diff --git a/.github/workflows/bench-vs-nightly.yml b/.github/workflows/bench-vs-nightly.yml
index 68f8d5fac..9c1d928c3 100644
--- a/.github/workflows/bench-vs-nightly.yml
+++ b/.github/workflows/bench-vs-nightly.yml
@@ -33,10 +33,10 @@ jobs:
       - name: Install SP1 toolchain
         run: |
           export PATH="$HOME/.cargo/bin:$HOME/.sp1/bin:$PATH"
-          if ! cargo prove --version >/dev/null 2>&1; then
+          if ! cargo prove --version 2>/dev/null | grep -qE '\b6\.0\.1\b'; then
             curl -L https://sp1up.succinct.xyz | bash
             export PATH="$HOME/.sp1/bin:$PATH"
-            sp1up
+            sp1up --version v6.0.1
           fi
           cargo prove --version
 
diff --git a/bench_vs/run.sh b/bench_vs/run.sh
index 3784c6357..fef31ec4a 100755
--- a/bench_vs/run.sh
+++ b/bench_vs/run.sh
@@ -1,4 +1,4 @@
-#!/bin/bash
+#!/usr/bin/env bash
 # Benchmark: Lambda VM vs SP1 v6 — Fibonacci proving time comparison.
 #
 # Usage: ./bench_vs/run.sh [-n 1000 50000 100000 | --steps 1000000 2000000]
diff --git a/bench_vs/run_elements.sh b/bench_vs/run_elements.sh
new file mode 100755
index 000000000..3a7d39138
--- /dev/null
+++ b/bench_vs/run_elements.sh
@@ -0,0 +1,396 @@
+#!/usr/bin/env bash
+# Compare main-trace field elements: Lambda VM vs SP1 v6 vs SP1 v5 — Fibonacci.
+#
+# "Field elements to prove" = sum over all AIR tables of (padded_rows × num_columns).
+# More elements = larger trace = more work for the prover.
+#
+# Usage: ./bench_vs/run_elements.sh [-n 100000 200000 400000]
+#                                   [--lambda-only | --sp1-only]
+#                                   [--report-dir DIR] [--no-color]
+#
+# Prerequisites:
+#   - Lambda VM CLI build dependencies available
+#   - SP1 toolchain installed (sp1up)
+#   - Rust stable installed
+#   - python3 installed
+
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+ROOT_DIR="$(cd "$SCRIPT_DIR/.." && pwd)"
+TMP_DIR="/tmp/bench_elements_fib"
+REPORT_DIR=""
+NO_COLOR=false
+
+BOLD='\033[1m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+RED='\033[0;31m'
+NC='\033[0m'
+
+# --- Default series ---------------------------------------------------------
+DEFAULT_SERIES=(100000 200000 400000)
+SERIES=()
+RUN_LAMBDA=true
+RUN_SP1=true
+
+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
+            ;;
+        --report-dir)
+            if [[ $# -lt 2 ]]; then echo "--report-dir requires an argument"; exit 1; fi
+            REPORT_DIR=$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]"
+            exit 0
+            ;;
+        *)
+            echo "Unknown option: $1"; exit 1 ;;
+    esac
+done
+
+if ! $RUN_LAMBDA && ! $RUN_SP1; then
+    echo "At least one prover must be enabled"
+    exit 1
+fi
+
+if [ ${#SERIES[@]} -eq 0 ]; then
+    SERIES=("${DEFAULT_SERIES[@]}")
+fi
+
+for value in "${SERIES[@]}"; do
+    if ! [[ "$value" =~ ^[0-9]+$ ]] || [ "$value" -le 0 ]; then
+        echo "Invalid series value: $value (must be a positive integer)"
+        exit 1
+    fi
+done
+
+if $NO_COLOR; then
+    BOLD=''
+    GREEN=''
+    YELLOW=''
+    RED=''
+    NC=''
+fi
+
+mkdir -p "$TMP_DIR"
+rm -rf "$TMP_DIR"/*
+
+if [ -n "$REPORT_DIR" ]; then
+    mkdir -p "$REPORT_DIR/raw"
+fi
+
+# --- Paths ------------------------------------------------------------------
+CLI="$ROOT_DIR/target/release/cli"
+LAMBDA_DIR="$SCRIPT_DIR/lambda/fibonacci"
+TARGET_SPEC="$ROOT_DIR/executor/programs/riscv64im-lambda-vm-elf.json"
+LAMBDA_ELF="$LAMBDA_DIR/target/riscv64im-lambda-vm-elf/release/fibonacci-bench"
+
+SP1_V6_DIR="$SCRIPT_DIR/sp1/fibonacci"
+SP1_V6_BIN="$SP1_V6_DIR/target/release/fibonacci-script"
+
+SP1_V5_DIR="$SCRIPT_DIR/sp1_v5/fibonacci"
+SP1_V5_BIN="$SP1_V5_DIR/target/release/fibonacci-script-v5"
+SP1_V5_GUEST_ELF="$SP1_V5_DIR/target/riscv32im-succinct-zkvm-elf/release/fibonacci-program-v5"
+
+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
+}
+
+extract_elements() {
+    sed -nE '/Elements: [0-9]+/ {
+        s/.*Elements: ([0-9]+).*/\1/
+        p
+        q
+    }'
+}
+
+extract_aux_elements() {
+    sed -nE '/Aux elements \(EF-cols\): [0-9]+/ {
+        s/.*Aux elements \(EF-cols\): ([0-9]+).*/\1/
+        p
+        q
+    }'
+}
+
+# Format Lambda/SP1 ratio as +3.6x (Lambda bigger) or -3.6x (Lambda smaller).
