::time::Instant;
+
+const FIB_ELF: sp1_sdk::Elf = include_elf!("fibonacci-program");
+
+fn main() {
+    sp1_sdk::utils::setup_logger();
+
+    let n: u64 = std::env::args()
+        .nth(1)
+        .expect("Usage: fibonacci-script <n>")
+        .parse()
+        .expect("n must be a u64");
+
+    let client = ProverClient::from_env();
+    let mut stdin = SP1Stdin::new();
+    stdin.write(&n);
+
+    // Setup
+    let pk = client.setup(FIB_ELF.clone()).expect("setup failed");
+
+    // Execute for cycle count
+    let (_, report) = client
+        .execute(FIB_ELF.clone(), stdin.clone())
+        .run()
+        .unwrap();
+    println!("Cycles: {}", report.total_instruction_count());
+
+    // Core proof (no recursion)
+    let start = Instant::now();
+    let proof = client
+        .prove(&pk, stdin)
+        .core()
+        .run()
+        .expect("prove failed");
+    let elapsed = start.elapsed();
+
+    println!("Proving time: {:.3}s", elapsed.as_secs_f64());
+
+    // Verify
+    client
+        .verify(&proof, pk.verifying_key(), None)
+        .expect("verify failed");
+
+    println!("Proof verified successfully");
+}

From 472ddc394a5a9cd5346fd435bdb69add8574f4c6 Mon Sep 17 00:00:00 2001
From: MauroFab <maurotoscano2@gmail.com>
Date: Wed, 25 Feb 2026 19:22:16 -0300
Subject: [PATCH 02/14] Standarize guest

---
 bench_vs/README.md |  4 ++--
 bench_vs/run.sh    | 36 ++++++++++--------------------------
 2 files changed, 12 insertions(+), 28 deletions(-)

diff --git a/bench_vs/README.md b/bench_vs/README.md
index 0a20304c3..1be30c5d2 100644
--- a/bench_vs/README.md
+++ b/bench_vs/README.md
@@ -15,9 +15,9 @@ Compares proving time for an identical u64 wrapping Fibonacci computation.
    sp1up
    ```
 
-3. **RISC-V assembler** — Homebrew clang + ld.lld (macOS):
+3. **Rust nightly** (for cross-compiling Lambda VM guest):
    ```bash
-   brew install llvm
+   rustup toolchain install nightly
    ```
 
 ## Usage
diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index 1575e62a3..95b84d4d6 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -9,8 +9,7 @@
 # Prerequisites:
 #   - Lambda VM CLI built: cargo build --release -p cli
 #   - SP1 toolchain installed: curl -L https://sp1up.succinct.xyz | bash && sp1up
-#   - clang with RISC-V target support (macOS Homebrew clang works)
-#   - ld.lld linker
+#   - Rust nightly toolchain: rustup toolchain install nightly
 
 set -euo pipefail
 
@@ -65,6 +64,9 @@ rm -rf "$TMP_DIR" && mkdir -p "$TMP_DIR"
 # --- Pre-build ---------------------------------------------------------------
 
 CLI="$ROOT_DIR/target/release/cli"
+LAMBDA_DIR="$SCRIPT_DIR/lambda/fibonacci"
+TARGET_SPEC="$ROOT_DIR/executor/programs/riscv64im-lambda-vm-elf.json"
+
 if $RUN_LAMBDA && [ ! -f "$CLI" ]; then
     echo -e "${YELLOW}[Lambda VM] CLI not found, building...${NC}"
     cargo build --release -p cli --manifest-path "$ROOT_DIR/Cargo.toml" 2>&1 | tail -1
@@ -97,32 +99,14 @@ run_one() {
     local sp1_cycles=""
 
     if $RUN_LAMBDA; then
-        # Generate assembly
-        cat > "$TMP_DIR/fib.s" <<ASM
-	.attribute	5, "rv64i2p1_m2p0"
-	.globl	main
-main:
-	li	t0, 0
-	li	t1, 1
-	li	a0, ${N}
-
-.loop:
-	add	t2, t0, t1
-	mv	t0, t1
-	mv	t1, t2
-	addi	a0, a0, -1
-	bnez	a0, .loop
-
-	mv	a0, t1
-	li	a7, 5
-	ecall
-ASM
-        clang --target=riscv64 -march=rv64im -mabi=lp64 -nostdlib \
-            -c "$TMP_DIR/fib.s" -o "$TMP_DIR/fib.o"
-        ld.lld -o "$TMP_DIR/fib.elf" "$TMP_DIR/fib.o" --entry=main
+        echo -e "  ${GREEN}[Lambda VM] Building (n=${N})...${NC}"
+        (cd "$LAMBDA_DIR" && BENCH_N="$N" cargo +nightly build --release \
+            --target "$TARGET_SPEC" \
+            -Z build-std=core -Z build-std-features=compiler-builtins-mem 2>&1 | tail -1)
+        LAMBDA_ELF="$LAMBDA_DIR/target/riscv64im-lambda-vm-elf/release/fibonacci-bench"
 
         echo -e "  ${GREEN}[Lambda VM] Proving...${NC}"
-        LAMBDA_OUTPUT=$("$CLI" prove "$TMP_DIR/fib.elf" -o "$TMP_DIR/lambda_proof.bin" --time 2>/dev/null)
+        LAMBDA_OUTPUT=$("$CLI" prove "$LAMBDA_ELF" -o "$TMP_DIR/lambda_proof.bin" --time 2>/dev/null)
         lambda_time=$(echo "$LAMBDA_OUTPUT" | grep -o 'Proving time: [0-9.]*s' | grep -o '[0-9.]*')
         echo -e "  Lambda VM: ${BOLD}${lambda_time}s${NC}"
     fi

From 88171d01081e8d9ebde34497456d9ddcb4bc5b40 Mon Sep 17 00:00:00 2001
From: MauroFab <maurotoscano2@gmail.com>
Date: Wed, 25 Feb 2026 19:35:36 -0300
Subject: [PATCH 03/14] Fix decimals

---
 bench_vs/run.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index 95b84d4d6..ed0b519df 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -156,7 +156,7 @@ for i in "${!RESULT_N[@]}"; do
 
     if $RUN_LAMBDA && $RUN_SP1; then
         if [ "$lt" != "n/a" ] && [ "$st" != "n/a" ]; then
-            RATIO=$(LC_NUMERIC=C awk "BEGIN {printf \"%.1fx\", $st / $lt}")
+            RATIO=$(LC_NUMERIC=C awk "BEGIN {printf \"%.2fx\", $st / $lt}")
             if (( $(LC_NUMERIC=C awk "BEGIN {print ($st > $lt)}") )); then
                 RATIO="${GREEN}${RATIO}${NC}"
             else

From ef7d5bb6a62990733dd2959689803f64efcd1762 Mon Sep 17 00:00:00 2001
From: MauroFab <maurotoscano2@gmail.com>
Date: Wed, 25 Feb 2026 19:36:24 -0300
Subject: [PATCH 04/14] Benchmark vs sp1

---
 bench_vs/run.sh                         |  8 +--
 bench_vs/sp1/fibonacci/.tldr/daemon.pid |  1 -
 bench_vs/sp1/fibonacci/.tldr/status     |  1 -
 bench_vs/sp1/fibonacci/.tldrignore      | 84 -------------------------
 4 files changed, 4 insertions(+), 90 deletions(-)
 delete mode 100644 bench_vs/sp1/fibonacci/.tldr/daemon.pid
 delete mode 100644 bench_vs/sp1/fibonacci/.tldr/status
 delete mode 100644 bench_vs/sp1/fibonacci/.tldrignore

diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index ed0b519df..113666124 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -156,11 +156,11 @@ for i in "${!RESULT_N[@]}"; do
 
     if $RUN_LAMBDA && $RUN_SP1; then
         if [ "$lt" != "n/a" ] && [ "$st" != "n/a" ]; then
-            RATIO=$(LC_NUMERIC=C awk "BEGIN {printf \"%.2fx\", $st / $lt}")
-            if (( $(LC_NUMERIC=C awk "BEGIN {print ($st > $lt)}") )); then
-                RATIO="${GREEN}${RATIO}${NC}"
-            else
+            RATIO=$(LC_NUMERIC=C awk "BEGIN {printf \"%.1fx\", $lt / $st}")
+            if (( $(LC_NUMERIC=C awk "BEGIN {print ($lt > $st)}") )); then
                 RATIO="${RED}${RATIO}${NC}"
+            else
+                RATIO="${GREEN}${RATIO}${NC}"
             fi
             printf "  %-10s  %11ss  %11ss  " "$n" "$lt" "$st"
             echo -e "$RATIO"
diff --git a/bench_vs/sp1/fibonacci/.tldr/daemon.pid b/bench_vs/sp1/fibonacci/.tldr/daemon.pid
deleted file mode 100644
index 10eda36c4..000000000
--- a/bench_vs/sp1/fibonacci/.tldr/daemon.pid
+++ /dev/null
@@ -1 +0,0 @@
-39495
\ No newline at end of file
diff --git a/bench_vs/sp1/fibonacci/.tldr/status b/bench_vs/sp1/fibonacci/.tldr/status
deleted file mode 100644
index ad50b5340..000000000
--- a/bench_vs/sp1/fibonacci/.tldr/status
+++ /dev/null
@@ -1 +0,0 @@
-ready
\ No newline at end of file
diff --git a/bench_vs/sp1/fibonacci/.tldrignore b/bench_vs/sp1/fibonacci/.tldrignore
deleted file mode 100644
index e01df83cb..000000000
--- a/bench_vs/sp1/fibonacci/.tldrignore
+++ /dev/null
@@ -1,84 +0,0 @@
-# TLDR ignore patterns (gitignore syntax)
-# Auto-generated - review and customize for your project
-# Docs: https://git-scm.com/docs/gitignore
-
-# ===================
-# Dependencies
-# ===================
-node_modules/
-.venv/
-venv/
-env/
-__pycache__/
-.tox/
-.nox/
-.pytest_cache/
-.mypy_cache/
-.ruff_cache/
-vendor/
-Pods/
-
-# ===================
-# Build outputs
-# ===================
-dist/
-build/
-out/
-target/
-*.egg-info/
-*.whl
-*.pyc
-*.pyo
-
-# ===================
-# Binary/large files
-# ===================
-*.so
-*.dylib
-*.dll
-*.exe
-*.bin
-*.o
-*.a
-*.lib
-
-# ===================
-# IDE/editors
-# ===================
-.idea/
-.vscode/
-*.swp
-*.swo
-*~
-
-# ===================
-# Security (always exclude)
-# ===================
-.env
-.env.*
-*.pem
-*.key
-*.p12
-*.pfx
-credentials.*
-secrets.*
-
-# ===================
-# Version control
-# ===================
-.git/
-.hg/
-.svn/
-
-# ===================
-# OS files
-# ===================
-.DS_Store
-Thumbs.db
-
-# ===================
-# Project-specific
-# Add your custom patterns below
-# ===================
-# large_test_fixtures/
-# data/

From e11346a084bcfe9781a184679420a3161a9ab39e Mon Sep 17 00:00:00 2001
From: MauroFab <maurotoscano2@gmail.com>
Date: Wed, 25 Feb 2026 20:19:15 -0300
Subject: [PATCH 05/14] Add lambda program

---
 bench_vs/lambda/fibonacci/.cargo/config.toml |  6 ++++
 bench_vs/lambda/fibonacci/Cargo.lock         |  7 ++++
 bench_vs/lambda/fibonacci/Cargo.toml         |  8 +++++
 bench_vs/lambda/fibonacci/build.rs           | 10 ++++++
 bench_vs/lambda/fibonacci/src/main.rs        | 35 ++++++++++++++++++++
 5 files changed, 66 insertions(+)
 create mode 100644 bench_vs/lambda/fibonacci/.cargo/config.toml
 create mode 100644 bench_vs/lambda/fibonacci/Cargo.lock
 create mode 100644 bench_vs/lambda/fibonacci/Cargo.toml
 create mode 100644 bench_vs/lambda/fibonacci/build.rs
 create mode 100644 bench_vs/lambda/fibonacci/src/main.rs

diff --git a/bench_vs/lambda/fibonacci/.cargo/config.toml b/bench_vs/lambda/fibonacci/.cargo/config.toml
new file mode 100644
index 000000000..be730c3ec
--- /dev/null
+++ b/bench_vs/lambda/fibonacci/.cargo/config.toml
@@ -0,0 +1,6 @@
+[target.riscv64im-lambda-vm-elf]
+rustflags = [
+  "-C", "link-arg=-e",
+  "-C", "link-arg=main",
+  "-C", "passes=lower-atomic"
+]
diff --git a/bench_vs/lambda/fibonacci/Cargo.lock b/bench_vs/lambda/fibonacci/Cargo.lock
new file mode 100644
index 000000000..3a4bb7634
--- /dev/null
+++ b/bench_vs/lambda/fibonacci/Cargo.lock
@@ -0,0 +1,7 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
+[[package]]
+name = "fibonacci-bench"
+version = "0.1.0"
diff --git a/bench_vs/lambda/fibonacci/Cargo.toml b/bench_vs/lambda/fibonacci/Cargo.toml
new file mode 100644
index 000000000..8ce06fec5
--- /dev/null
+++ b/bench_vs/lambda/fibonacci/Cargo.toml
@@ -0,0 +1,8 @@
+[workspace]
+
+[package]
+name = "fibonacci-bench"
+version = "0.1.0"
+edition = "2024"
+
+[dependencies]
diff --git a/bench_vs/lambda/fibonacci/build.rs b/bench_vs/lambda/fibonacci/build.rs
new file mode 100644
index 000000000..5c189eadb
--- /dev/null
+++ b/bench_vs/lambda/fibonacci/build.rs
@@ -0,0 +1,10 @@
+use std::env;
+use std::fs;
+use std::path::Path;
+
+fn main() {
+    let n = env::var("BENCH_N").unwrap_or_else(|_| "1000".to_string());
+    let out_dir = env::var("OUT_DIR").unwrap();
+    fs::write(Path::new(&out_dir).join("n.txt"), &n).unwrap();
+    println!("cargo:rerun-if-env-changed=BENCH_N");
+}
diff --git a/bench_vs/lambda/fibonacci/src/main.rs b/bench_vs/lambda/fibonacci/src/main.rs
new file mode 100644
index 000000000..8f54cf604
--- /dev/null
+++ b/bench_vs/lambda/fibonacci/src/main.rs
@@ -0,0 +1,35 @@
+#![no_std]
+#![no_main]
+
+use core::panic::PanicInfo;
+
+#[panic_handler]
+fn panic(_info: &PanicInfo) -> ! {
+    loop {}
+}
+
+const N: u64 = include!(concat!(env!("OUT_DIR"), "/n.txt"));
+
+#[inline(never)]
+fn halt(code: u64) -> ! {
+    unsafe {
+        core::arch::asm!(
+            "ecall",
+            in("a0") code,
+            in("a7") 5u64,
+            options(noreturn),
+        );
+    }
+}
+
+#[unsafe(no_mangle)]
+pub fn main() -> ! {
+    let mut a: u64 = 0;
+    let mut b: u64 = 1;
+    for _ in 0..N {
+        let c = a.wrapping_add(b);
+        a = b;
+        b = c;
+    }
+    halt(b)
+}

From 687d8d87009deac5cb3b5a7823742f916efd108e Mon Sep 17 00:00:00 2001
From: MauroFab <maurotoscano2@gmail.com>
Date: Wed, 25 Feb 2026 20:20:41 -0300
Subject: [PATCH 06/14] Remove stray blank line from .gitignore

---
 .gitignore | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 3ef9f8283..9c826f0d9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,4 +9,3 @@ executor/program_artifacts/
 # Shared cargo target directory for ELF builds
 executor/shared_target/
 
-

From 00696591cf985633c3f939e5c06a7df753ad690a Mon Sep 17 00:00:00 2001
From: Mauro Toscano <12560266+MauroToscano@users.noreply.github.com>
Date: Mon, 2 Mar 2026 11:12:21 -0300
Subject: [PATCH 07/14] Apply suggestion from @gabrielbosio

Co-authored-by: Gabriel Bosio <38794644+gabrielbosio@users.noreply.github.com>
---
 bench_vs/run.sh | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index 113666124..4aa249a5d 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -102,7 +102,8 @@ run_one() {
         echo -e "  ${GREEN}[Lambda VM] Building (n=${N})...${NC}"
         (cd "$LAMBDA_DIR" && BENCH_N="$N" cargo +nightly build --release \
             --target "$TARGET_SPEC" \
-            -Z build-std=core -Z build-std-features=compiler-builtins-mem 2>&1 | tail -1)
+            -Z build-std=core -Z build-std-features=compiler-builtins-mem 2>&1 \
+            -Z json-target-spec 2>&1 | tail -1)
         LAMBDA_ELF="$LAMBDA_DIR/target/riscv64im-lambda-vm-elf/release/fibonacci-bench"
 
         echo -e "  ${GREEN}[Lambda VM] Proving...${NC}"

From dabe54c5faf9ae4ddc58d492281b6709b4136571 Mon Sep 17 00:00:00 2001
From: MauroFab <maurotoscano2@gmail.com>
Date: Mon, 2 Mar 2026 16:57:38 -0300
Subject: [PATCH 08/14] Add instruments

---
 Cargo.toml                                |   5 +
 bin/cli/Cargo.toml                        |   1 +
 crypto/stark/src/constraints/evaluator.rs |  36 ----
 crypto/stark/src/instruments.rs           | 127 ++++++++++++++
 crypto/stark/src/lib.rs                   |   2 +
 crypto/stark/src/prover.rs                | 181 +++++++++++++++----
 prover/Cargo.toml                         |   5 +
 prover/benches/profile_vm_prover.rs       |  10 +-
 prover/src/instruments.rs                 | 204 ++++++++++++++++++++++
 prover/src/lib.rs                         |  43 +++++
 10 files changed, 538 insertions(+), 76 deletions(-)
 create mode 100644 crypto/stark/src/instruments.rs
 create mode 100644 prover/src/instruments.rs

diff --git a/Cargo.toml b/Cargo.toml
index 577ab04c4..e24fd3bfc 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -15,3 +15,8 @@ resolver = "2"
 [profile.dev]
 opt-level = 3
 debug = true
+
+# debug=1 = line tables only: enables function names in profilers (samply, perf)
+# without slowing compilation or bloating the binary significantly.
+[profile.release]
+debug = 1
diff --git a/bin/cli/Cargo.toml b/bin/cli/Cargo.toml
index 8eb62c86f..602e58f5f 100644
--- a/bin/cli/Cargo.toml
+++ b/bin/cli/Cargo.toml
@@ -15,3 +15,4 @@ tikv-jemalloc-ctl = { version = "0.6", features = ["stats"], optional = true }
 
 [features]
 jemalloc-stats = ["dep:tikv-jemalloc-ctl"]
+instruments = ["prover/instruments"]
diff --git a/crypto/stark/src/constraints/evaluator.rs b/crypto/stark/src/constraints/evaluator.rs
index 908d7b950..2c46e334b 100644
--- a/crypto/stark/src/constraints/evaluator.rs
+++ b/crypto/stark/src/constraints/evaluator.rs
@@ -18,8 +18,6 @@ use rayon::{
 };
 
 use std::marker::PhantomData;
-#[cfg(feature = "instruments")]
-use std::time::Instant;
 
 pub struct ConstraintEvaluator<
     Field: IsSubFieldOf<FieldExtension> + IsFFTField + Send + Sync,
@@ -226,9 +224,6 @@ where
         #[cfg(all(debug_assertions, not(feature = "parallel")))]
         let boundary_polys: Vec<Polynomial<FieldElement<Field>>> = Vec::new();
 
-        #[cfg(feature = "instruments")]
-        let timer = Instant::now();
-
         let trace_length = domain.interpolation_domain_size;
         let lde_periodic_columns = air
             .get_periodic_column_polynomials(trace_length)
@@ -244,15 +239,6 @@ where
             .collect::<Result<Vec<Vec<FieldElement<Field>>>, FFTError>>()
             .unwrap();
 
-        #[cfg(feature = "instruments")]
-        println!(
-            "     Evaluating periodic columns on lde: {:#?}",
-            timer.elapsed()
-        );
-
-        #[cfg(feature = "instruments")]
-        let timer = Instant::now();
-
         // Fused boundary evaluation: compute (trace[col] - value) on-the-fly
         // instead of pre-computing all boundary_polys_evaluations.
         // This eliminates N_constraints × LDE_size intermediate allocations.
@@ -282,12 +268,6 @@ where
             })
             .collect();
 
-        #[cfg(feature = "instruments")]
-        println!(
-            "     Evaluated boundary polynomials on LDE: {:#?}",
-            timer.elapsed()
-        );
-
         #[cfg(all(debug_assertions, not(feature = "parallel")))]
         let boundary_zerofiers = Vec::new();
 
@@ -297,22 +277,12 @@ where
         #[cfg(all(debug_assertions, not(feature = "parallel")))]
         let _transition_evaluations: Vec<FieldElement<FieldExtension>> = Vec::new();
 
-        #[cfg(feature = "instruments")]
-        let timer = Instant::now();
         let zerofier_data = air.transition_zerofier_evaluations_grouped(domain);
-        #[cfg(feature = "instruments")]
-        println!(
-            "     Evaluated transition zerofiers: {:#?}",
-            timer.elapsed()
-        );
 
         // Iterate over all LDE domain and compute the part of the composition polynomial
         // related to the transition constraints and add it to the already computed part of the
         // boundary constraints.
 
-        #[cfg(feature = "instruments")]
-        let timer = Instant::now();
-
         let num_transition = air.num_transition_constraints();
         let num_periodic = lde_periodic_columns.len();
         let offsets = &air.context().transition_offsets;
@@ -330,12 +300,6 @@ where
             offsets,
         );
 
-        #[cfg(feature = "instruments")]
-        println!(
-            "     Evaluated transitions and accumulated results: {:#?}",
-            timer.elapsed()
-        );
-
         evaluations_t
     }
 }
diff --git a/crypto/stark/src/instruments.rs b/crypto/stark/src/instruments.rs
new file mode 100644
index 000000000..11ac350af
--- /dev/null
+++ b/crypto/stark/src/instruments.rs
@@ -0,0 +1,127 @@
+use std::cell::RefCell;
+use std::time::Duration;
+
+/// Sub-operation timing breakdown for a single table in Rounds 2-4.
+#[derive(Clone, Debug, Default)]
+pub struct TableSubOps {
+    /// reconstruct_round1 (expand_pool_to_lde)
+    pub trace_lde: Duration,
+    /// evaluator.evaluate()
+    pub constraints: Duration,
+    /// decompose_and_extend_d2
+    pub comp_decompose: Duration,
+    /// commit_composition_polynomial
+    pub comp_commit: Duration,
+    /// Round 3: barycentric OOD evaluation
+    pub ood: Duration,
+    /// Round 4: compute_deep_composition_poly_evaluations
+    pub deep_comp: Duration,
+    /// Round 4: interpolate_fft + evaluate_fft
+    pub deep_extend: Duration,
+    /// fri::commit_phase_from_evaluations
+    pub fri_commit: Duration,
+    /// Round 4: grinding + FRI query + Merkle openings
+    pub queries: Duration,
+}
+
+/// Sub-operation breakdown for Round 1 aux commit pass.
+#[derive(Clone, Debug, Default)]
+pub struct Round1SubOps {
+    /// Main trace: expand_pool_to_lde (LDE/FFT)
+    pub main_lde: Duration,
+    /// Main trace: commit_columns_bit_reversed (Merkle)
+    pub main_merkle: Duration,
+    /// Aux trace: expand_pool_to_lde (LDE/FFT)
+    pub aux_lde: Duration,
+    /// Aux trace: commit_columns_bit_reversed (Merkle)
+    pub aux_merkle: Duration,
+}
+
+/// Timing data collected inside `multi_prove`.
+pub struct MultiProveTiming {
+    pub prepass: Duration,
+    pub main_commits: Duration,
+    pub aux_build: Duration,
+    pub aux_commit: Duration,
+    pub rounds_2_4: Duration,
+    /// Sub-op breakdown for Round 1 (main + aux LDE vs Merkle).
+    pub round1_sub: Round1SubOps,
+    /// (name, rows, duration, sub_ops) per table for rounds 2-4.
+    pub table_timings: Vec<(String, usize, Duration, TableSubOps)>,
+}
+
+thread_local! {
+    static TIMING_DATA: RefCell<Option<MultiProveTiming>> = const { RefCell::new(None) };
+    /// Round 1 sub-timings accumulated across the main-commit and aux-commit loops.
+    static R1_SUB: RefCell<Round1SubOps> = const { RefCell::new(Round1SubOps {
+        main_lde: Duration::ZERO, main_merkle: Duration::ZERO,
+        aux_lde: Duration::ZERO, aux_merkle: Duration::ZERO,
+    }) };
+    /// Round 2 sub-timings: (constraints, fft, merkle)
+    static R2_SUB: RefCell<Option<(Duration, Duration, Duration)>> = const { RefCell::new(None) };
+    /// Round 4 sub-timings: (fft, merkle, deep_comp, queries)
+    static R4_SUB: RefCell<Option<(Duration, Duration, Duration, Duration)>> = const { RefCell::new(None) };
+    /// Assembled sub-ops from prove_rounds_2_to_4 (without reconstruct_round1 LDE time).
+    static ROUND_SUB_OPS: RefCell<Option<TableSubOps>> = const { RefCell::new(None) };
+}
+
+pub fn store(data: MultiProveTiming) {
+    TIMING_DATA.with(|cell| {
+        *cell.borrow_mut() = Some(data);
+    });
+}
+
+pub fn take() -> Option<MultiProveTiming> {
+    TIMING_DATA.with(|cell| cell.borrow_mut().take())
+}
+
+pub fn accum_r1_main(lde: Duration, merkle: Duration) {
+    R1_SUB.with(|cell| {
+        let mut s = cell.borrow_mut();
+        s.main_lde += lde;
+        s.main_merkle += merkle;
+    });
+}
+
+pub fn accum_r1_aux(lde: Duration, merkle: Duration) {
+    R1_SUB.with(|cell| {
+        let mut s = cell.borrow_mut();
+        s.aux_lde += lde;
+        s.aux_merkle += merkle;
+    });
+}
+
+pub fn take_r1_sub() -> Round1SubOps {
+    R1_SUB.with(|cell| {
+        std::mem::replace(
+            &mut *cell.borrow_mut(),
+            Round1SubOps::default(),
+        )
+    })
+}
+
+pub fn store_r2_sub(constraints: Duration, fft: Duration, merkle: Duration) {
+    R2_SUB.with(|cell| *cell.borrow_mut() = Some((constraints, fft, merkle)));
+}
+
+pub fn take_r2_sub() -> Option<(Duration, Duration, Duration)> {
+    R2_SUB.with(|cell| cell.borrow_mut().take())
+}
+
+pub fn store_r4_sub(fft: Duration, merkle: Duration, deep_comp: Duration, queries: Duration) {
+    R4_SUB.with(|cell| *cell.borrow_mut() = Some((fft, merkle, deep_comp, queries)));
+}
+
+pub fn take_r4_sub() -> Option<(Duration, Duration, Duration, Duration)> {
+    R4_SUB.with(|cell| cell.borrow_mut().take())
+}
+
+pub fn store_round_sub_ops(data: TableSubOps) {
+    ROUND_SUB_OPS.with(|cell| {
+        *cell.borrow_mut() = Some(data);
+    });
+}
+
+pub fn take_round_sub_ops() -> Option<TableSubOps> {
+    ROUND_SUB_OPS.with(|cell| cell.borrow_mut().take())
+}
diff --git a/crypto/stark/src/lib.rs b/crypto/stark/src/lib.rs
index d8f293589..0415572af 100644
--- a/crypto/stark/src/lib.rs
+++ b/crypto/stark/src/lib.rs
@@ -1,6 +1,8 @@
 #[cfg(feature = "debug-checks")]
 pub mod bus_debug;
 pub mod constraints;
+#[cfg(feature = "instruments")]
+pub mod instruments;
 pub mod context;
 pub mod debug;
 pub mod domain;
diff --git a/crypto/stark/src/prover.rs b/crypto/stark/src/prover.rs
index 085bcb03d..c0223d67a 100644
--- a/crypto/stark/src/prover.rs
+++ b/crypto/stark/src/prover.rs
@@ -445,10 +445,18 @@ pub trait IsStarkProver<
     {
         let num_cols = trace.num_main_columns;
         trace.extract_columns_main_into(main_pool);
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         Self::expand_pool_to_lde::<Field>(main_pool, num_cols, domain, twiddles);
+        #[cfg(feature = "instruments")]
+        let main_lde_dur = t_sub.elapsed();
 
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         let (tree, root) = Self::commit_columns_bit_reversed(&main_pool[..num_cols])
             .ok_or(ProvingError::EmptyCommitment)?;
+        #[cfg(feature = "instruments")]
+        crate::instruments::accum_r1_main(main_lde_dur, t_sub.elapsed());
 
         transcript.append_bytes(&root);
 
@@ -483,8 +491,14 @@ pub trait IsStarkProver<
     {
         let num_cols = trace.num_main_columns;
         trace.extract_columns_main_into(main_pool);
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         Self::expand_pool_to_lde::<Field>(main_pool, num_cols, domain, twiddles);
+        #[cfg(feature = "instruments")]
+        let main_lde_dur = t_sub.elapsed();
 
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         let (precomputed_tree, precomputed_root) =
             Self::commit_columns_bit_reversed(&main_pool[..num_precomputed_cols])
                 .ok_or(ProvingError::EmptyCommitment)?;
@@ -492,6 +506,8 @@ pub trait IsStarkProver<
         let (mult_tree, mult_root) =
             Self::commit_columns_bit_reversed(&main_pool[num_precomputed_cols..num_cols])
                 .ok_or(ProvingError::EmptyCommitment)?;
+        #[cfg(feature = "instruments")]
+        crate::instruments::accum_r1_main(main_lde_dur, t_sub.elapsed());
 
         debug_assert_eq!(
             precomputed_root, precomputed_commitment,
@@ -806,6 +822,8 @@ pub trait IsStarkProver<
             round_1_result.bus_public_inputs.as_ref(),
             trace_length,
         );
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         let constraint_evaluations = evaluator.evaluate(
             air,
             &round_1_result.lde_trace,
@@ -814,9 +832,13 @@ pub trait IsStarkProver<
             boundary_coefficients,
             &round_1_result.rap_challenges,
         );
+        #[cfg(feature = "instruments")]
+        let constraints_dur = t_sub.elapsed();
 
         let number_of_parts = air.composition_poly_degree_bound(trace_length) / trace_length;
 
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         let lde_composition_poly_parts_evaluations = if number_of_parts == 2 {
             // Direct quotient decomposition: avoid full-size iFFT by algebraically
             // splitting H(x) = H₀(x²) + x·H₁(x²) using:
@@ -846,12 +868,21 @@ pub trait IsStarkProver<
                 })
                 .collect()
         };
+        #[cfg(feature = "instruments")]
+        let fft_dur = t_sub.elapsed();
 
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         let Some((composition_poly_merkle_tree, composition_poly_root)) =
             Self::commit_composition_polynomial(&lde_composition_poly_parts_evaluations)
         else {
             return Err(ProvingError::EmptyCommitment);
         };
+        #[cfg(feature = "instruments")]
+        let merkle_dur = t_sub.elapsed();
+
+        #[cfg(feature = "instruments")]
+        crate::instruments::store_r2_sub(constraints_dur, fft_dur, merkle_dur);
 
         Ok(Round2 {
             lde_composition_poly_evaluations: lde_composition_poly_parts_evaluations,
@@ -974,6 +1005,8 @@ pub trait IsStarkProver<
         let gammas = deep_composition_coefficients;
 
         // Compute p₀ (deep composition polynomial) as N evaluations on trace-size coset
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         let deep_evals = Self::compute_deep_composition_poly_evaluations(
             &round_1_result.lde_trace,
             round_2_result,
@@ -984,18 +1017,26 @@ pub trait IsStarkProver<
             &gammas,
             &trace_term_coeffs,
         );
+        #[cfg(feature = "instruments")]
+        let other_dur_1 = t_sub.elapsed();
 
         // Extend N trace-coset evaluations to 2N LDE-coset evaluations via standard LDE.
         // deep_evals[i] = h(offset·ω_N^i) = f(ω_N^i) where f(x) = h(offset·x).
         // Standard iFFT+FFT recovers f and evaluates on the 2N-th roots: f(Ω^j) = h(offset·Ω^j).
         let domain_size = domain.lde_roots_of_unity_coset.len();
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         let deep_poly =
             Polynomial::interpolate_fft::<Field>(&deep_evals).expect("iFFT should succeed");
         let mut lde_evals = Polynomial::evaluate_fft::<Field>(&deep_poly, 1, Some(domain_size))
             .expect("FFT should succeed");
         in_place_bit_reverse_permute(&mut lde_evals);
+        #[cfg(feature = "instruments")]
+        let r4_fft_dur = t_sub.elapsed();
 
         // FRI commit phase from pre-computed evaluations (no initial FFT)
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         let (fri_last_value, fri_layers) =
             fri::commit_phase_from_evaluations::<Field, FieldExtension>(
                 domain.root_order as usize,
@@ -1004,8 +1045,12 @@ pub trait IsStarkProver<
                 &coset_offset,
                 domain_size,
             );
+        #[cfg(feature = "instruments")]
+        let r4_merkle_dur = t_sub.elapsed();
 
         // grinding: generate nonce and append it to the transcript
+        #[cfg(feature = "instruments")]
+        let t_sub = Instant::now();
         let security_bits = air.context().proof_options.grinding_factor;
         let mut nonce = None;
         if security_bits > 0 {
@@ -1028,6 +1073,12 @@ pub trait IsStarkProver<
         let deep_poly_openings =
             Self::open_deep_composition_poly(domain, round_1_result, round_2_result, &iotas);
 
+        #[cfg(feature = "instruments")]
+        {
+            let queries_dur = t_sub.elapsed();
+            crate::instruments::store_r4_sub(r4_fft_dur, r4_merkle_dur, other_dur_1, queries_dur);
+        }
+
         Round4 {
             fri_last_value,
             fri_layers_merkle_roots,
@@ -1408,6 +1459,9 @@ pub trait IsStarkProver<
         // Pre-pass: compute domains, twiddles, and max dimensions for pool allocation
         // =====================================================================
 
+        #[cfg(feature = "instruments")]
+        let phase_start = Instant::now();
+
         let mut domains = Vec::with_capacity(num_airs);
         let mut twiddle_caches: Vec<LdeTwiddles<Field>> = Vec::with_capacity(num_airs);
         let mut max_main_cols = 0usize;
@@ -1437,12 +1491,18 @@ pub trait IsStarkProver<
             .map(|_| Vec::with_capacity(max_lde_size))
             .collect();
 
+        #[cfg(feature = "instruments")]
+        let prepass_elapsed = phase_start.elapsed();
+
         // =====================================================================
         // Round 1, Phase A: Commit all main traces (lightweight)
         // =====================================================================
         // All main trace commitments must be in the transcript before sampling
         // LogUp challenges. Pool buffers are reused across tables.
 
+        #[cfg(feature = "instruments")]
+        let phase_start = Instant::now();
+
         let mut main_commits: Vec<MainCommitData<Field>> = Vec::with_capacity(num_airs);
 
         for ((air, trace, _pub_inputs), twiddles) in
@@ -1473,6 +1533,9 @@ pub trait IsStarkProver<
             });
         }
 
+        #[cfg(feature = "instruments")]
+        let main_commits_elapsed = phase_start.elapsed();
+
         // =====================================================================
         // Round 1, Phase B: Sample shared LogUp challenges
         // =====================================================================
@@ -1499,6 +1562,9 @@ pub trait IsStarkProver<
         // Pass 1: Build aux traces in parallel.
         // Each build_auxiliary_trace has internal parallelism (batch_inverse, par_chunks),
         // but outer parallelism over 12 tables also helps on high-core-count machines.
+        #[cfg(feature = "instruments")]
+        let phase_start = Instant::now();
+
         #[cfg(feature = "parallel")]
         let aux_iter = air_trace_pairs.par_iter_mut();
         #[cfg(not(feature = "parallel"))]
@@ -1513,8 +1579,14 @@ pub trait IsStarkProver<
             })
             .collect();
 
+        #[cfg(feature = "instruments")]
+        let aux_build_elapsed = phase_start.elapsed();
+
         // Pass 2: Sequential fork transcript → extract → LDE → commit.
         // Uses shared aux_pool. Each table gets its own transcript fork.
+        #[cfg(feature = "instruments")]
+        let phase_start = Instant::now();
+
         let mut metadatas: Vec<Round1Metadata<Field, FieldExtension>> =
             Vec::with_capacity(num_airs);
         let mut table_transcripts = Vec::with_capacity(num_airs);
@@ -1537,15 +1609,23 @@ pub trait IsStarkProver<
             let (aux_tree, aux_root) = if air.has_aux_trace() {
                 let num_aux_cols = trace.num_aux_columns;
                 trace.extract_columns_aux_into(&mut aux_pool);
+                #[cfg(feature = "instruments")]
+                let t_sub = Instant::now();
                 Self::expand_pool_to_lde::<FieldExtension>(
                     &mut aux_pool,
                     num_aux_cols,
                     domain,
                     twiddles,
                 );
+                #[cfg(feature = "instruments")]
+                let aux_lde_dur = t_sub.elapsed();
 
+                #[cfg(feature = "instruments")]
+                let t_sub = Instant::now();
                 let (tree, root) = Self::commit_columns_bit_reversed(&aux_pool[..num_aux_cols])
                     .ok_or(ProvingError::EmptyCommitment)?;
+                #[cfg(feature = "instruments")]
+                crate::instruments::accum_r1_aux(aux_lde_dur, t_sub.elapsed());
 
                 table_transcript.append_bytes(&root);
                 (Some(Rc::new(tree)), Some(root))
@@ -1567,6 +1647,9 @@ pub trait IsStarkProver<
             table_transcripts.push(table_transcript);
         }
 
+        #[cfg(feature = "instruments")]
+        let aux_commit_elapsed = phase_start.elapsed();
+
         #[cfg(feature = "debug-checks")]
         Self::run_debug_checks(
             &air_trace_pairs,
@@ -1583,6 +1666,12 @@ pub trait IsStarkProver<
         // For each table, recompute LDE into pool buffers, reuse stored Merkle trees,
         // run rounds 2-4 with the table's forked transcript, then drop table data.
 
+        #[cfg(feature = "instruments")]
+        let phase_start = Instant::now();
+        #[cfg(feature = "instruments")]
+        let mut table_timings: Vec<(String, usize, std::time::Duration, crate::instruments::TableSubOps)> =
+            Vec::with_capacity(num_airs);
+
         let mut proofs = Vec::with_capacity(num_airs);
         for (((((air, trace, pub_inputs), metadata), domain), twiddles), table_transcript) in
             air_trace_pairs
@@ -1592,7 +1681,12 @@ pub trait IsStarkProver<
                 .zip(twiddle_caches.iter())
                 .zip(table_transcripts.iter_mut())
         {
+            #[cfg(feature = "instruments")]
+            let table_start = Instant::now();
+
             // Recompute LDE evaluations into pool, reuse stored Merkle trees
+            #[cfg(feature = "instruments")]
+            let lde_start = Instant::now();
             let round_1_result = Self::reconstruct_round1(
                 *air,
                 *trace,
@@ -1602,6 +1696,8 @@ pub trait IsStarkProver<
                 &mut main_pool,
                 &mut aux_pool,
             )?;
+            #[cfg(feature = "instruments")]
+            let lde_dur = lde_start.elapsed();
 
             let proof = Self::prove_rounds_2_to_4(
                 *air,
@@ -1612,6 +1708,19 @@ pub trait IsStarkProver<
             )?;
             proofs.push(proof);
 
+            #[cfg(feature = "instruments")]
+            {
+                let mut sub_ops = crate::instruments::take_round_sub_ops()
+                    .unwrap_or_default();
+                sub_ops.trace_lde += lde_dur;
+                table_timings.push((
+                    air.name().to_string(),
+                    trace.num_rows(),
+                    table_start.elapsed(),
+                    sub_ops,
+                ));
+            }
+
             // Return column Vecs to pool (zero-copy move back). Pool slots that were
             // `take`n in reconstruct_round1 get their buffers back with capacity intact.
             let (main_cols, aux_cols) = round_1_result.lde_trace.into_columns();
@@ -1623,6 +1732,21 @@ pub trait IsStarkProver<
             }
         }
 
+        #[cfg(feature = "instruments")]
+        {
+            // Store timing data for the top-level report in prove_with_options.
+            // Uses a thread-local to avoid changing multi_prove's return type.
+            crate::instruments::store(crate::instruments::MultiProveTiming {
+                prepass: prepass_elapsed,
+                main_commits: main_commits_elapsed,
+                aux_build: aux_build_elapsed,
+                aux_commit: aux_commit_elapsed,
+                rounds_2_4: phase_start.elapsed(),
+                round1_sub: crate::instruments::take_r1_sub(),
+                table_timings,
+            });
+        }
+
         Ok(MultiProof::new(proofs))
     }
 
@@ -1665,11 +1789,6 @@ pub trait IsStarkProver<
         // ==========|   Round 2   |==========
         // ===================================
 
-        #[cfg(feature = "instruments")]
-        println!("- Started round 2: Compute composition polynomial");
-        #[cfg(feature = "instruments")]
-        let timer2 = Instant::now();
-
         // <<<< Receive challenge: 𝛽
         let beta = transcript.sample_field_element();
         let trace_length = domain.interpolation_domain_size;
@@ -1706,26 +1825,18 @@ pub trait IsStarkProver<
         // >>>> Send commitments: [H₁], [H₂]
         transcript.append_bytes(&round_2_result.composition_poly_root);
 
-        #[cfg(feature = "instruments")]
-        let elapsed2 = timer2.elapsed();
-        #[cfg(feature = "instruments")]
-        println!("  Time spent: {:?}", elapsed2);
-
         // ===================================
         // ==========|   Round 3   |==========
         // ===================================
 
-        #[cfg(feature = "instruments")]
-        println!("- Started round 3: Evaluate polynomial in out of domain elements");
-        #[cfg(feature = "instruments")]
-        let timer3 = Instant::now();
-
         // <<<< Receive challenge: z
         let z = transcript.sample_z_ood(
             &domain.lde_roots_of_unity_coset,
             &domain.trace_roots_of_unity,
         );
 
+        #[cfg(feature = "instruments")]
+        let t_r3 = Instant::now();
         let round_3_result = Self::round_3_evaluate_polynomials_in_out_of_domain_element(
             air,
             domain,
@@ -1733,6 +1844,8 @@ pub trait IsStarkProver<
             &round_2_result,
             &z,
         );
+        #[cfg(feature = "instruments")]
+        let round_3_dur = t_r3.elapsed();
 
         // >>>> Send values: tⱼ(zgᵏ)
         let trace_ood_evaluations_columns = round_3_result.trace_ood_evaluations.columns();
@@ -1747,20 +1860,10 @@ pub trait IsStarkProver<
             transcript.append_field_element(element);
         }
 
-        #[cfg(feature = "instruments")]
-        let elapsed3 = timer3.elapsed();
-        #[cfg(feature = "instruments")]
-        println!("  Time spent: {:?}", elapsed3);
-
         // ===================================
         // ==========|   Round 4   |==========
         // ===================================
 
-        #[cfg(feature = "instruments")]
-        println!("- Started round 4: FRI");
-        #[cfg(feature = "instruments")]
-        let timer4 = Instant::now();
-
         // Part of this round is running FRI, which is an interactive
         // protocol on its own. Therefore we pass it the transcript
         // to simulate the interactions with the verifier.
@@ -1774,20 +1877,24 @@ pub trait IsStarkProver<
             transcript,
         );
 
-        #[cfg(feature = "instruments")]
-        let elapsed4 = timer4.elapsed();
-        #[cfg(feature = "instruments")]
-        println!("  Time spent: {:?}", elapsed4);
-
         #[cfg(feature = "instruments")]
         {
-            let total_time = elapsed2 + elapsed3 + elapsed4;
-            println!(
-                " Fraction of proving time per round: {:.4} {:.4} {:.4}",
-                elapsed2.as_nanos() as f64 / total_time.as_nanos() as f64,
-                elapsed3.as_nanos() as f64 / total_time.as_nanos() as f64,
-                elapsed4.as_nanos() as f64 / total_time.as_nanos() as f64
-            );
+            let zero = std::time::Duration::ZERO;
+            let (r2_constraints, r2_fft, r2_merkle) =
+                crate::instruments::take_r2_sub().unwrap_or((zero, zero, zero));
+            let (r4_fft, r4_merkle, r4_deep_comp, r4_queries) =
+                crate::instruments::take_r4_sub().unwrap_or((zero, zero, zero, zero));
+            crate::instruments::store_round_sub_ops(crate::instruments::TableSubOps {
+                trace_lde: std::time::Duration::ZERO, // added by caller from lde_dur
+                constraints: r2_constraints,
+                comp_decompose: r2_fft,
+                comp_commit: r2_merkle,
+                ood: round_3_dur,
+                deep_comp: r4_deep_comp,
+                deep_extend: r4_fft,
+                fri_commit: r4_merkle,
+                queries: r4_queries,
+            });
         }
 
         info!("End proof generation");
diff --git a/prover/Cargo.toml b/prover/Cargo.toml
index 56189724d..dac711002 100644
--- a/prover/Cargo.toml
+++ b/prover/Cargo.toml
@@ -7,6 +7,7 @@ edition = "2024"
 default = ["parallel"]
 parallel = ["stark/parallel", "math/parallel", "crypto/parallel", "dep:rayon"]
 debug-checks = ["stark/debug-checks"]
+instruments = ["stark/instruments"]
 
 [dependencies]
 stark = { path = "../crypto/stark" }
@@ -23,3 +24,7 @@ criterion = { version = "0.5", default-features = false }
 [[bench]]
 name = "vm_prover_benchmark"
 harness = false
+
+[[bench]]
+name = "profile_vm_prover"
+harness = false
diff --git a/prover/benches/profile_vm_prover.rs b/prover/benches/profile_vm_prover.rs
index 87cb19f50..5ec78a1d3 100644
--- a/prover/benches/profile_vm_prover.rs
+++ b/prover/benches/profile_vm_prover.rs
@@ -3,13 +3,17 @@
 // Run with: `samply record cargo bench --bench profile_vm_prover --features parallel`
 // Or with hyperfine: `hyperfine --runs 1 './target/release/deps/profile_vm_prover-*'`
 //
-// Uses all_instructions_64.elf which exercises all supported RISC-V instructions.
+// Default ELF: fib_iterative_372k (~372k steps, realistic workload).
+// Override:    cargo bench --bench profile_vm_prover --features parallel -- <elf_name>
 
 use lambda_vm_prover::test_utils::asm_elf_bytes;
 
 fn main() {
-    let elf_name = "all_instructions_64";
-    let elf_bytes = asm_elf_bytes(elf_name);
+    let elf_name = std::env::args()
+        .skip(1)
+        .find(|a| !a.starts_with('-'))
+        .unwrap_or_else(|| "fib_iterative_372k".to_string());
+    let elf_bytes = asm_elf_bytes(&elf_name);
 
     println!("Starting VM prover profiling...");
     println!("Configuration:");
diff --git a/prover/src/instruments.rs b/prover/src/instruments.rs
new file mode 100644
index 000000000..58954a919
--- /dev/null
+++ b/prover/src/instruments.rs
@@ -0,0 +1,204 @@
+use std::collections::BTreeMap;
+use std::time::Duration;
+
+fn fmt_rows(rows: usize) -> String {
+    if rows >= 1_000_000 {
+        format!("{:.1}M", rows as f64 / 1_000_000.0)
+    } else if rows >= 1_000 {
+        format!("{}K", rows / 1_000)
+    } else {
+        format!("{rows}")
+    }
+}
+
+fn pct(dur: Duration, total: Duration) -> f64 {
+    if total > Duration::ZERO {
+        dur.as_secs_f64() / total.as_secs_f64() * 100.0
+    } else {
+        0.0
+    }
+}
+
+/// Top-level row: % in first column.
+fn row_top(label: &str, dur: Duration, total: Duration) {
+    eprintln!(
+        "  {:<36} {:>7.2}s  {:>5.1}%",
+        label,
+        dur.as_secs_f64(),
+        pct(dur, total),
+    );
+}
+
+/// Sub-level row: % shifted right into its own column.
+fn row_sub(label: &str, dur: Duration, total: Duration) {
+    eprintln!(
+        "  {:<36} {:>7.2}s         {:>5.1}%",
+        label,
+        dur.as_secs_f64(),
+        pct(dur, total),
+    );
+}
+
+/// Strip the `[N]` suffix to get the base table name.
+fn base_name(name: &str) -> &str {
+    name.find('[').map_or(name, |i| &name[..i])
+}
+
+struct MergedTable {
+    total_dur: Duration,
+    total_rows: usize,
+    count: usize,
+    sub_ops: stark::instruments::TableSubOps,
+}
+
+/// Print a unified timing report to stderr.
+pub fn print_report(
+    execute: Duration,
+    trace_build: Duration,
+    air_construction: Duration,
+    _prove: Duration,
+    total: Duration,
+) {
+    let mp = stark::instruments::take();
+
+    eprintln!();
+    eprintln!("=== PROVER TIMING ===");
+    eprintln!(
+        "  {:<36} {:>8}  {:>5}",
+        "Phase", "Wall", "%",
+    );
+    eprintln!("  {}", "─".repeat(58));
+
+    row_top("Execute", execute, total);
+    row_top("Trace build", trace_build, total);
+    row_top("AIR construction", air_construction, total);
+
+    if let Some(mp) = mp {
+        let round1 = mp.main_commits + mp.aux_build + mp.aux_commit;
+
+        row_top("Pre-pass (domains/twiddles)", mp.prepass, total);
+        row_top("Round 1", round1, total);
+        row_sub("  Main trace commits", mp.main_commits, total);
+        row_sub("    expand_pool_to_lde", mp.round1_sub.main_lde, total);
+        row_sub("    commit (Merkle)", mp.round1_sub.main_merkle, total);
+        row_sub("  Aux trace build (parallel)", mp.aux_build, total);
+        row_sub("  Aux trace commit", mp.aux_commit, total);
+        row_sub("    expand_pool_to_lde", mp.round1_sub.aux_lde, total);
+        row_sub("    commit (Merkle)", mp.round1_sub.aux_merkle, total);
+        row_top("Rounds 2\u{2013}4", mp.rounds_2_4, total);
+
+        // Merge split tables: MEMW[0..4] → MEMW x5
+        let mut merged: BTreeMap<String, MergedTable> = BTreeMap::new();
+        for (name, rows, dur, sub_ops) in &mp.table_timings {
+            let base = base_name(name).to_string();
+            let entry = merged.entry(base).or_insert(MergedTable {
+                total_dur: Duration::ZERO,
+                total_rows: 0,
+                count: 0,
+                sub_ops: stark::instruments::TableSubOps::default(),
+            });
+            entry.total_dur += *dur;
+            entry.total_rows += rows;
+            entry.count += 1;
+            entry.sub_ops.trace_lde += sub_ops.trace_lde;
+            entry.sub_ops.constraints += sub_ops.constraints;
+            entry.sub_ops.comp_decompose += sub_ops.comp_decompose;
+            entry.sub_ops.comp_commit += sub_ops.comp_commit;
+            entry.sub_ops.ood += sub_ops.ood;
+            entry.sub_ops.deep_comp += sub_ops.deep_comp;
+            entry.sub_ops.deep_extend += sub_ops.deep_extend;
+            entry.sub_ops.fri_commit += sub_ops.fri_commit;
+            entry.sub_ops.queries += sub_ops.queries;
+        }
+
+        let mut sorted: Vec<_> = merged.into_iter().collect();
+        sorted.sort_by(|a, b| b.1.total_dur.cmp(&a.1.total_dur));
+
+        let threshold = total.as_secs_f64() * 0.02;
+        let mut others_dur = Duration::ZERO;
+        let mut others_count = 0usize;
+
+        for (name, t) in &sorted {
+            if t.total_dur.as_secs_f64() >= threshold {
+                let display_name = if t.count > 1 {
+                    format!("{name} x{}", t.count)
+                } else {
+                    name.clone()
+                };
+                let label = format!(
+                    "    {:<18} {:>6}",
+                    display_name,
+                    fmt_rows(t.total_rows),
+                );
+                row_sub(&label, t.total_dur, total);
+            } else {
+                others_dur += t.total_dur;
+                others_count += 1;
+            }
+        }
+        if others_count > 0 {
+            let label = format!("    ({others_count} others)");
+            row_sub(&label, others_dur, total);
+        }
+
+        // Sub-operation totals across all tables
+        let mut total_trace_lde = Duration::ZERO;
+        let mut total_constraints = Duration::ZERO;
+        let mut total_comp_decompose = Duration::ZERO;
+        let mut total_comp_commit = Duration::ZERO;
+        let mut total_ood = Duration::ZERO;
+        let mut total_deep_comp = Duration::ZERO;
+        let mut total_deep_extend = Duration::ZERO;
+        let mut total_fri_commit = Duration::ZERO;
+        let mut total_queries = Duration::ZERO;
+        for (_, t) in &sorted {
+            total_trace_lde += t.sub_ops.trace_lde;
+            total_constraints += t.sub_ops.constraints;
+            total_comp_decompose += t.sub_ops.comp_decompose;
+            total_comp_commit += t.sub_ops.comp_commit;
+            total_ood += t.sub_ops.ood;
+            total_deep_comp += t.sub_ops.deep_comp;
+            total_deep_extend += t.sub_ops.deep_extend;
+            total_fri_commit += t.sub_ops.fri_commit;
+            total_queries += t.sub_ops.queries;
+        }
+
+        let sub_ops_sum = total_trace_lde + total_constraints + total_comp_decompose
+            + total_comp_commit + total_ood + total_deep_comp + total_deep_extend
+            + total_fri_commit + total_queries;
+        if sub_ops_sum > Duration::ZERO {
+            let mut sub_ops: Vec<(&str, Duration)> = vec![
+                ("R1  expand_pool_to_lde", total_trace_lde),
+                ("R2  evaluate", total_constraints),
+                ("R2  decompose_and_extend_d2", total_comp_decompose),
+                ("R2  commit_composition_poly", total_comp_commit),
+                ("R3  OOD evaluation", total_ood),
+                ("R4  deep_composition_poly_evals", total_deep_comp),
+                ("R4  interpolate+evaluate_fft", total_deep_extend),
+                ("R4  fri::commit_phase", total_fri_commit),
+                ("R4  queries & openings", total_queries),
+            ];
+            sub_ops.sort_by(|a, b| b.1.cmp(&a.1));
+            eprintln!(
+                "  {}",
+                "    \u{2500}\u{2500} sub-operation totals (all tables) \u{2500}\u{2500}",
+            );
+            for (label, dur) in &sub_ops {
+                row_sub(&format!("    {label}"), *dur, total);
+            }
+        }
+
+        // Cross-round totals: all FFT work and all Merkle work
+        let total_fft = mp.round1_sub.main_lde + mp.round1_sub.aux_lde
+            + total_trace_lde + total_comp_decompose + total_deep_extend;
+        let total_merkle = mp.round1_sub.main_merkle + mp.round1_sub.aux_merkle
+            + total_comp_commit + total_fri_commit;
+        eprintln!();
+        eprintln!("  {:<36} {:>7.2}s  {:>5.1}%", "Total FFT", total_fft.as_secs_f64(), pct(total_fft, total));
+        eprintln!("  {:<36} {:>7.2}s  {:>5.1}%", "Total Merkle", total_merkle.as_secs_f64(), pct(total_merkle, total));
+    }
+
+    eprintln!("  {}", "─".repeat(58));
+    eprintln!("  {:<36} {:>7.2}s", "TOTAL", total.as_secs_f64());
+    eprintln!();
+}
diff --git a/prover/src/lib.rs b/prover/src/lib.rs
index 7539d327a..01f51934e 100644
--- a/prover/src/lib.rs
+++ b/prover/src/lib.rs
@@ -13,6 +13,8 @@
 pub mod constraints;
 #[cfg(feature = "debug-checks")]
 mod debug_report;
+#[cfg(feature = "instruments")]
+pub mod instruments;
 pub mod tables;
 pub mod test_utils;
 pub mod tests;
@@ -342,15 +344,37 @@ pub fn prove_with_options(
     proof_options: &ProofOptions,
     max_rows: &MaxRowsConfig,
 ) -> Result<VmProof, Error> {
+    #[cfg(feature = "instruments")]
+    let total_start = std::time::Instant::now();
+
+    // Phase 1: Execute (ELF load + run)
+    #[cfg(feature = "instruments")]
+    let phase_start = std::time::Instant::now();
+
     let program = Elf::load(elf_bytes).map_err(|e| Error::ElfLoad(format!("{e}")))?;
     let executor = Executor::new(&program, vec![]).map_err(|e| Error::Execution(format!("{e}")))?;
     let result = executor
         .run()
         .map_err(|e| Error::Execution(format!("{e}")))?;
 
+    #[cfg(feature = "instruments")]
+    let execute_elapsed = phase_start.elapsed();
+
+    // Phase 2: Trace build
+    #[cfg(feature = "instruments")]
+    let phase_start = std::time::Instant::now();
+
     // Generate all traces from ELF and execution logs.
     // Page tables are derived from the prover's MemoryState (all accessed pages).
     let mut traces = Traces::from_elf_and_logs(&program, &result.logs, max_rows)?;
+
+    #[cfg(feature = "instruments")]
+    let trace_build_elapsed = phase_start.elapsed();
+
+    // Phase 3: AIR construction
+    #[cfg(feature = "instruments")]
+    let phase_start = std::time::Instant::now();
+
     let table_counts = traces.table_counts();
     let airs = VmAirs::new(
         &program,
@@ -360,14 +384,33 @@ pub fn prove_with_options(
         &table_counts,
     );
 
+    #[cfg(feature = "instruments")]
+    let air_elapsed = phase_start.elapsed();
+
     let runtime_page_ranges = traces.runtime_page_ranges();
 
+    // Phase 4: Prove (multi_prove)
+    #[cfg(feature = "instruments")]
+    let phase_start = std::time::Instant::now();
+
     let proof = Prover::multi_prove(
         airs.air_trace_pairs(&mut traces),
         &mut DefaultTranscript::<E>::new(&[]),
     )
     .map_err(|e| Error::Prover(format!("{e:?}")))?;
 
+    #[cfg(feature = "instruments")]
+    {
+        let prove_elapsed = phase_start.elapsed();
+        instruments::print_report(
+            execute_elapsed,
+            trace_build_elapsed,
+            air_elapsed,
+            prove_elapsed,
+            total_start.elapsed(),
+        );
+    }
+
     Ok(VmProof {
         proof,
         runtime_page_ranges,

From af6aab3a0e6f747356a81e176e75dc5662dfeb9a Mon Sep 17 00:00:00 2001
From: MauroFab <maurotoscano2@gmail.com>
Date: Sat, 28 Mar 2026 17:13:50 +0100
Subject: [PATCH 09/14] Fix syscall number

---
 bench_vs/lambda/fibonacci/src/main.rs | 2 +-
 bench_vs/run.sh                       | 6 +++++-
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/bench_vs/lambda/fibonacci/src/main.rs b/bench_vs/lambda/fibonacci/src/main.rs
index 8f54cf604..ff06237bc 100644
--- a/bench_vs/lambda/fibonacci/src/main.rs
+++ b/bench_vs/lambda/fibonacci/src/main.rs
@@ -16,7 +16,7 @@ fn halt(code: u64) -> ! {
         core::arch::asm!(
             "ecall",
             in("a0") code,
-            in("a7") 5u64,
+            in("a7") 93u64,
             options(noreturn),
         );
     }
diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index 4aa249a5d..8c3cb8179 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -107,7 +107,11 @@ run_one() {
         LAMBDA_ELF="$LAMBDA_DIR/target/riscv64im-lambda-vm-elf/release/fibonacci-bench"
 
         echo -e "  ${GREEN}[Lambda VM] Proving...${NC}"
-        LAMBDA_OUTPUT=$("$CLI" prove "$LAMBDA_ELF" -o "$TMP_DIR/lambda_proof.bin" --time 2>/dev/null)
+        LAMBDA_OUTPUT=$("$CLI" prove "$LAMBDA_ELF" -o "$TMP_DIR/lambda_proof.bin" --time 2>"$TMP_DIR/lambda_err.txt")
+        if [ $? -ne 0 ]; then
+            echo -e "  ${RED}[Lambda VM] FAILED:${NC}"
+            cat "$TMP_DIR/lambda_err.txt"
+        fi
         lambda_time=$(echo "$LAMBDA_OUTPUT" | grep -o 'Proving time: [0-9.]*s' | grep -o '[0-9.]*')
         echo -e "  Lambda VM: ${BOLD}${lambda_time}s${NC}"
     fi

From 687af82fa77e456f0d93c4fd40deb174fac6a72f Mon Sep 17 00:00:00 2001
From: jotabulacios <jbulacios@fi.uba.ar>
Date: Tue, 31 Mar 2026 19:49:01 -0300
Subject: [PATCH 10/14] Add runtime private inputs, nightly CI workflow, and
 500M step projection to bench_vs

---
 .github/workflows/bench-vs-nightly.yml |  58 +++
 bench_vs/lambda/fibonacci/build.rs     |  10 -
 bench_vs/lambda/fibonacci/src/main.rs  |  49 ++-
 bench_vs/run.sh                        | 481 +++++++++++++++++++++----
 bin/cli/src/main.rs                    |  68 +++-
 crypto/stark/src/lib.rs                |   2 -
 prover/src/lib.rs                      |  22 +-
 7 files changed, 590 insertions(+), 100 deletions(-)
 create mode 100644 .github/workflows/bench-vs-nightly.yml
 delete mode 100644 bench_vs/lambda/fibonacci/build.rs

diff --git a/.github/workflows/bench-vs-nightly.yml b/.github/workflows/bench-vs-nightly.yml
new file mode 100644
index 000000000..50e88bb63
--- /dev/null
+++ b/.github/workflows/bench-vs-nightly.yml
@@ -0,0 +1,58 @@
+name: Bench Vs Nightly
+
+on:
+  schedule:
+    # 03:00 America/Argentina/Buenos_Aires = 06:00 UTC
+    - cron: "0 6 * * *"
+  workflow_dispatch:
+
+permissions:
+  contents: read
+
+concurrency:
+  group: bench-vs-nightly-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  bench-vs:
+    runs-on: [self-hosted, bench]
+    timeout-minutes: 720
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Setup Rust Environment
+        uses: ./.github/actions/setup-rust
+
+      - name: Add cargo to PATH
+        run: echo "$HOME/.cargo/bin" >> "$GITHUB_PATH"
+
+      - name: Add SP1 to PATH
+        run: echo "$HOME/.sp1/bin" >> "$GITHUB_PATH"
+
+      - name: Install SP1 toolchain
+        run: |
+          export PATH="$HOME/.cargo/bin:$HOME/.sp1/bin:$PATH"
+          if ! cargo prove --version >/dev/null 2>&1; then
+            curl -L https://sp1up.succinct.xyz | bash
+            export PATH="$HOME/.sp1/bin:$PATH"
+            sp1up
+          fi
+          cargo prove --version
+
+      - name: Run nightly benchmark
+        run: |
+          bash ./bench_vs/run.sh \
+            -n 1000000 2000000 4000000 8000000 \
+            --report-dir bench_vs_artifacts \
+            --no-color
+
+      - name: Upload nightly benchmark artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: bench-vs-nightly-${{ github.sha }}
+          path: bench_vs_artifacts
+          retention-days: 90
+
+      - name: Publish summary
+        run: cat bench_vs_artifacts/summary.md >> "$GITHUB_STEP_SUMMARY"
diff --git a/bench_vs/lambda/fibonacci/build.rs b/bench_vs/lambda/fibonacci/build.rs
deleted file mode 100644
index 5c189eadb..000000000
--- a/bench_vs/lambda/fibonacci/build.rs
+++ /dev/null
@@ -1,10 +0,0 @@
-use std::env;
-use std::fs;
-use std::path::Path;
-
-fn main() {
-    let n = env::var("BENCH_N").unwrap_or_else(|_| "1000".to_string());
-    let out_dir = env::var("OUT_DIR").unwrap();
-    fs::write(Path::new(&out_dir).join("n.txt"), &n).unwrap();
-    println!("cargo:rerun-if-env-changed=BENCH_N");
-}
diff --git a/bench_vs/lambda/fibonacci/src/main.rs b/bench_vs/lambda/fibonacci/src/main.rs
index ff06237bc..e9e673e0c 100644
--- a/bench_vs/lambda/fibonacci/src/main.rs
+++ b/bench_vs/lambda/fibonacci/src/main.rs
@@ -1,22 +1,52 @@
 #![no_std]
 #![no_main]
 
+use core::arch::asm;
 use core::panic::PanicInfo;
 
+const SYSCALL_GET_PRIVATE_INPUTS: u64 = 4;
+const SYSCALL_COMMIT: u64 = 64;
+const SYSCALL_HALT: u64 = 93;
+
 #[panic_handler]
 fn panic(_info: &PanicInfo) -> ! {
     loop {}
 }
 
-const N: u64 = include!(concat!(env!("OUT_DIR"), "/n.txt"));
+fn read_n() -> u64 {
+    let mut input = [0u8; 12];
+
+    unsafe {
+        asm!(
+            "ecall",
+            in("a0") input.as_mut_ptr(),
+            in("a7") SYSCALL_GET_PRIVATE_INPUTS,
+        );
+    }
+
+    let mut n_bytes = [0u8; 8];
+    n_bytes.copy_from_slice(&input[4..12]);
+    u64::from_le_bytes(n_bytes)
+}
 
-#[inline(never)]
-fn halt(code: u64) -> ! {
+fn commit(bytes: &[u8]) {
     unsafe {
-        core::arch::asm!(
+        asm!(
             "ecall",
-            in("a0") code,
-            in("a7") 93u64,
+            in("a0") 1u64,
+            in("a1") bytes.as_ptr(),
+            in("a2") bytes.len(),
+            in("a7") SYSCALL_COMMIT,
+        );
+    }
+}
+
+fn halt() -> ! {
+    unsafe {
+        asm!(
+            "ecall",
+            in("a0") 0u64,
+            in("a7") SYSCALL_HALT,
             options(noreturn),
         );
     }
@@ -24,12 +54,15 @@ fn halt(code: u64) -> ! {
 
 #[unsafe(no_mangle)]
 pub fn main() -> ! {
+    let n = read_n();
     let mut a: u64 = 0;
     let mut b: u64 = 1;
-    for _ in 0..N {
+    for _ in 0..n {
         let c = a.wrapping_add(b);
         a = b;
         b = c;
     }
-    halt(b)
+
+    commit(&b.to_le_bytes());
+    halt()
 }
diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index 8c3cb8179..5592e095c 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -2,20 +2,23 @@
 # Benchmark: Lambda VM vs SP1 v6 — Fibonacci proving time comparison.
 #
 # Usage: ./bench_vs/run.sh [-n 1000 50000 100000] [--lambda-only | --sp1-only]
+#                         [--report-dir DIR] [--no-color]
 #
 # Without -n, runs the default series: 1000 10000 100000 300000
-# With -n, runs the specified values (space-separated): -n 1000 50000
 #
 # Prerequisites:
-#   - Lambda VM CLI built: cargo build --release -p cli
-#   - SP1 toolchain installed: curl -L https://sp1up.succinct.xyz | bash && sp1up
-#   - Rust nightly toolchain: rustup toolchain install nightly
+#   - Lambda VM CLI build dependencies available
+#   - SP1 toolchain installed (or available in PATH for CI)
+#   - Rust stable + nightly-2026-02-01 installed
 
 set -euo pipefail
 
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 ROOT_DIR="$(cd "$SCRIPT_DIR/.." && pwd)"
 TMP_DIR="/tmp/bench_fib"
+REPORT_DIR=""
+NO_COLOR=false
+TARGET_STEPS=500000000
 
 RED='\033[0;31m'
 GREEN='\033[0;32m'
@@ -23,31 +26,53 @@ YELLOW='\033[1;33m'
 BOLD='\033[1m'
 NC='\033[0m'
 
-# --- Defaults ----------------------------------------------------------------
+# --- Defaults ---------------------------------------------------------------
 DEFAULT_SERIES=(1000 10000 100000 300000)
 SERIES=()
 RUN_LAMBDA=true
 RUN_SP1=true
 
-# --- Parse args --------------------------------------------------------------
+# --- Parse args -------------------------------------------------------------
 while [[ $# -gt 0 ]]; do
     case $1 in
-        -n) shift
+        -n)
+            shift
             while [[ $# -gt 0 && ! "$1" =~ ^-- ]]; do
-                SERIES+=("$1"); shift
-            done ;;
-        --lambda-only) RUN_SP1=false; shift ;;
-        --sp1-only) RUN_LAMBDA=false; shift ;;
+                SERIES+=("$1")
+                shift
+            done
+            ;;
+        --lambda-only)
+            RUN_SP1=false
+            shift
+            ;;
+        --sp1-only)
+            RUN_LAMBDA=false
+            shift
+            ;;
+        --report-dir)
+            REPORT_DIR=$2
+            shift 2
+            ;;
+        --no-color)
+            NO_COLOR=true
+            shift
+            ;;
         -h|--help)
-            echo "Usage: $0 [-n N1 N2 ...] [--lambda-only | --sp1-only]"
+            echo "Usage: $0 [-n N1 N2 ...] [--lambda-only | --sp1-only] [--report-dir DIR] [--no-color]"
             echo ""
-            echo "  -n N1 N2 ...    Fibonacci iteration counts (space-separated)"
-            echo "                  Default series: ${DEFAULT_SERIES[*]}"
-            echo "  --lambda-only   Only run Lambda VM benchmark"
-            echo "  --sp1-only      Only run SP1 benchmark"
+            echo "  -n N1 N2 ...      Fibonacci iteration counts (space-separated)"
+            echo "                    Default series: ${DEFAULT_SERIES[*]}"
+            echo "  --lambda-only     Only run Lambda VM benchmark"
+            echo "  --sp1-only        Only run SP1 benchmark"
+            echo "  --report-dir DIR  Write TSV, metrics, markdown summary, and raw outputs"
+            echo "  --no-color        Disable ANSI colors"
             exit 0
             ;;
-        *) echo "Unknown option: $1"; exit 1 ;;
+        *)
+            echo "Unknown option: $1"
+            exit 1
+            ;;
     esac
 done
 
@@ -55,21 +80,152 @@ if [ ${#SERIES[@]} -eq 0 ]; then
     SERIES=("${DEFAULT_SERIES[@]}")
 fi
 
+if ! $RUN_LAMBDA && ! $RUN_SP1; then
+    echo "At least one prover must be enabled"
+    exit 1
+fi
+
+if $NO_COLOR; then
+    RED=''
+    GREEN=''
+    YELLOW=''
+    BOLD=''
+    NC=''
+fi
+
+mkdir -p "$TMP_DIR"
+rm -rf "$TMP_DIR"/*
+
+if [ -n "$REPORT_DIR" ]; then
+    mkdir -p "$REPORT_DIR/raw"
+fi
+
+join_slash() {
+    local joined=""
+    local value
+    for value in "$@"; do
+        joined="${joined:+$joined/}$value"
+    done
+    printf "%s\n" "$joined"
+}
+
+fit_series() {
+    local steps_slash=$1
+    local values_slash=$2
+
+    awk -v steps="$steps_slash" -v values="$values_slash" 'BEGIN {
+        n = split(steps, xs, "/")
+        m = split(values, ys, "/")
+        if (n == 0 || n != m) {
+            print "0 0 0.0000"
+            exit
+        }
+
+        sx = 0; sy = 0; sxy = 0; sx2 = 0
+        for (i = 1; i <= n; i++) {
+            x = xs[i] / 1000000
+            y = ys[i] + 0
+            sx += x
+            sy += y
+            sxy += x * y
+            sx2 += x * x
+        }
+
+        d = n * sx2 - sx * sx
+        if (d == 0) {
+            intercept = sy / n
+            printf "0 %.6f 0.0000\n", intercept
+            exit
+        }
+
+        slope = (n * sxy - sx * sy) / d
+        intercept = (sy - slope * sx) / n
+
+        my = sy / n
+        ss_tot = 0
+        ss_res = 0
+        for (i = 1; i <= n; i++) {
+            x = xs[i] / 1000000
+            y = ys[i] + 0
+            pred = slope * x + intercept
+            ss_res += (y - pred) * (y - pred)
+            ss_tot += (y - my) * (y - my)
+        }
+
+        r2 = (ss_tot > 0) ? 1 - ss_res / ss_tot : 0
+        if (r2 < 0) {
+            r2 = 0
+        }
+
+        printf "%.6f %.6f %.4f\n", slope, intercept, r2
+    }'
+}
+
+project_series() {
+    local slope=$1
+    local intercept=$2
+    local target_steps=$3
+
+    awk -v slope="$slope" -v intercept="$intercept" -v target="$target_steps" 'BEGIN {
+        projected = slope * (target / 1000000) + intercept
+        if (projected < 0) {
+            projected = 0
+        }
+        printf "%.3f\n", projected
+    }'
+}
+
+format_hours() {
+    local seconds=$1
+    awk -v value="$seconds" 'BEGIN { printf "%.2f\n", value / 3600 }'
+}
+
+write_u64_le() {
+    local value=$1
+    local output_path=$2
+
+    python3 - "$value" "$output_path" <<'PY'
+import struct
+import sys
+
+value = int(sys.argv[1])
+path = sys.argv[2]
+
+with open(path, "wb") as fh:
+    fh.write(struct.pack("<Q", value))
+PY
+}
+
 echo -e "${BOLD}=== Fibonacci Benchmark: Lambda VM vs SP1 v6 ===${NC}"
 echo -e "Series: ${YELLOW}${SERIES[*]}${NC}"
 echo ""
 
-rm -rf "$TMP_DIR" && mkdir -p "$TMP_DIR"
-
-# --- Pre-build ---------------------------------------------------------------
+# --- Pre-build --------------------------------------------------------------
 
 CLI="$ROOT_DIR/target/release/cli"
 LAMBDA_DIR="$SCRIPT_DIR/lambda/fibonacci"
 TARGET_SPEC="$ROOT_DIR/executor/programs/riscv64im-lambda-vm-elf.json"
+LAMBDA_ELF="$LAMBDA_DIR/target/riscv64im-lambda-vm-elf/release/fibonacci-bench"
 
-if $RUN_LAMBDA && [ ! -f "$CLI" ]; then
-    echo -e "${YELLOW}[Lambda VM] CLI not found, building...${NC}"
-    cargo build --release -p cli --manifest-path "$ROOT_DIR/Cargo.toml" 2>&1 | tail -1
+if $RUN_LAMBDA; then
+    echo -e "${GREEN}[Lambda VM] Building CLI...${NC}"
+    cargo build --release -p cli --manifest-path "$ROOT_DIR/Cargo.toml" 2>&1 | tail -5
+fi
+
+if $RUN_LAMBDA; then
+    echo -e "${GREEN}[Lambda VM] Building fibonacci prover...${NC}"
+    (
+        cd "$LAMBDA_DIR" && \
+        cargo +nightly-2026-02-01 build --release \
+            --target "$TARGET_SPEC" \
+            -Z build-std=core \
+            -Z build-std-features=compiler-builtins-mem \
+            -Z json-target-spec 2>&1 | tail -5
+    )
+    if [ ! -f "$LAMBDA_ELF" ]; then
+        echo -e "${RED}[Lambda VM] Build failed — fibonacci-bench ELF not found${NC}"
+        exit 1
+    fi
 fi
 
 SP1_BIN=""
@@ -84,101 +240,284 @@ if $RUN_SP1; then
     fi
 fi
 
-# --- Run one benchmark --------------------------------------------------------
+# --- Run benchmark series ---------------------------------------------------
+
+RESULT_N=()
+RESULT_LAMBDA=()
+RESULT_SP1=()
+RESULT_SP1_CYCLES=()
+RESULT_RATIO=()
 
-# Arrays to collect results for the summary table
-declare -a RESULT_N RESULT_LAMBDA RESULT_SP1
+LAMBDA_STEPS=()
+LAMBDA_TIMES=()
+SP1_STEPS=()
+SP1_TIMES=()
+
+if [ -n "$REPORT_DIR" ]; then
+    printf "n\tlambda_time_s\tsp1_time_s\tsp1_cycles\tratio_lambda_over_sp1\n" > "$REPORT_DIR/results.tsv"
+fi
 
 run_one() {
-    local N=$1
-    echo ""
-    echo -e "${BOLD}--- n=${N} ---${NC}"
+    local n=$1
+    local lambda_time="n/a"
+    local sp1_time="n/a"
+    local sp1_cycles="n/a"
+    local ratio="n/a"
 
-    local lambda_time=""
-    local sp1_time=""
-    local sp1_cycles=""
+    echo ""
+    echo -e "${BOLD}--- n=${n} ---${NC}"
 
     if $RUN_LAMBDA; then
-        echo -e "  ${GREEN}[Lambda VM] Building (n=${N})...${NC}"
-        (cd "$LAMBDA_DIR" && BENCH_N="$N" cargo +nightly build --release \
-            --target "$TARGET_SPEC" \
-            -Z build-std=core -Z build-std-features=compiler-builtins-mem 2>&1 \
-            -Z json-target-spec 2>&1 | tail -1)
-        LAMBDA_ELF="$LAMBDA_DIR/target/riscv64im-lambda-vm-elf/release/fibonacci-bench"
+        local input_file="$TMP_DIR/lambda_${n}.bin"
+        local proof_file="$TMP_DIR/lambda_${n}.proof"
+        local stderr_file="$TMP_DIR/lambda_${n}.stderr"
+        write_u64_le "$n" "$input_file"
 
         echo -e "  ${GREEN}[Lambda VM] Proving...${NC}"
-        LAMBDA_OUTPUT=$("$CLI" prove "$LAMBDA_ELF" -o "$TMP_DIR/lambda_proof.bin" --time 2>"$TMP_DIR/lambda_err.txt")
-        if [ $? -ne 0 ]; then
+        local lambda_output
+        if ! lambda_output=$("$CLI" prove "$LAMBDA_ELF" -o "$proof_file" --private-input "$input_file" --time 2>"$stderr_file"); then
             echo -e "  ${RED}[Lambda VM] FAILED:${NC}"
-            cat "$TMP_DIR/lambda_err.txt"
+            cat "$stderr_file"
+            exit 1
         fi
-        lambda_time=$(echo "$LAMBDA_OUTPUT" | grep -o 'Proving time: [0-9.]*s' | grep -o '[0-9.]*')
+        rm -f "$proof_file"
+
+        lambda_time=$(echo "$lambda_output" | grep -o 'Proving time: [0-9.]*s' | grep -o '[0-9.]*')
+        if [ -z "$lambda_time" ]; then
+            echo -e "  ${RED}[Lambda VM] FAILED: could not parse proving time${NC}"
+            printf "%s\n" "$lambda_output"
+            exit 1
+        fi
+
         echo -e "  Lambda VM: ${BOLD}${lambda_time}s${NC}"
+        LAMBDA_STEPS+=("$n")
+        LAMBDA_TIMES+=("$lambda_time")
+
+        if [ -n "$REPORT_DIR" ]; then
+            printf "%s\n" "$lambda_output" > "$REPORT_DIR/raw/lambda_${n}.stdout"
+            cp "$stderr_file" "$REPORT_DIR/raw/lambda_${n}.stderr"
+        fi
     fi
 
     if $RUN_SP1; then
         echo -e "  ${GREEN}[SP1 v6] Proving...${NC}"
-        SP1_OUTPUT=$("$SP1_BIN" "$N" 2>/dev/null)
-        sp1_time=$(echo "$SP1_OUTPUT" | grep -o 'Proving time: [0-9.]*s' | grep -o '[0-9.]*')
-        sp1_cycles=$(echo "$SP1_OUTPUT" | grep -o 'Cycles: [0-9]*' | grep -o '[0-9]*')
+        local sp1_output_file="$TMP_DIR/sp1_${n}.stdout"
+        if ! "$SP1_BIN" "$n" > "$sp1_output_file" 2>&1; then
+            echo -e "  ${RED}[SP1 v6] FAILED:${NC}"
+            cat "$sp1_output_file"
+            exit 1
+        fi
+
+        sp1_time=$(grep -o 'Proving time: [0-9.]*s' "$sp1_output_file" | grep -o '[0-9.]*')
+        sp1_cycles=$(grep -o 'Cycles: [0-9]*' "$sp1_output_file" | grep -o '[0-9]*')
+        if [ -z "$sp1_time" ] || [ -z "$sp1_cycles" ]; then
+            echo -e "  ${RED}[SP1 v6] FAILED: could not parse output${NC}"
+            cat "$sp1_output_file"
+            exit 1
+        fi
+
         echo -e "  SP1 v6:    ${BOLD}${sp1_time}s${NC} (${sp1_cycles} cycles)"
+        SP1_STEPS+=("$n")
+        SP1_TIMES+=("$sp1_time")
+
+        if [ -n "$REPORT_DIR" ]; then
+            cp "$sp1_output_file" "$REPORT_DIR/raw/sp1_${n}.stdout"
+        fi
     fi
 
-    RESULT_N+=("$N")
-    RESULT_LAMBDA+=("${lambda_time:-n/a}")
-    RESULT_SP1+=("${sp1_time:-n/a}")
-}
+    if [ "$lambda_time" != "n/a" ] && [ "$sp1_time" != "n/a" ]; then
+        ratio=$(LC_NUMERIC=C awk -v lambda="$lambda_time" -v sp1="$sp1_time" 'BEGIN { printf "%.3f", lambda / sp1 }')
+    fi
+
+    RESULT_N+=("$n")
+    RESULT_LAMBDA+=("$lambda_time")
+    RESULT_SP1+=("$sp1_time")
+    RESULT_SP1_CYCLES+=("$sp1_cycles")
+    RESULT_RATIO+=("$ratio")
 
-# --- Run series ---------------------------------------------------------------
+    if [ -n "$REPORT_DIR" ]; then
+        printf "%s\t%s\t%s\t%s\t%s\n" "$n" "$lambda_time" "$sp1_time" "$sp1_cycles" "$ratio" >> "$REPORT_DIR/results.tsv"
+    fi
+}
 
-for N in "${SERIES[@]}"; do
-    run_one "$N"
+for n in "${SERIES[@]}"; do
+    run_one "$n"
 done
 
-# --- Summary table ------------------------------------------------------------
+# --- Projection -------------------------------------------------------------
+
+LAMBDA_SLOPE=""
+LAMBDA_INTERCEPT=""
+LAMBDA_R2=""
+LAMBDA_PROJECTED_S=""
+LAMBDA_PROJECTED_H=""
+
+SP1_SLOPE=""
+SP1_INTERCEPT=""
+SP1_R2=""
+SP1_PROJECTED_S=""
+SP1_PROJECTED_H=""
+
+compute_projection() {
+    local label=$1
+    local steps_slash=$2
+    local times_slash=$3
+    local slope intercept r2 projected_s projected_h
+
+    if [ -z "$steps_slash" ] || [ -z "$times_slash" ]; then
+        return 0
+    fi
+
+    read -r slope intercept r2 <<< "$(fit_series "$steps_slash" "$times_slash")"
+    projected_s=$(project_series "$slope" "$intercept" "$TARGET_STEPS")
+    projected_h=$(format_hours "$projected_s")
+
+    case "$label" in
+        lambda)
+            LAMBDA_SLOPE=$slope
+            LAMBDA_INTERCEPT=$intercept
+            LAMBDA_R2=$r2
+            LAMBDA_PROJECTED_S=$projected_s
+            LAMBDA_PROJECTED_H=$projected_h
+            ;;
+        sp1)
+            SP1_SLOPE=$slope
+            SP1_INTERCEPT=$intercept
+            SP1_R2=$r2
+            SP1_PROJECTED_S=$projected_s
+            SP1_PROJECTED_H=$projected_h
+            ;;
+    esac
+}
+
+if $RUN_LAMBDA && [ ${#LAMBDA_STEPS[@]} -gt 0 ]; then
+    compute_projection "lambda" "$(join_slash "${LAMBDA_STEPS[@]}")" "$(join_slash "${LAMBDA_TIMES[@]}")"
+fi
+if $RUN_SP1 && [ ${#SP1_STEPS[@]} -gt 0 ]; then
+    compute_projection "sp1" "$(join_slash "${SP1_STEPS[@]}")" "$(join_slash "${SP1_TIMES[@]}")"
+fi
+
+# --- Summary table ----------------------------------------------------------
 
 echo ""
 echo -e "${BOLD}=== Summary ===${NC}"
 echo -e "Program: Fibonacci (u64 wrapping)"
 echo ""
 
-# Header
 if $RUN_LAMBDA && $RUN_SP1; then
-    printf "  %-10s  %12s  %12s  %8s\n" "n" "Lambda VM" "SP1 v6" "Ratio"
-    printf "  %-10s  %12s  %12s  %8s\n" "---" "---------" "------" "-----"
+    printf "  %-10s  %12s  %12s  %12s  %8s\n" "n" "Lambda VM" "SP1 v6" "SP1 cycles" "Ratio"
+    printf "  %-10s  %12s  %12s  %12s  %8s\n" "---" "---------" "------" "----------" "-----"
 elif $RUN_LAMBDA; then
     printf "  %-10s  %12s\n" "n" "Lambda VM"
     printf "  %-10s  %12s\n" "---" "---------"
 else
-    printf "  %-10s  %12s\n" "n" "SP1 v6"
-    printf "  %-10s  %12s\n" "---" "------"
+    printf "  %-10s  %12s  %12s\n" "n" "SP1 v6" "SP1 cycles"
+    printf "  %-10s  %12s  %12s\n" "---" "------" "----------"
 fi
 
 for i in "${!RESULT_N[@]}"; do
     n="${RESULT_N[$i]}"
-    lt="${RESULT_LAMBDA[$i]}"
-    st="${RESULT_SP1[$i]}"
+    lambda_time="${RESULT_LAMBDA[$i]}"
+    sp1_time="${RESULT_SP1[$i]}"
+    sp1_cycles="${RESULT_SP1_CYCLES[$i]}"
+    ratio="${RESULT_RATIO[$i]}"
 
     if $RUN_LAMBDA && $RUN_SP1; then
-        if [ "$lt" != "n/a" ] && [ "$st" != "n/a" ]; then
-            RATIO=$(LC_NUMERIC=C awk "BEGIN {printf \"%.1fx\", $lt / $st}")
-            if (( $(LC_NUMERIC=C awk "BEGIN {print ($lt > $st)}") )); then
-                RATIO="${RED}${RATIO}${NC}"
+        if [ "$ratio" != "n/a" ]; then
+            ratio_colored=$(LC_NUMERIC=C awk -v ratio="$ratio" 'BEGIN { printf "%.1fx", ratio }')
+            if (( $(LC_NUMERIC=C awk -v lambda="$lambda_time" -v sp1="$sp1_time" 'BEGIN { print (lambda > sp1) }') )); then
+                ratio_colored="${RED}${ratio_colored}${NC}"
             else
-                RATIO="${GREEN}${RATIO}${NC}"
+                ratio_colored="${GREEN}${ratio_colored}${NC}"
             fi
-            printf "  %-10s  %11ss  %11ss  " "$n" "$lt" "$st"
-            echo -e "$RATIO"
+            printf "  %-10s  %11ss  %11ss  %12s  " "$n" "$lambda_time" "$sp1_time" "$sp1_cycles"
+            echo -e "$ratio_colored"
         else
-            printf "  %-10s  %12s  %12s  %8s\n" "$n" "${lt}s" "${st}s" "-"
+            printf "  %-10s  %12s  %12s  %12s  %8s\n" "$n" "${lambda_time}s" "${sp1_time}s" "$sp1_cycles" "-"
         fi
     elif $RUN_LAMBDA; then
-        printf "  %-10s  %11ss\n" "$n" "$lt"
+        printf "  %-10s  %11ss\n" "$n" "$lambda_time"
     else
-        printf "  %-10s  %11ss\n" "$n" "$st"
+        printf "  %-10s  %11ss  %12s\n" "$n" "$sp1_time" "$sp1_cycles"
     fi
 done
 
 echo ""
-echo -e "Green ratio = Lambda VM faster, Red = SP1 faster"
+if $RUN_LAMBDA && $RUN_SP1; then
+    echo -e "Green ratio = Lambda VM faster, Red = SP1 faster"
+fi
 echo "Raw data in $TMP_DIR/"
+
+if [ -n "$LAMBDA_PROJECTED_S" ] || [ -n "$SP1_PROJECTED_S" ]; then
+    echo ""
+    echo -e "${BOLD}=== Linear Projection to 500M Steps ===${NC}"
+    if [ -n "$LAMBDA_PROJECTED_S" ]; then
+        echo "  Lambda VM: ${LAMBDA_PROJECTED_S}s (${LAMBDA_PROJECTED_H}h), R²=${LAMBDA_R2}"
+    fi
+    if [ -n "$SP1_PROJECTED_S" ]; then
+        echo "  SP1 v6:    ${SP1_PROJECTED_S}s (${SP1_PROJECTED_H}h), R²=${SP1_R2}"
+    fi
+fi
+
+# --- Machine-readable report ------------------------------------------------
+
+if [ -n "$REPORT_DIR" ]; then
+    {
+        echo "target_steps=$TARGET_STEPS"
+        echo "series=$(join_slash "${RESULT_N[@]}")"
+        echo "lambda_times=$(join_slash "${RESULT_LAMBDA[@]}")"
+        echo "sp1_times=$(join_slash "${RESULT_SP1[@]}")"
+        echo "sp1_cycles=$(join_slash "${RESULT_SP1_CYCLES[@]}")"
+        echo "ratios=$(join_slash "${RESULT_RATIO[@]}")"
+        if [ -n "$LAMBDA_PROJECTED_S" ]; then
+            echo "lambda_slope_s_per_1m=$LAMBDA_SLOPE"
+            echo "lambda_intercept_s=$LAMBDA_INTERCEPT"
+            echo "lambda_r2=$LAMBDA_R2"
+            echo "lambda_projected_time_s=$LAMBDA_PROJECTED_S"
+            echo "lambda_projected_time_h=$LAMBDA_PROJECTED_H"
+        fi
+        if [ -n "$SP1_PROJECTED_S" ]; then
+            echo "sp1_slope_s_per_1m=$SP1_SLOPE"
+            echo "sp1_intercept_s=$SP1_INTERCEPT"
+            echo "sp1_r2=$SP1_R2"
+            echo "sp1_projected_time_s=$SP1_PROJECTED_S"
+            echo "sp1_projected_time_h=$SP1_PROJECTED_H"
+        fi
+    } > "$REPORT_DIR/metrics.txt"
+
+    {
+        echo "# Lambda VM vs SP1 v6 Benchmark"
+        echo
+        echo "| n | Lambda VM (s) | SP1 v6 (s) | SP1 cycles | Ratio |"
+        echo "|--:|--------------:|-----------:|-----------:|------:|"
+        for i in "${!RESULT_N[@]}"; do
+            printf "| %s | %s | %s | %s | %s |\n" \
+                "${RESULT_N[$i]}" \
+                "${RESULT_LAMBDA[$i]}" \
+                "${RESULT_SP1[$i]}" \
+                "${RESULT_SP1_CYCLES[$i]}" \
+                "${RESULT_RATIO[$i]}"
+        done
+        echo
+        echo "## Linear Projection to 500M Steps"
+        echo
+        echo "| Prover | Slope (s / 1M steps) | Intercept (s) | R² | Projected @ 500M (s) | Projected @ 500M (h) |"
+        echo "|--------|----------------------:|--------------:|---:|---------------------:|---------------------:|"
+        if [ -n "$LAMBDA_PROJECTED_S" ]; then
+            printf "| Lambda VM | %s | %s | %s | %s | %s |\n" \
+                "$LAMBDA_SLOPE" \
+                "$LAMBDA_INTERCEPT" \
+                "$LAMBDA_R2" \
+                "$LAMBDA_PROJECTED_S" \
+                "$LAMBDA_PROJECTED_H"
+        fi
+        if [ -n "$SP1_PROJECTED_S" ]; then
+            printf "| SP1 v6 | %s | %s | %s | %s | %s |\n" \
+                "$SP1_SLOPE" \
+                "$SP1_INTERCEPT" \
+                "$SP1_R2" \
+                "$SP1_PROJECTED_S" \
+                "$SP1_PROJECTED_H"
+        fi
+    } > "$REPORT_DIR/summary.md"
+fi
diff --git a/bin/cli/src/main.rs b/bin/cli/src/main.rs
index 725f0de5f..3a1917a32 100644
--- a/bin/cli/src/main.rs
+++ b/bin/cli/src/main.rs
@@ -101,6 +101,10 @@ enum Commands {
         #[arg(value_parser, value_hint = ValueHint::FilePath)]
         elf: PathBuf,
 
+        /// Path to the private input file
+        #[arg(long, value_hint = ValueHint::FilePath)]
+        private_input: Option<PathBuf>,
+
         /// Generate flamegraph folded stacks to file
         #[arg(long, value_hint = ValueHint::FilePath)]
         flamegraph: Option<PathBuf>,
@@ -116,6 +120,10 @@ enum Commands {
         #[arg(short, long, value_hint = ValueHint::FilePath)]
         output: PathBuf,
 
+        /// Path to the private input file
+        #[arg(long, value_hint = ValueHint::FilePath)]
+        private_input: Option<PathBuf>,
+
         /// Blowup factor (power of 2). Higher = fewer queries, smaller proof, slower proving.
         #[arg(long)]
         blowup: Option<u8>,
@@ -149,13 +157,18 @@ fn main() -> ExitCode {
     let cli = Cli::parse();
 
     match cli.command {
-        Commands::Execute { elf, flamegraph } => cmd_execute(elf, flamegraph),
+        Commands::Execute {
+            elf,
+            private_input,
+            flamegraph,
+        } => cmd_execute(elf, private_input, flamegraph),
         Commands::Prove {
             elf,
             output,
+            private_input,
             blowup,
             time,
-        } => cmd_prove(elf, output, blowup, time),
+        } => cmd_prove(elf, output, private_input, blowup, time),
         Commands::Verify {
             proof,
             elf,
@@ -165,7 +178,21 @@ fn main() -> ExitCode {
     }
 }
 
-fn cmd_execute(elf_path: PathBuf, flamegraph_path: Option<PathBuf>) -> ExitCode {
+fn read_private_input(path: Option<&PathBuf>) -> Result<Vec<u8>, String> {
+    match path {
+        Some(path) => {
+            eprintln!("Reading private input file...");
+            std::fs::read(path).map_err(|e| format!("Failed to read private input file: {e}"))
+        }
+        None => Ok(vec![]),
+    }
+}
+
+fn cmd_execute(
+    elf_path: PathBuf,
+    private_input_path: Option<PathBuf>,
+    flamegraph_path: Option<PathBuf>,
+) -> ExitCode {
     let elf_data = match std::fs::read(&elf_path) {
         Ok(data) => data,
         Err(e) => {
@@ -182,7 +209,15 @@ fn cmd_execute(elf_path: PathBuf, flamegraph_path: Option<PathBuf>) -> ExitCode
         }
     };
 
-    let mut executor = match Executor::new(&program, vec![]) {
+    let private_inputs = match read_private_input(private_input_path.as_ref()) {
+        Ok(inputs) => inputs,
+        Err(e) => {
+            eprintln!("{e}");
+            return ExitCode::FAILURE;
+        }
+    };
+
+    let mut executor = match Executor::new(&program, private_inputs) {
         Ok(e) => e,
         Err(e) => {
             eprintln!("Failed to create executor: {:?}", e);
@@ -249,7 +284,13 @@ fn cmd_execute(elf_path: PathBuf, flamegraph_path: Option<PathBuf>) -> ExitCode
     ExitCode::SUCCESS
 }
 
-fn cmd_prove(elf_path: PathBuf, output_path: PathBuf, blowup: Option<u8>, time: bool) -> ExitCode {
+fn cmd_prove(
+    elf_path: PathBuf,
+    output_path: PathBuf,
+    private_input_path: Option<PathBuf>,
+    blowup: Option<u8>,
+    time: bool,
+) -> ExitCode {
     eprintln!("Reading ELF file...");
     let elf_data = match std::fs::read(&elf_path) {
         Ok(data) => data,
@@ -259,6 +300,14 @@ fn cmd_prove(elf_path: PathBuf, output_path: PathBuf, blowup: Option<u8>, time:
         }
     };
 
+    let private_inputs = match read_private_input(private_input_path.as_ref()) {
+        Ok(inputs) => inputs,
+        Err(e) => {
+            eprintln!("{e}");
+            return ExitCode::FAILURE;
+        }
+    };
+
     #[cfg(feature = "jemalloc-stats")]
     let tracker = heap_tracker::HeapTracker::start();
 
@@ -276,11 +325,16 @@ fn cmd_prove(elf_path: PathBuf, output_path: PathBuf, blowup: Option<u8>, time:
                 "Generating proof (blowup={b}, queries={})...",
                 opts.fri_number_of_queries
             );
-            prover::prove_with_options(&elf_data, &opts, &Default::default())
+            prover::prove_with_options_and_inputs(
+                &elf_data,
+                &private_inputs,
+                &opts,
+                &Default::default(),
+            )
         }
         None => {
             eprintln!("Generating proof...");
-            prover::prove(&elf_data)
+            prover::prove_with_inputs(&elf_data, &private_inputs)
         }
     };
     let prove_elapsed = start.elapsed();
diff --git a/crypto/stark/src/lib.rs b/crypto/stark/src/lib.rs
index 6cfab6ea3..41089a9e5 100644
--- a/crypto/stark/src/lib.rs
+++ b/crypto/stark/src/lib.rs
@@ -1,8 +1,6 @@
 #[cfg(feature = "debug-checks")]
 pub mod bus_debug;
 pub mod constraints;
-#[cfg(feature = "instruments")]
-pub mod instruments;
 pub mod context;
 pub mod debug;
 pub mod domain;
diff --git a/prover/src/lib.rs b/prover/src/lib.rs
index 21bfc9255..a4eb6cd7a 100644
--- a/prover/src/lib.rs
+++ b/prover/src/lib.rs
@@ -461,8 +461,14 @@ pub(crate) fn compute_expected_commit_bus_balance(
 
 /// Prove an ELF binary execution. Returns a serializable proof bundle.
 pub fn prove(elf_bytes: &[u8]) -> Result<VmProof, Error> {
-    prove_with_options(
+    prove_with_inputs(elf_bytes, &[])
+}
+
+/// Prove an ELF binary execution with private inputs. Returns a serializable proof bundle.
+pub fn prove_with_inputs(elf_bytes: &[u8], private_inputs: &[u8]) -> Result<VmProof, Error> {
+    prove_with_options_and_inputs(
         elf_bytes,
+        private_inputs,
         &GoldilocksCubicProofOptions::with_blowup(2).expect("blowup=2 is always valid"),
         &MaxRowsConfig::default(),
     )
@@ -473,6 +479,17 @@ pub fn prove_with_options(
     elf_bytes: &[u8],
     proof_options: &ProofOptions,
     max_rows: &MaxRowsConfig,
+) -> Result<VmProof, Error> {
+    prove_with_options_and_inputs(elf_bytes, &[], proof_options, max_rows)
+}
+
+/// Prove an ELF binary execution with custom proof options, max rows config,
+/// and explicit private inputs.
+pub fn prove_with_options_and_inputs(
+    elf_bytes: &[u8],
+    private_inputs: &[u8],
+    proof_options: &ProofOptions,
+    max_rows: &MaxRowsConfig,
 ) -> Result<VmProof, Error> {
     #[cfg(feature = "instruments")]
     let total_start = std::time::Instant::now();
@@ -482,7 +499,8 @@ pub fn prove_with_options(
     let phase_start = std::time::Instant::now();
 
     let program = Elf::load(elf_bytes).map_err(|e| Error::ElfLoad(format!("{e}")))?;
-    let executor = Executor::new(&program, vec![]).map_err(|e| Error::Execution(format!("{e}")))?;
+    let executor = Executor::new(&program, private_inputs.to_vec())
+        .map_err(|e| Error::Execution(format!("{e}")))?;
     let result = executor
         .run()
         .map_err(|e| Error::Execution(format!("{e}")))?;

From 0315a80dbd6c5678d761b79cf11485dbc2c0e4e0 Mon Sep 17 00:00:00 2001
From: jotabulacios <jbulacios@fi.uba.ar>
Date: Mon, 6 Apr 2026 11:36:46 -0300
Subject: [PATCH 11/14] save work

---
 .github/workflows/bench-vs-nightly.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/bench-vs-nightly.yml b/.github/workflows/bench-vs-nightly.yml
index 50e88bb63..eb063c5ae 100644
--- a/.github/workflows/bench-vs-nightly.yml
+++ b/.github/workflows/bench-vs-nightly.yml
@@ -43,7 +43,7 @@ jobs:
       - name: Run nightly benchmark
         run: |
           bash ./bench_vs/run.sh \
-            -n 1000000 2000000 4000000 8000000 \
+            -n 500000 1000000 1500000 2000000 \
             --report-dir bench_vs_artifacts \
             --no-color
 

From 3f3c7aca2634f9bd85b2dc397d08a6b03ab672ef Mon Sep 17 00:00:00 2001
From: jotabulacios <jbulacios@fi.uba.ar>
Date: Tue, 7 Apr 2026 15:47:57 -0300
Subject: [PATCH 12/14]  Fix bench_vs 5x projection inflation and add   --steps
 flag for nightly 1M/2M/4M/8M benchmarks

---
 .github/workflows/bench-vs-nightly.yml |   4 +-
 bench_vs/README.md                     |  18 ++-
 bench_vs/run.sh                        | 210 +++++++++++++++++++------
 3 files changed, 175 insertions(+), 57 deletions(-)

diff --git a/.github/workflows/bench-vs-nightly.yml b/.github/workflows/bench-vs-nightly.yml
index eb063c5ae..68f8d5fac 100644
--- a/.github/workflows/bench-vs-nightly.yml
+++ b/.github/workflows/bench-vs-nightly.yml
@@ -43,14 +43,14 @@ jobs:
       - name: Run nightly benchmark
         run: |
           bash ./bench_vs/run.sh \
-            -n 500000 1000000 1500000 2000000 \
+            --steps 1000000 2000000 4000000 8000000 \
             --report-dir bench_vs_artifacts \
             --no-color
 
       - name: Upload nightly benchmark artifact
         uses: actions/upload-artifact@v4
         with:
-          name: bench-vs-nightly-${{ github.sha }}
+          name: bench-vs-nightly-${{ github.run_number }}-${{ github.sha }}
           path: bench_vs_artifacts
           retention-days: 90
 
diff --git a/bench_vs/README.md b/bench_vs/README.md
index 1be30c5d2..1e8a8d9f3 100644
--- a/bench_vs/README.md
+++ b/bench_vs/README.md
@@ -29,6 +29,9 @@ Compares proving time for an identical u64 wrapping Fibonacci computation.
 # Custom series
 ./bench_vs/run.sh -n 1000 50000
 
+# Approximate workload steps (converted with 5 steps/iteration)
+./bench_vs/run.sh --steps 1000000 2000000 4000000 8000000
+
 # Run only one prover
 ./bench_vs/run.sh --lambda-only
 ./bench_vs/run.sh --sp1-only
@@ -42,18 +45,21 @@ Only **proving time** is compared (wall-clock, no recursion/compression on eithe
 - **Lambda VM**: Generates RISC-V assembly at runtime, assembles to ELF, proves via the CLI.
 - **SP1 v6**: Compiles a Rust guest program to RISC-V, proves via `sp1-sdk` core mode.
 
+The linear projection uses a common axis for both provers: target workload steps.
+When you pass `--steps`, that target is explicit. When you pass `-n`, the script
+approximates workload as `steps ~= 5 * n`. `SP1 cycles` are still reported, but
+only as telemetry and not as the regression axis.
+
 ## Output
 
 ```
 === Summary ===
 Program: Fibonacci (u64 wrapping)
 
-  n           Lambda VM       SP1 v6     Ratio
-  ---         ---------       ------     -----
-  1000          13.3s         12.4s      0.9x
-  10000         22.4s         12.9s      0.6x
-  100000       116.4s         14.7s      0.1x
-  300000          ...           ...       ...
+  Target steps  Iterations     Lambda VM        SP1 v6    SP1 cycles     Ratio
+  ------------  ----------     ---------        ------    ----------     -----
+  1000000       200000            ...s           ...s       1004794       ...
+  2000000       400000            ...s           ...s       2004794       ...
 
 Green ratio = Lambda VM faster, Red = SP1 faster
 ```
diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index 5592e095c..7e3b06c23 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -1,10 +1,13 @@
 #!/bin/bash
 # Benchmark: Lambda VM vs SP1 v6 — Fibonacci proving time comparison.
 #
-# Usage: ./bench_vs/run.sh [-n 1000 50000 100000] [--lambda-only | --sp1-only]
-#                         [--report-dir DIR] [--no-color]
+# Usage: ./bench_vs/run.sh [-n 1000 50000 100000 | --steps 1000000 2000000]
+#                         [--lambda-only | --sp1-only] [--report-dir DIR]
+#                         [--target-steps N] [--no-color]
 #
-# Without -n, runs the default series: 1000 10000 100000 300000
+# Without an explicit series, defaults to:
+#   - iterations mode: 1000 10000 100000 300000
+#   - steps mode: 1000000 2000000 4000000 8000000
 #
 # Prerequisites:
 #   - Lambda VM CLI build dependencies available
@@ -18,7 +21,8 @@ ROOT_DIR="$(cd "$SCRIPT_DIR/.." && pwd)"
 TMP_DIR="/tmp/bench_fib"
 REPORT_DIR=""
 NO_COLOR=false
-TARGET_STEPS=500000000
+TARGET_STEPS="${TARGET_STEPS:-500000000}"
+APPROX_STEPS_PER_ITERATION=5
 
 RED='\033[0;31m'
 GREEN='\033[0;32m'
@@ -27,8 +31,10 @@ BOLD='\033[1m'
 NC='\033[0m'
 
 # --- Defaults ---------------------------------------------------------------
-DEFAULT_SERIES=(1000 10000 100000 300000)
+DEFAULT_ITERATION_SERIES=(1000 10000 100000 300000)
+DEFAULT_STEP_SERIES=(1000000 2000000 4000000 8000000)
 SERIES=()
+SERIES_MODE=""
 RUN_LAMBDA=true
 RUN_SP1=true
 
@@ -36,6 +42,23 @@ RUN_SP1=true
 while [[ $# -gt 0 ]]; do
     case $1 in
         -n)
+            if [ -n "$SERIES_MODE" ] && [ "$SERIES_MODE" != "iterations" ]; then
+                echo "Cannot mix -n with --steps"
+                exit 1
+            fi
+            SERIES_MODE="iterations"
+            shift
+            while [[ $# -gt 0 && ! "$1" =~ ^-- ]]; do
+                SERIES+=("$1")
+                shift
+            done
+            ;;
+        --steps)
+            if [ -n "$SERIES_MODE" ] && [ "$SERIES_MODE" != "steps" ]; then
+                echo "Cannot mix --steps with -n"
+                exit 1
+            fi
+            SERIES_MODE="steps"
             shift
             while [[ $# -gt 0 && ! "$1" =~ ^-- ]]; do
                 SERIES+=("$1")
@@ -51,21 +74,30 @@ while [[ $# -gt 0 ]]; do
             shift
             ;;
         --report-dir)
+            if [[ $# -lt 2 ]]; then echo "--report-dir requires an argument"; exit 1; fi
             REPORT_DIR=$2
             shift 2
             ;;
+        --target-steps)
+            if [[ $# -lt 2 ]]; then echo "--target-steps requires an argument"; exit 1; fi
+            TARGET_STEPS=$2
+            shift 2
+            ;;
         --no-color)
             NO_COLOR=true
             shift
             ;;
         -h|--help)
-            echo "Usage: $0 [-n N1 N2 ...] [--lambda-only | --sp1-only] [--report-dir DIR] [--no-color]"
+            echo "Usage: $0 [-n N1 N2 ... | --steps S1 S2 ...] [--lambda-only | --sp1-only] [--report-dir DIR] [--target-steps N] [--no-color]"
             echo ""
             echo "  -n N1 N2 ...      Fibonacci iteration counts (space-separated)"
-            echo "                    Default series: ${DEFAULT_SERIES[*]}"
+            echo "                    Default iteration series: ${DEFAULT_ITERATION_SERIES[*]}"
+            echo "  --steps S1 S2 ... Approximate workload steps; converted via ${APPROX_STEPS_PER_ITERATION} steps/iteration"
+            echo "                    Default step series: ${DEFAULT_STEP_SERIES[*]}"
             echo "  --lambda-only     Only run Lambda VM benchmark"
             echo "  --sp1-only        Only run SP1 benchmark"
             echo "  --report-dir DIR  Write TSV, metrics, markdown summary, and raw outputs"
+            echo "  --target-steps N  Projection target in workload steps (default: $TARGET_STEPS)"
             echo "  --no-color        Disable ANSI colors"
             exit 0
             ;;
@@ -73,11 +105,19 @@ while [[ $# -gt 0 ]]; do
             echo "Unknown option: $1"
             exit 1
             ;;
-    esac
+        esac
 done
 
+if [ -z "$SERIES_MODE" ]; then
+    SERIES_MODE="iterations"
+fi
+
 if [ ${#SERIES[@]} -eq 0 ]; then
-    SERIES=("${DEFAULT_SERIES[@]}")
+    if [ "$SERIES_MODE" = "steps" ]; then
+        SERIES=("${DEFAULT_STEP_SERIES[@]}")
+    else
+        SERIES=("${DEFAULT_ITERATION_SERIES[@]}")
+    fi
 fi
 
 if ! $RUN_LAMBDA && ! $RUN_SP1; then
@@ -109,6 +149,20 @@ join_slash() {
     printf "%s\n" "$joined"
 }
 
+approx_steps_for_iterations() {
+    local iterations=$1
+    awk -v iterations="$iterations" -v ratio="$APPROX_STEPS_PER_ITERATION" 'BEGIN {
+        printf "%.0f\n", iterations * ratio
+    }'
+}
+
+approx_iterations_for_steps() {
+    local steps=$1
+    awk -v steps="$steps" -v ratio="$APPROX_STEPS_PER_ITERATION" 'BEGIN {
+        printf "%.0f\n", steps / ratio
+    }'
+}
+
 fit_series() {
     local steps_slash=$1
     local values_slash=$2
@@ -197,7 +251,9 @@ PY
 }
 
 echo -e "${BOLD}=== Fibonacci Benchmark: Lambda VM vs SP1 v6 ===${NC}"
-echo -e "Series: ${YELLOW}${SERIES[*]}${NC}"
+echo -e "Series mode: ${YELLOW}${SERIES_MODE}${NC}"
+echo -e "Requested series: ${YELLOW}${SERIES[*]}${NC}"
+echo -e "Projection target: ${YELLOW}${TARGET_STEPS}${NC} workload steps"
 echo ""
 
 # --- Pre-build --------------------------------------------------------------
@@ -242,30 +298,60 @@ fi
 
 # --- Run benchmark series ---------------------------------------------------
 
-RESULT_N=()
+RUN_ITERATIONS=()
+RUN_TARGET_STEPS=()
+for value in "${SERIES[@]}"; do
+    if [ "$SERIES_MODE" = "steps" ]; then
+        target_steps=$value
+        iterations=$(approx_iterations_for_steps "$target_steps")
+    else
+        iterations=$value
+        target_steps=$(approx_steps_for_iterations "$iterations")
+    fi
+
+    if [ "$iterations" -le 0 ]; then
+        echo "Invalid series value: $value"
+        exit 1
+    fi
+
+    RUN_ITERATIONS+=("$iterations")
+    RUN_TARGET_STEPS+=("$target_steps")
+done
+
+if [ "$SERIES_MODE" = "steps" ]; then
+    echo -e "Iterations used: ${YELLOW}${RUN_ITERATIONS[*]}${NC}"
+    echo ""
+fi
+
+RESULT_TARGET_STEPS=()
+RESULT_ITERATIONS=()
+RESULT_PROJECTION_STEPS=()
 RESULT_LAMBDA=()
 RESULT_SP1=()
 RESULT_SP1_CYCLES=()
 RESULT_RATIO=()
 
-LAMBDA_STEPS=()
+LAMBDA_PROJECTION_STEPS=()
 LAMBDA_TIMES=()
-SP1_STEPS=()
+SP1_PROJECTION_STEPS=()
 SP1_TIMES=()
+PROJECTION_AXIS="target_workload_steps"
 
 if [ -n "$REPORT_DIR" ]; then
-    printf "n\tlambda_time_s\tsp1_time_s\tsp1_cycles\tratio_lambda_over_sp1\n" > "$REPORT_DIR/results.tsv"
+    printf "target_steps\titerations\tprojection_steps\tlambda_time_s\tsp1_time_s\tsp1_cycles\tratio_lambda_over_sp1\n" > "$REPORT_DIR/results.tsv"
 fi
 
 run_one() {
     local n=$1
+    local target_steps=$2
     local lambda_time="n/a"
     local sp1_time="n/a"
     local sp1_cycles="n/a"
+    local projection_steps=$target_steps
     local ratio="n/a"
 
     echo ""
-    echo -e "${BOLD}--- n=${n} ---${NC}"
+    echo -e "${BOLD}--- target≈${target_steps} steps (n=${n} iterations) ---${NC}"
 
     if $RUN_LAMBDA; then
         local input_file="$TMP_DIR/lambda_${n}.bin"
@@ -290,8 +376,6 @@ run_one() {
         fi
 
         echo -e "  Lambda VM: ${BOLD}${lambda_time}s${NC}"
-        LAMBDA_STEPS+=("$n")
-        LAMBDA_TIMES+=("$lambda_time")
 
         if [ -n "$REPORT_DIR" ]; then
             printf "%s\n" "$lambda_output" > "$REPORT_DIR/raw/lambda_${n}.stdout"
@@ -317,8 +401,6 @@ run_one() {
         fi
 
         echo -e "  SP1 v6:    ${BOLD}${sp1_time}s${NC} (${sp1_cycles} cycles)"
-        SP1_STEPS+=("$n")
-        SP1_TIMES+=("$sp1_time")
 
         if [ -n "$REPORT_DIR" ]; then
             cp "$sp1_output_file" "$REPORT_DIR/raw/sp1_${n}.stdout"
@@ -329,19 +411,37 @@ run_one() {
         ratio=$(LC_NUMERIC=C awk -v lambda="$lambda_time" -v sp1="$sp1_time" 'BEGIN { printf "%.3f", lambda / sp1 }')
     fi
 
-    RESULT_N+=("$n")
+    if [ "$lambda_time" != "n/a" ]; then
+        LAMBDA_PROJECTION_STEPS+=("$target_steps")
+        LAMBDA_TIMES+=("$lambda_time")
+    fi
+    if [ "$sp1_time" != "n/a" ]; then
+        SP1_PROJECTION_STEPS+=("$target_steps")
+        SP1_TIMES+=("$sp1_time")
+    fi
+
+    RESULT_TARGET_STEPS+=("$target_steps")
+    RESULT_ITERATIONS+=("$n")
+    RESULT_PROJECTION_STEPS+=("$projection_steps")
     RESULT_LAMBDA+=("$lambda_time")
     RESULT_SP1+=("$sp1_time")
     RESULT_SP1_CYCLES+=("$sp1_cycles")
     RESULT_RATIO+=("$ratio")
 
     if [ -n "$REPORT_DIR" ]; then
-        printf "%s\t%s\t%s\t%s\t%s\n" "$n" "$lambda_time" "$sp1_time" "$sp1_cycles" "$ratio" >> "$REPORT_DIR/results.tsv"
+        printf "%s\t%s\t%s\t%s\t%s\t%s\t%s\n" \
+            "$target_steps" \
+            "$n" \
+            "$projection_steps" \
+            "$lambda_time" \
+            "$sp1_time" \
+            "$sp1_cycles" \
+            "$ratio" >> "$REPORT_DIR/results.tsv"
     fi
 }
 
-for n in "${SERIES[@]}"; do
-    run_one "$n"
+for i in "${!RUN_ITERATIONS[@]}"; do
+    run_one "${RUN_ITERATIONS[$i]}" "${RUN_TARGET_STEPS[$i]}"
 done
 
 # --- Projection -------------------------------------------------------------
@@ -390,11 +490,11 @@ compute_projection() {
     esac
 }
 
-if $RUN_LAMBDA && [ ${#LAMBDA_STEPS[@]} -gt 0 ]; then
-    compute_projection "lambda" "$(join_slash "${LAMBDA_STEPS[@]}")" "$(join_slash "${LAMBDA_TIMES[@]}")"
+if $RUN_LAMBDA && [ ${#LAMBDA_PROJECTION_STEPS[@]} -gt 0 ]; then
+    compute_projection "lambda" "$(join_slash "${LAMBDA_PROJECTION_STEPS[@]}")" "$(join_slash "${LAMBDA_TIMES[@]}")"
 fi
-if $RUN_SP1 && [ ${#SP1_STEPS[@]} -gt 0 ]; then
-    compute_projection "sp1" "$(join_slash "${SP1_STEPS[@]}")" "$(join_slash "${SP1_TIMES[@]}")"
+if $RUN_SP1 && [ ${#SP1_PROJECTION_STEPS[@]} -gt 0 ]; then
+    compute_projection "sp1" "$(join_slash "${SP1_PROJECTION_STEPS[@]}")" "$(join_slash "${SP1_TIMES[@]}")"
 fi
 
 # --- Summary table ----------------------------------------------------------
@@ -405,18 +505,19 @@ echo -e "Program: Fibonacci (u64 wrapping)"
 echo ""
 
 if $RUN_LAMBDA && $RUN_SP1; then
-    printf "  %-10s  %12s  %12s  %12s  %8s\n" "n" "Lambda VM" "SP1 v6" "SP1 cycles" "Ratio"
-    printf "  %-10s  %12s  %12s  %12s  %8s\n" "---" "---------" "------" "----------" "-----"
+    printf "  %-12s  %-12s  %12s  %12s  %12s  %8s\n" "Target steps" "Iterations" "Lambda VM" "SP1 v6" "SP1 cycles" "Ratio"
+    printf "  %-12s  %-12s  %12s  %12s  %12s  %8s\n" "------------" "----------" "---------" "------" "----------" "-----"
 elif $RUN_LAMBDA; then
-    printf "  %-10s  %12s\n" "n" "Lambda VM"
-    printf "  %-10s  %12s\n" "---" "---------"
+    printf "  %-12s  %-12s  %12s\n" "Target steps" "Iterations" "Lambda VM"
+    printf "  %-12s  %-12s  %12s\n" "------------" "----------" "---------"
 else
-    printf "  %-10s  %12s  %12s\n" "n" "SP1 v6" "SP1 cycles"
-    printf "  %-10s  %12s  %12s\n" "---" "------" "----------"
+    printf "  %-12s  %-12s  %12s  %12s\n" "Target steps" "Iterations" "SP1 v6" "SP1 cycles"
+    printf "  %-12s  %-12s  %12s  %12s\n" "------------" "----------" "------" "----------"
 fi
 
-for i in "${!RESULT_N[@]}"; do
-    n="${RESULT_N[$i]}"
+for i in "${!RESULT_ITERATIONS[@]}"; do
+    target_steps="${RESULT_TARGET_STEPS[$i]}"
+    n="${RESULT_ITERATIONS[$i]}"
     lambda_time="${RESULT_LAMBDA[$i]}"
     sp1_time="${RESULT_SP1[$i]}"
     sp1_cycles="${RESULT_SP1_CYCLES[$i]}"
@@ -430,15 +531,15 @@ for i in "${!RESULT_N[@]}"; do
             else
                 ratio_colored="${GREEN}${ratio_colored}${NC}"
             fi
-            printf "  %-10s  %11ss  %11ss  %12s  " "$n" "$lambda_time" "$sp1_time" "$sp1_cycles"
+            printf "  %-12s  %-12s  %11ss  %11ss  %12s  " "$target_steps" "$n" "$lambda_time" "$sp1_time" "$sp1_cycles"
             echo -e "$ratio_colored"
         else
-            printf "  %-10s  %12s  %12s  %12s  %8s\n" "$n" "${lambda_time}s" "${sp1_time}s" "$sp1_cycles" "-"
+            printf "  %-12s  %-12s  %12s  %12s  %12s  %8s\n" "$target_steps" "$n" "${lambda_time}s" "${sp1_time}s" "$sp1_cycles" "-"
         fi
     elif $RUN_LAMBDA; then
-        printf "  %-10s  %11ss\n" "$n" "$lambda_time"
+        printf "  %-12s  %-12s  %11ss\n" "$target_steps" "$n" "$lambda_time"
     else
-        printf "  %-10s  %11ss  %12s\n" "$n" "$sp1_time" "$sp1_cycles"
+        printf "  %-12s  %-12s  %11ss  %12s\n" "$target_steps" "$n" "$sp1_time" "$sp1_cycles"
     fi
 done
 
@@ -450,7 +551,9 @@ echo "Raw data in $TMP_DIR/"
 
 if [ -n "$LAMBDA_PROJECTED_S" ] || [ -n "$SP1_PROJECTED_S" ]; then
     echo ""
-    echo -e "${BOLD}=== Linear Projection to 500M Steps ===${NC}"
+    echo -e "${BOLD}=== Linear Projection to ${TARGET_STEPS} Workload Steps ===${NC}"
+    echo "  Axis: target workload steps"
+    echo "  Note: when using iterations input, target steps are approximated as ${APPROX_STEPS_PER_ITERATION} * n"
     if [ -n "$LAMBDA_PROJECTED_S" ]; then
         echo "  Lambda VM: ${LAMBDA_PROJECTED_S}s (${LAMBDA_PROJECTED_H}h), R²=${LAMBDA_R2}"
     fi
@@ -463,8 +566,13 @@ fi
 
 if [ -n "$REPORT_DIR" ]; then
     {
+        echo "series_mode=$SERIES_MODE"
+        echo "requested_series=$(join_slash "${SERIES[@]}")"
+        echo "target_steps_series=$(join_slash "${RESULT_TARGET_STEPS[@]}")"
+        echo "iterations=$(join_slash "${RESULT_ITERATIONS[@]}")"
+        echo "projection_axis=$PROJECTION_AXIS"
         echo "target_steps=$TARGET_STEPS"
-        echo "series=$(join_slash "${RESULT_N[@]}")"
+        echo "projection_steps=$(join_slash "${RESULT_PROJECTION_STEPS[@]}")"
         echo "lambda_times=$(join_slash "${RESULT_LAMBDA[@]}")"
         echo "sp1_times=$(join_slash "${RESULT_SP1[@]}")"
         echo "sp1_cycles=$(join_slash "${RESULT_SP1_CYCLES[@]}")"
@@ -488,21 +596,25 @@ if [ -n "$REPORT_DIR" ]; then
     {
         echo "# Lambda VM vs SP1 v6 Benchmark"
         echo
-        echo "| n | Lambda VM (s) | SP1 v6 (s) | SP1 cycles | Ratio |"
-        echo "|--:|--------------:|-----------:|-----------:|------:|"
-        for i in "${!RESULT_N[@]}"; do
-            printf "| %s | %s | %s | %s | %s |\n" \
-                "${RESULT_N[$i]}" \
+        echo "Projection axis: \`$PROJECTION_AXIS\`"
+        echo
+        echo "| Target steps | Iterations | Projection steps | Lambda VM (s) | SP1 v6 (s) | SP1 cycles | Ratio |"
+        echo "|-------------:|-----------:|-----------------:|--------------:|-----------:|-----------:|------:|"
+        for i in "${!RESULT_ITERATIONS[@]}"; do
+            printf "| %s | %s | %s | %s | %s | %s | %s |\n" \
+                "${RESULT_TARGET_STEPS[$i]}" \
+                "${RESULT_ITERATIONS[$i]}" \
+                "${RESULT_PROJECTION_STEPS[$i]}" \
                 "${RESULT_LAMBDA[$i]}" \
                 "${RESULT_SP1[$i]}" \
                 "${RESULT_SP1_CYCLES[$i]}" \
                 "${RESULT_RATIO[$i]}"
         done
         echo
-        echo "## Linear Projection to 500M Steps"
+        echo "## Linear Projection to ${TARGET_STEPS} Workload Steps"
         echo
-        echo "| Prover | Slope (s / 1M steps) | Intercept (s) | R² | Projected @ 500M (s) | Projected @ 500M (h) |"
-        echo "|--------|----------------------:|--------------:|---:|---------------------:|---------------------:|"
+        echo "| Prover | Slope (s / 1M workload steps) | Intercept (s) | R² | Projected @ ${TARGET_STEPS} (s) | Projected @ ${TARGET_STEPS} (h) |"
+        echo "|--------|-------------------------------:|--------------:|---:|------------------------------:|------------------------------:|"
         if [ -n "$LAMBDA_PROJECTED_S" ]; then
             printf "| Lambda VM | %s | %s | %s | %s | %s |\n" \
                 "$LAMBDA_SLOPE" \

From e9e9fbdebc2666fd44ed9854d27f239fcf973f5a Mon Sep 17 00:00:00 2001
From: jotabulacios <jbulacios@fi.uba.ar>
Date: Tue, 14 Apr 2026 09:54:08 -0300
Subject: [PATCH 13/14]  Switch bench_vs projection to measured cycles and add
 --cycles   CLI flag

---
 bench_vs/README.md                        |  59 +++++++---
 bench_vs/run.sh                           | 129 ++++++++++++++--------
 bench_vs/sp1/fibonacci/script/src/main.rs |  14 ++-
 bin/cli/src/main.rs                       |  42 ++++++-
 4 files changed, 179 insertions(+), 65 deletions(-)

diff --git a/bench_vs/README.md b/bench_vs/README.md
index 1e8a8d9f3..c38daa601 100644
--- a/bench_vs/README.md
+++ b/bench_vs/README.md
@@ -32,23 +32,49 @@ Compares proving time for an identical u64 wrapping Fibonacci computation.
 # Approximate workload steps (converted with 5 steps/iteration)
 ./bench_vs/run.sh --steps 1000000 2000000 4000000 8000000
 
+# Project to a target cycle count
+./bench_vs/run.sh --target-cycles 500000000
+
 # Run only one prover
 ./bench_vs/run.sh --lambda-only
 ./bench_vs/run.sh --sp1-only
 ```
 
-## What it measures
+## What is measured
 
 Both provers execute the same program: iterative Fibonacci with `u64::wrapping_add`.
-Only **proving time** is compared (wall-clock, no recursion/compression on either side).
-
-- **Lambda VM**: Generates RISC-V assembly at runtime, assembles to ELF, proves via the CLI.
-- **SP1 v6**: Compiles a Rust guest program to RISC-V, proves via `sp1-sdk` core mode.
 
-The linear projection uses a common axis for both provers: target workload steps.
-When you pass `--steps`, that target is explicit. When you pass `-n`, the script
-approximates workload as `steps ~= 5 * n`. `SP1 cycles` are still reported, but
-only as telemetry and not as the regression axis.
+The timing window on both sides is **end-to-end single-shot proving, with no
+verification and no recursion/compression**. Concretely:
+
+| Phase                                      | Lambda VM timer | SP1 v6 timer |
+|--------------------------------------------|:---------------:|:------------:|
+| Read ELF + input from disk                 |        ❌       |       ❌     |
+| Pre-pass execution to count cycles         |        ❌       |       ❌     |
+| `setup` / verifying-key derivation         |  N/A (none)     |       ✅     |
+| ELF parse + guest execution (inside prove) |        ✅       |       ✅     |
+| Trace build                                |        ✅       |       ✅     |
+| AIR construction                           |        ✅       |       ✅     |
+| STARK prove (`core` mode)                  |        ✅       |       ✅     |
+| Proof serialization / write                |        ❌       |       ❌     |
+| Verify                                     |        ❌       |       ❌     |
+
+Both sides run one extra execution pass **outside** the timer to report dynamic
+instruction counts (SP1's `execute(...)` / Lambda's executor pre-pass). This
+costs wall-clock time in the CI job but does not inflate the measured proving
+time, and the cost is symmetric between the two provers.
+
+Lambda VM uses the default proof options from `prover::prove_with_inputs`
+(`GoldilocksCubicProofOptions::with_blowup(2)`, 50 FRI queries). SP1 v6 uses
+the `core` proof mode exposed by `sp1-sdk::ProverClient::from_env()`.
+
+## Projection axis
+
+The linear projection uses **measured cycles** per prover — Lambda's executor
+log count and SP1's `report.total_instruction_count()`. For Fibonacci the two
+values agree to within ~1% (both compile to the same inner loop shape on
+RISC-V). When cycle data is missing, the script falls back to the approximate
+`target_workload_steps ~= 5 * n` label that was passed on the command line.
 
 ## Output
 
@@ -56,10 +82,17 @@ only as telemetry and not as the regression axis.
 === Summary ===
 Program: Fibonacci (u64 wrapping)
 
-  Target steps  Iterations     Lambda VM        SP1 v6    SP1 cycles     Ratio
-  ------------  ----------     ---------        ------    ----------     -----
-  1000000       200000            ...s           ...s       1004794       ...
-  2000000       400000            ...s           ...s       2004794       ...
+  Target steps  Iterations      Lambda (s)   Lambda cycles         SP1 (s)      SP1 cycles     Ratio
+  ------------  ----------      ----------   -------------         -------      ----------     -----
+  1000000       200000              ...s         1004794             ...s         1004794       ...
+  2000000       400000              ...s         2004794             ...s         2004794       ...
 
+Timing window covers single-shot end-to-end proving; SP1 includes setup; both exclude verification.
 Green ratio = Lambda VM faster, Red = SP1 faster
 ```
+
+With `--report-dir DIR` the script writes:
+- `results.tsv` — raw per-run data (`target_steps`, `iterations`, `lambda_time_s`, `lambda_axis_value`, `lambda_cycles`, `sp1_time_s`, `sp1_axis_value`, `sp1_cycles`, `ratio`).
+- `metrics.txt` — key=value pairs including `timing_window=setup_plus_end_to_end_prove_no_verify`.
+- `summary.md` — the same table plus linear projection to `TARGET_CYCLES` cycles.
+- `raw/` — stdout/stderr of every individual run.
diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index 7e3b06c23..f72f3731e 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -3,7 +3,7 @@
 #
 # Usage: ./bench_vs/run.sh [-n 1000 50000 100000 | --steps 1000000 2000000]
 #                         [--lambda-only | --sp1-only] [--report-dir DIR]
-#                         [--target-steps N] [--no-color]
+#                         [--target-cycles N] [--no-color]
 #
 # Without an explicit series, defaults to:
 #   - iterations mode: 1000 10000 100000 300000
@@ -21,7 +21,7 @@ ROOT_DIR="$(cd "$SCRIPT_DIR/.." && pwd)"
 TMP_DIR="/tmp/bench_fib"
 REPORT_DIR=""
 NO_COLOR=false
-TARGET_STEPS="${TARGET_STEPS:-500000000}"
+TARGET_CYCLES="${TARGET_CYCLES:-${TARGET_STEPS:-500000000}}"
 APPROX_STEPS_PER_ITERATION=5
 
 RED='\033[0;31m'
@@ -78,9 +78,15 @@ while [[ $# -gt 0 ]]; do
             REPORT_DIR=$2
             shift 2
             ;;
+        --target-cycles)
+            if [[ $# -lt 2 ]]; then echo "--target-cycles requires an argument"; exit 1; fi
+            TARGET_CYCLES=$2
+            shift 2
+            ;;
         --target-steps)
             if [[ $# -lt 2 ]]; then echo "--target-steps requires an argument"; exit 1; fi
-            TARGET_STEPS=$2
+            TARGET_CYCLES=$2
+            echo "Warning: --target-steps is deprecated; use --target-cycles" >&2
             shift 2
             ;;
         --no-color)
@@ -88,7 +94,7 @@ while [[ $# -gt 0 ]]; do
             shift
             ;;
         -h|--help)
-            echo "Usage: $0 [-n N1 N2 ... | --steps S1 S2 ...] [--lambda-only | --sp1-only] [--report-dir DIR] [--target-steps N] [--no-color]"
+            echo "Usage: $0 [-n N1 N2 ... | --steps S1 S2 ...] [--lambda-only | --sp1-only] [--report-dir DIR] [--target-cycles N] [--no-color]"
             echo ""
             echo "  -n N1 N2 ...      Fibonacci iteration counts (space-separated)"
             echo "                    Default iteration series: ${DEFAULT_ITERATION_SERIES[*]}"
@@ -96,8 +102,9 @@ while [[ $# -gt 0 ]]; do
             echo "                    Default step series: ${DEFAULT_STEP_SERIES[*]}"
             echo "  --lambda-only     Only run Lambda VM benchmark"
             echo "  --sp1-only        Only run SP1 benchmark"
-            echo "  --report-dir DIR  Write TSV, metrics, markdown summary, and raw outputs"
-            echo "  --target-steps N  Projection target in workload steps (default: $TARGET_STEPS)"
+            echo "  --report-dir DIR   Write TSV, metrics, markdown summary, and raw outputs"
+            echo "  --target-cycles N  Projection target in cycles (default: $TARGET_CYCLES)"
+            echo "  --target-steps N   Deprecated alias for --target-cycles"
             echo "  --no-color        Disable ANSI colors"
             exit 0
             ;;
@@ -253,7 +260,7 @@ PY
 echo -e "${BOLD}=== Fibonacci Benchmark: Lambda VM vs SP1 v6 ===${NC}"
 echo -e "Series mode: ${YELLOW}${SERIES_MODE}${NC}"
 echo -e "Requested series: ${YELLOW}${SERIES[*]}${NC}"
-echo -e "Projection target: ${YELLOW}${TARGET_STEPS}${NC} workload steps"
+echo -e "Projection target: ${YELLOW}${TARGET_CYCLES}${NC} cycles"
 echo ""
 
 # --- Pre-build --------------------------------------------------------------
@@ -325,9 +332,11 @@ fi
 
 RESULT_TARGET_STEPS=()
 RESULT_ITERATIONS=()
-RESULT_PROJECTION_STEPS=()
 RESULT_LAMBDA=()
+RESULT_LAMBDA_AXIS=()
+RESULT_LAMBDA_CYCLES=()
 RESULT_SP1=()
+RESULT_SP1_AXIS=()
 RESULT_SP1_CYCLES=()
 RESULT_RATIO=()
 
@@ -335,23 +344,25 @@ LAMBDA_PROJECTION_STEPS=()
 LAMBDA_TIMES=()
 SP1_PROJECTION_STEPS=()
 SP1_TIMES=()
-PROJECTION_AXIS="target_workload_steps"
+# Axis: use measured dynamic instruction counts per prover. If cycle data is
+# unavailable for a run, fall back to the approximated target_workload_steps.
+PROJECTION_AXIS="measured_cycles"
 
 if [ -n "$REPORT_DIR" ]; then
-    printf "target_steps\titerations\tprojection_steps\tlambda_time_s\tsp1_time_s\tsp1_cycles\tratio_lambda_over_sp1\n" > "$REPORT_DIR/results.tsv"
+    printf "target_steps\titerations\tlambda_time_s\tlambda_axis_value\tlambda_cycles\tsp1_time_s\tsp1_axis_value\tsp1_cycles\tratio_lambda_over_sp1\n" > "$REPORT_DIR/results.tsv"
 fi
 
 run_one() {
     local n=$1
     local target_steps=$2
     local lambda_time="n/a"
+    local lambda_cycles="n/a"
     local sp1_time="n/a"
     local sp1_cycles="n/a"
-    local projection_steps=$target_steps
     local ratio="n/a"
 
     echo ""
-    echo -e "${BOLD}--- target≈${target_steps} steps (n=${n} iterations) ---${NC}"
+    echo -e "${BOLD}--- target~=${target_steps} steps (n=${n} iterations) ---${NC}"
 
     if $RUN_LAMBDA; then
         local input_file="$TMP_DIR/lambda_${n}.bin"
@@ -361,7 +372,7 @@ run_one() {
 
         echo -e "  ${GREEN}[Lambda VM] Proving...${NC}"
         local lambda_output
-        if ! lambda_output=$("$CLI" prove "$LAMBDA_ELF" -o "$proof_file" --private-input "$input_file" --time 2>"$stderr_file"); then
+        if ! lambda_output=$("$CLI" prove "$LAMBDA_ELF" -o "$proof_file" --private-input "$input_file" --time --cycles 2>"$stderr_file"); then
             echo -e "  ${RED}[Lambda VM] FAILED:${NC}"
             cat "$stderr_file"
             exit 1
@@ -369,13 +380,21 @@ run_one() {
         rm -f "$proof_file"
 
         lambda_time=$(echo "$lambda_output" | grep -o 'Proving time: [0-9.]*s' | grep -o '[0-9.]*')
+        lambda_cycles=$(echo "$lambda_output" | grep -o 'Cycles: [0-9]*' | grep -o '[0-9]*')
         if [ -z "$lambda_time" ]; then
             echo -e "  ${RED}[Lambda VM] FAILED: could not parse proving time${NC}"
             printf "%s\n" "$lambda_output"
             exit 1
         fi
+        if [ -z "$lambda_cycles" ]; then
+            lambda_cycles="n/a"
+        fi
 
-        echo -e "  Lambda VM: ${BOLD}${lambda_time}s${NC}"
+        if [ "$lambda_cycles" != "n/a" ]; then
+            echo -e "  Lambda VM: ${BOLD}${lambda_time}s${NC} (${lambda_cycles} cycles)"
+        else
+            echo -e "  Lambda VM: ${BOLD}${lambda_time}s${NC}"
+        fi
 
         if [ -n "$REPORT_DIR" ]; then
             printf "%s\n" "$lambda_output" > "$REPORT_DIR/raw/lambda_${n}.stdout"
@@ -411,30 +430,45 @@ run_one() {
         ratio=$(LC_NUMERIC=C awk -v lambda="$lambda_time" -v sp1="$sp1_time" 'BEGIN { printf "%.3f", lambda / sp1 }')
     fi
 
+    # Axis selection per prover: use measured cycles when available, otherwise
+    # fall back to the approximated target_steps.
+    local lambda_axis="$target_steps"
+    if [ "$lambda_cycles" != "n/a" ]; then
+        lambda_axis="$lambda_cycles"
+    fi
+    local sp1_axis="$target_steps"
+    if [ "$sp1_cycles" != "n/a" ]; then
+        sp1_axis="$sp1_cycles"
+    fi
+
     if [ "$lambda_time" != "n/a" ]; then
-        LAMBDA_PROJECTION_STEPS+=("$target_steps")
+        LAMBDA_PROJECTION_STEPS+=("$lambda_axis")
         LAMBDA_TIMES+=("$lambda_time")
     fi
     if [ "$sp1_time" != "n/a" ]; then
-        SP1_PROJECTION_STEPS+=("$target_steps")
+        SP1_PROJECTION_STEPS+=("$sp1_axis")
         SP1_TIMES+=("$sp1_time")
     fi
 
     RESULT_TARGET_STEPS+=("$target_steps")
     RESULT_ITERATIONS+=("$n")
-    RESULT_PROJECTION_STEPS+=("$projection_steps")
     RESULT_LAMBDA+=("$lambda_time")
+    RESULT_LAMBDA_AXIS+=("$lambda_axis")
+    RESULT_LAMBDA_CYCLES+=("$lambda_cycles")
     RESULT_SP1+=("$sp1_time")
+    RESULT_SP1_AXIS+=("$sp1_axis")
     RESULT_SP1_CYCLES+=("$sp1_cycles")
     RESULT_RATIO+=("$ratio")
 
     if [ -n "$REPORT_DIR" ]; then
-        printf "%s\t%s\t%s\t%s\t%s\t%s\t%s\n" \
+        printf "%s\t%s\t%s\t%s\t%s\t%s\t%s\t%s\t%s\n" \
             "$target_steps" \
             "$n" \
-            "$projection_steps" \
             "$lambda_time" \
+            "$lambda_axis" \
+            "$lambda_cycles" \
             "$sp1_time" \
+            "$sp1_axis" \
             "$sp1_cycles" \
             "$ratio" >> "$REPORT_DIR/results.tsv"
     fi
@@ -469,7 +503,7 @@ compute_projection() {
     fi
 
     read -r slope intercept r2 <<< "$(fit_series "$steps_slash" "$times_slash")"
-    projected_s=$(project_series "$slope" "$intercept" "$TARGET_STEPS")
+    projected_s=$(project_series "$slope" "$intercept" "$TARGET_CYCLES")
     projected_h=$(format_hours "$projected_s")
 
     case "$label" in
@@ -505,20 +539,21 @@ echo -e "Program: Fibonacci (u64 wrapping)"
 echo ""
 
 if $RUN_LAMBDA && $RUN_SP1; then
-    printf "  %-12s  %-12s  %12s  %12s  %12s  %8s\n" "Target steps" "Iterations" "Lambda VM" "SP1 v6" "SP1 cycles" "Ratio"
-    printf "  %-12s  %-12s  %12s  %12s  %12s  %8s\n" "------------" "----------" "---------" "------" "----------" "-----"
+    printf "  %-12s  %-12s  %14s  %14s  %14s  %14s  %8s\n" "Target steps" "Iterations" "Lambda (s)" "Lambda cycles" "SP1 (s)" "SP1 cycles" "Ratio"
+    printf "  %-12s  %-12s  %14s  %14s  %14s  %14s  %8s\n" "------------" "----------" "----------" "-------------" "-------" "----------" "-----"
 elif $RUN_LAMBDA; then
-    printf "  %-12s  %-12s  %12s\n" "Target steps" "Iterations" "Lambda VM"
-    printf "  %-12s  %-12s  %12s\n" "------------" "----------" "---------"
+    printf "  %-12s  %-12s  %14s  %14s\n" "Target steps" "Iterations" "Lambda (s)" "Lambda cycles"
+    printf "  %-12s  %-12s  %14s  %14s\n" "------------" "----------" "----------" "-------------"
 else
-    printf "  %-12s  %-12s  %12s  %12s\n" "Target steps" "Iterations" "SP1 v6" "SP1 cycles"
-    printf "  %-12s  %-12s  %12s  %12s\n" "------------" "----------" "------" "----------"
+    printf "  %-12s  %-12s  %14s  %14s\n" "Target steps" "Iterations" "SP1 (s)" "SP1 cycles"
+    printf "  %-12s  %-12s  %14s  %14s\n" "------------" "----------" "-------" "----------"
 fi
 
 for i in "${!RESULT_ITERATIONS[@]}"; do
     target_steps="${RESULT_TARGET_STEPS[$i]}"
     n="${RESULT_ITERATIONS[$i]}"
     lambda_time="${RESULT_LAMBDA[$i]}"
+    lambda_cycles="${RESULT_LAMBDA_CYCLES[$i]}"
     sp1_time="${RESULT_SP1[$i]}"
     sp1_cycles="${RESULT_SP1_CYCLES[$i]}"
     ratio="${RESULT_RATIO[$i]}"
@@ -531,19 +566,20 @@ for i in "${!RESULT_ITERATIONS[@]}"; do
             else
                 ratio_colored="${GREEN}${ratio_colored}${NC}"
             fi
-            printf "  %-12s  %-12s  %11ss  %11ss  %12s  " "$target_steps" "$n" "$lambda_time" "$sp1_time" "$sp1_cycles"
+            printf "  %-12s  %-12s  %13ss  %14s  %13ss  %14s  " "$target_steps" "$n" "$lambda_time" "$lambda_cycles" "$sp1_time" "$sp1_cycles"
             echo -e "$ratio_colored"
         else
-            printf "  %-12s  %-12s  %12s  %12s  %12s  %8s\n" "$target_steps" "$n" "${lambda_time}s" "${sp1_time}s" "$sp1_cycles" "-"
+            printf "  %-12s  %-12s  %14s  %14s  %14s  %14s  %8s\n" "$target_steps" "$n" "${lambda_time}s" "$lambda_cycles" "${sp1_time}s" "$sp1_cycles" "-"
         fi
     elif $RUN_LAMBDA; then
-        printf "  %-12s  %-12s  %11ss\n" "$target_steps" "$n" "$lambda_time"
+        printf "  %-12s  %-12s  %13ss  %14s\n" "$target_steps" "$n" "$lambda_time" "$lambda_cycles"
     else
-        printf "  %-12s  %-12s  %11ss  %12s\n" "$target_steps" "$n" "$sp1_time" "$sp1_cycles"
+        printf "  %-12s  %-12s  %13ss  %14s\n" "$target_steps" "$n" "$sp1_time" "$sp1_cycles"
     fi
 done
 
 echo ""
+echo -e "Timing window covers single-shot end-to-end proving; SP1 includes setup; both exclude verification."
 if $RUN_LAMBDA && $RUN_SP1; then
     echo -e "Green ratio = Lambda VM faster, Red = SP1 faster"
 fi
@@ -551,14 +587,14 @@ echo "Raw data in $TMP_DIR/"
 
 if [ -n "$LAMBDA_PROJECTED_S" ] || [ -n "$SP1_PROJECTED_S" ]; then
     echo ""
-    echo -e "${BOLD}=== Linear Projection to ${TARGET_STEPS} Workload Steps ===${NC}"
-    echo "  Axis: target workload steps"
-    echo "  Note: when using iterations input, target steps are approximated as ${APPROX_STEPS_PER_ITERATION} * n"
+    echo -e "${BOLD}=== Linear Projection to ${TARGET_CYCLES} Cycles ===${NC}"
+    echo "  Axis: measured dynamic instruction count per prover (cycles). When cycle data is"
+    echo "        unavailable the script falls back to target_workload_steps ~= ${APPROX_STEPS_PER_ITERATION} * n."
     if [ -n "$LAMBDA_PROJECTED_S" ]; then
-        echo "  Lambda VM: ${LAMBDA_PROJECTED_S}s (${LAMBDA_PROJECTED_H}h), R²=${LAMBDA_R2}"
+        echo "  Lambda VM: ${LAMBDA_PROJECTED_S}s (${LAMBDA_PROJECTED_H}h), R2=${LAMBDA_R2}"
     fi
     if [ -n "$SP1_PROJECTED_S" ]; then
-        echo "  SP1 v6:    ${SP1_PROJECTED_S}s (${SP1_PROJECTED_H}h), R²=${SP1_R2}"
+        echo "  SP1 v6:    ${SP1_PROJECTED_S}s (${SP1_PROJECTED_H}h), R2=${SP1_R2}"
     fi
 fi
 
@@ -571,10 +607,13 @@ if [ -n "$REPORT_DIR" ]; then
         echo "target_steps_series=$(join_slash "${RESULT_TARGET_STEPS[@]}")"
         echo "iterations=$(join_slash "${RESULT_ITERATIONS[@]}")"
         echo "projection_axis=$PROJECTION_AXIS"
-        echo "target_steps=$TARGET_STEPS"
-        echo "projection_steps=$(join_slash "${RESULT_PROJECTION_STEPS[@]}")"
+        echo "timing_window=setup_plus_end_to_end_prove_no_verify"
+        echo "target_cycles=$TARGET_CYCLES"
         echo "lambda_times=$(join_slash "${RESULT_LAMBDA[@]}")"
+        echo "lambda_axis_values=$(join_slash "${RESULT_LAMBDA_AXIS[@]}")"
+        echo "lambda_cycles=$(join_slash "${RESULT_LAMBDA_CYCLES[@]}")"
         echo "sp1_times=$(join_slash "${RESULT_SP1[@]}")"
+        echo "sp1_axis_values=$(join_slash "${RESULT_SP1_AXIS[@]}")"
         echo "sp1_cycles=$(join_slash "${RESULT_SP1_CYCLES[@]}")"
         echo "ratios=$(join_slash "${RESULT_RATIO[@]}")"
         if [ -n "$LAMBDA_PROJECTED_S" ]; then
@@ -596,25 +635,27 @@ if [ -n "$REPORT_DIR" ]; then
     {
         echo "# Lambda VM vs SP1 v6 Benchmark"
         echo
-        echo "Projection axis: \`$PROJECTION_AXIS\`"
+        echo "Timing window: \`single-shot end-to-end prove\` (SP1 includes setup; both exclude verification and recursion)."
+        echo
+        echo "Projection axis: \`$PROJECTION_AXIS\` (measured dynamic instruction count per prover)."
         echo
-        echo "| Target steps | Iterations | Projection steps | Lambda VM (s) | SP1 v6 (s) | SP1 cycles | Ratio |"
-        echo "|-------------:|-----------:|-----------------:|--------------:|-----------:|-----------:|------:|"
+        echo "| Target steps | Iterations | Lambda VM (s) | Lambda cycles | SP1 v6 (s) | SP1 cycles | Ratio |"
+        echo "|-------------:|-----------:|--------------:|--------------:|-----------:|-----------:|------:|"
         for i in "${!RESULT_ITERATIONS[@]}"; do
             printf "| %s | %s | %s | %s | %s | %s | %s |\n" \
                 "${RESULT_TARGET_STEPS[$i]}" \
                 "${RESULT_ITERATIONS[$i]}" \
-                "${RESULT_PROJECTION_STEPS[$i]}" \
                 "${RESULT_LAMBDA[$i]}" \
+                "${RESULT_LAMBDA_CYCLES[$i]}" \
                 "${RESULT_SP1[$i]}" \
                 "${RESULT_SP1_CYCLES[$i]}" \
                 "${RESULT_RATIO[$i]}"
         done
         echo
-        echo "## Linear Projection to ${TARGET_STEPS} Workload Steps"
+        echo "## Linear Projection to ${TARGET_CYCLES} Cycles"
         echo
-        echo "| Prover | Slope (s / 1M workload steps) | Intercept (s) | R² | Projected @ ${TARGET_STEPS} (s) | Projected @ ${TARGET_STEPS} (h) |"
-        echo "|--------|-------------------------------:|--------------:|---:|------------------------------:|------------------------------:|"
+        echo "| Prover | Slope (s / 1M cycles) | Intercept (s) | R2 | Projected @ ${TARGET_CYCLES} (s) | Projected @ ${TARGET_CYCLES} (h) |"
+        echo "|--------|----------------------:|--------------:|---:|------------------------------:|------------------------------:|"
         if [ -n "$LAMBDA_PROJECTED_S" ]; then
             printf "| Lambda VM | %s | %s | %s | %s | %s |\n" \
                 "$LAMBDA_SLOPE" \
diff --git a/bench_vs/sp1/fibonacci/script/src/main.rs b/bench_vs/sp1/fibonacci/script/src/main.rs
index 761d0c911..85730518a 100644
--- a/bench_vs/sp1/fibonacci/script/src/main.rs
+++ b/bench_vs/sp1/fibonacci/script/src/main.rs
@@ -17,18 +17,20 @@ fn main() {
     let mut stdin = SP1Stdin::new();
     stdin.write(&n);
 
-    // Setup
-    let pk = client.setup(FIB_ELF.clone()).expect("setup failed");
-
-    // Execute for cycle count
+    // Cycle count — executed *before* the timer starts, matching Lambda's
+    // pre-pass for symmetry. This costs extra wall-clock but does not inflate
+    // the measured proving time.
     let (_, report) = client
         .execute(FIB_ELF.clone(), stdin.clone())
         .run()
         .unwrap();
     println!("Cycles: {}", report.total_instruction_count());
 
-    // Core proof (no recursion)
+    // Timed window: end-to-end single-shot proving, including `setup`
+    // (verifying-key derivation) and the `core` proof itself. No recursion /
+    // compression, no verification.
     let start = Instant::now();
+    let pk = client.setup(FIB_ELF.clone()).expect("setup failed");
     let proof = client
         .prove(&pk, stdin)
         .core()
@@ -38,7 +40,7 @@ fn main() {
 
     println!("Proving time: {:.3}s", elapsed.as_secs_f64());
 
-    // Verify
+    // Verify (outside the timer, same as Lambda).
     client
         .verify(&proof, pk.verifying_key(), None)
         .expect("verify failed");
diff --git a/bin/cli/src/main.rs b/bin/cli/src/main.rs
index 3a1917a32..162a201ef 100644
--- a/bin/cli/src/main.rs
+++ b/bin/cli/src/main.rs
@@ -128,9 +128,13 @@ enum Commands {
         #[arg(long)]
         blowup: Option<u8>,
 
-        /// Print timing breakdown
+        /// Print proving time
         #[arg(long)]
         time: bool,
+
+        /// Execute one pre-pass outside the timer and print dynamic instruction count
+        #[arg(long)]
+        cycles: bool,
     },
 
     /// Verify a proof bundle
@@ -168,7 +172,8 @@ fn main() -> ExitCode {
             private_input,
             blowup,
             time,
-        } => cmd_prove(elf, output, private_input, blowup, time),
+            cycles,
+        } => cmd_prove(elf, output, private_input, blowup, time, cycles),
         Commands::Verify {
             proof,
             elf,
@@ -290,6 +295,7 @@ fn cmd_prove(
     private_input_path: Option<PathBuf>,
     blowup: Option<u8>,
     time: bool,
+    cycles: bool,
 ) -> ExitCode {
     eprintln!("Reading ELF file...");
     let elf_data = match std::fs::read(&elf_path) {
@@ -308,6 +314,35 @@ fn cmd_prove(
         }
     };
 
+    // Pre-pass: execute once outside the timer to count dynamic instructions.
+    // Mirrors SP1's cycle-count pass so both provers report the same kind of
+    // number without inflating the measured proving time.
+    let cycle_count = if cycles {
+        let program = match Elf::load(&elf_data) {
+            Ok(p) => p,
+            Err(e) => {
+                eprintln!("Failed to load ELF for cycle count: {:?}", e);
+                return ExitCode::FAILURE;
+            }
+        };
+        let executor = match Executor::new(&program, private_inputs.clone()) {
+            Ok(e) => e,
+            Err(e) => {
+                eprintln!("Failed to create executor for cycle count: {:?}", e);
+                return ExitCode::FAILURE;
+            }
+        };
+        match executor.run() {
+            Ok(result) => Some(result.logs.len() as u64),
+            Err(e) => {
+                eprintln!("Execution failed during cycle count: {:?}", e);
+                return ExitCode::FAILURE;
+            }
+        }
+    } else {
+        None
+    };
+
     #[cfg(feature = "jemalloc-stats")]
     let tracker = heap_tracker::HeapTracker::start();
 
@@ -370,6 +405,9 @@ fn cmd_prove(
     }
 
     eprintln!("Proof written to {:?}", output_path);
+    if let Some(c) = cycle_count {
+        println!("Cycles: {}", c);
+    }
     if time {
         println!("Proving time: {:.3}s", prove_elapsed.as_secs_f64());
     }

From 1e1459e0e3e34fa0a329af25666d4de52d2daabf Mon Sep 17 00:00:00 2001
From: jotabulacios <jbulacios@fi.uba.ar>
Date: Tue, 14 Apr 2026 15:06:54 -0300
Subject: [PATCH 14/14] Fix grep pipefail in   bench_vs/run.sh by switching to
 sed

---
 bench_vs/run.sh | 24 ++++++++++++++++++++----
 1 file changed, 20 insertions(+), 4 deletions(-)

diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index f72f3731e..3784c6357 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -257,6 +257,22 @@ with open(path, "wb") as fh:
 PY
 }
 
+extract_proving_time() {
+    sed -nE '/Proving time: [0-9.]+s/ {
+        s/.*Proving time: ([0-9.]+)s.*/\1/
+        p
+        q
+    }'
+}
+
+extract_cycles() {
+    sed -nE '/Cycles: [0-9]+/ {
+        s/.*Cycles: ([0-9]+).*/\1/
+        p
+        q
+    }'
+}
+
 echo -e "${BOLD}=== Fibonacci Benchmark: Lambda VM vs SP1 v6 ===${NC}"
 echo -e "Series mode: ${YELLOW}${SERIES_MODE}${NC}"
 echo -e "Requested series: ${YELLOW}${SERIES[*]}${NC}"
@@ -379,8 +395,8 @@ run_one() {
         fi
         rm -f "$proof_file"
 
-        lambda_time=$(echo "$lambda_output" | grep -o 'Proving time: [0-9.]*s' | grep -o '[0-9.]*')
-        lambda_cycles=$(echo "$lambda_output" | grep -o 'Cycles: [0-9]*' | grep -o '[0-9]*')
+        lambda_time=$(printf "%s\n" "$lambda_output" | extract_proving_time)
+        lambda_cycles=$(printf "%s\n" "$lambda_output" | extract_cycles)
         if [ -z "$lambda_time" ]; then
             echo -e "  ${RED}[Lambda VM] FAILED: could not parse proving time${NC}"
             printf "%s\n" "$lambda_output"
@@ -411,8 +427,8 @@ run_one() {
             exit 1
         fi
 
-        sp1_time=$(grep -o 'Proving time: [0-9.]*s' "$sp1_output_file" | grep -o '[0-9.]*')
-        sp1_cycles=$(grep -o 'Cycles: [0-9]*' "$sp1_output_file" | grep -o '[0-9]*')
+        sp1_time=$(extract_proving_time < "$sp1_output_file")
+        sp1_cycles=$(extract_cycles < "$sp1_output_file")
         if [ -z "$sp1_time" ] || [ -z "$sp1_cycles" ]; then
             echo -e "  ${RED}[SP1 v6] FAILED: could not parse output${NC}"
             cat "$sp1_output_file"