+# Always shows how many times larger the bigger side is, with sign indicating direction.
+format_ratio() {
+    local num=$1 den=$2
+    if [ "$num" = "n/a" ] || [ "$den" = "n/a" ]; then
+        echo "n/a"
+        return
+    fi
+    python3 -c "
+den = $den
+if den == 0: print('n/a')
+else:
+    r = $num / den
+    print(f'+{r:.1f}x' if r >= 1 else f'-{1/r:.1f}x')
+"
+}
+
+# Format an integer with thousands separators.
+fmt_num() {
+    [ "$1" = "n/a" ] && { echo "n/a"; return; }
+    python3 -c "print(f'{$1:,}')"
+}
+
+# --- Build ------------------------------------------------------------------
+echo -e "${BOLD}=== Building all provers ===${NC}"
+
+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
+
+    echo -e "${GREEN}[Lambda VM] Building fibonacci ELF...${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
+
+if $RUN_SP1; then
+    echo -e "${GREEN}[SP1 v6] Building fibonacci prover...${NC}"
+    (cd "$SP1_V6_DIR" && cargo build --release 2>&1 | tail -5)
+    if [ ! -f "$SP1_V6_BIN" ]; then
+        echo -e "${RED}[SP1 v6] Build failed — fibonacci-script binary not found${NC}"
+        exit 1
+    fi
+
+    echo -e "${GREEN}[SP1 v5] Building guest ELF (riscv32)...${NC}"
+    # Replicate sp1-build 5.2.4 flags, omitting the two broken llvm-args
+    # (-misched-prera/postra-direction) that are invalid in the updated LLVM.
+    # CARGO_ENCODED_RUSTFLAGS uses ASCII field-separator (0x1f) between entries.
+    _SEP=$'\x1f'
+    _V5_FLAGS="-C${_SEP}passes=lower-atomic${_SEP}-C${_SEP}link-arg=-Ttext=0x00201000${_SEP}-C${_SEP}link-arg=--image-base=0x00200800${_SEP}-C${_SEP}panic=abort${_SEP}--cfg${_SEP}getrandom_backend=\"custom\""
+    (
+        cd "$SP1_V5_DIR/program" && \
+        CARGO_ENCODED_RUSTFLAGS="$_V5_FLAGS" \
+        CFLAGS_riscv32im_succinct_zkvm_elf="-D__ILP32__" \
+        RUSTC_BOOTSTRAP=1 \
+        cargo +succinct build --release \
+            --target riscv32im-succinct-zkvm-elf \
+            -Ztrim-paths 2>&1 | tail -5
+    )
+    if [ ! -f "$SP1_V5_GUEST_ELF" ]; then
+        echo -e "${RED}[SP1 v5] Build failed — fibonacci-program-v5 ELF not found${NC}"
+        exit 1
+    fi
+
+    echo -e "${GREEN}[SP1 v5] Building fibonacci prover...${NC}"
+    (cd "$SP1_V5_DIR/script" && cargo build --release 2>&1 | tail -5)
+    if [ ! -f "$SP1_V5_BIN" ]; then
+        echo -e "${RED}[SP1 v5] Build failed — fibonacci-script-v5 binary not found${NC}"
+        exit 1
+    fi
+fi
+
+echo ""
+echo -e "${BOLD}=== Counting field elements: Lambda VM vs SP1 v6 vs SP1 v5 ===${NC}"
+echo -e "Series: ${YELLOW}${SERIES[*]}${NC}"
+echo ""
+
+# --- Results arrays ---------------------------------------------------------
+RESULT_N=()
+RESULT_LAMBDA=()
+RESULT_LAMBDA_AUX=()
+RESULT_SP1_V6=()
+RESULT_SP1_V5=()
+RESULT_SP1_V5_AUX=()
+
+for n in "${SERIES[@]}"; do
+    echo -e "${BOLD}--- n = $n iterations ---${NC}"
+    input_file="$TMP_DIR/input_${n}.bin"
+    write_u64_le "$n" "$input_file"
+
+    lambda_elems="n/a"
+    lambda_aux="n/a"
+    sp1v6_elems="n/a"
+    sp1v5_elems="n/a"
+    sp1v5_aux="n/a"
+
+    if $RUN_LAMBDA; then
+        echo -e "  ${GREEN}[Lambda VM] Counting elements...${NC}"
+        lambda_out_file="$TMP_DIR/lambda_${n}.out"
+        if "$CLI" count-elements "$LAMBDA_ELF" --private-input "$input_file" > "$lambda_out_file" 2>&1; then
+            lambda_elems=$(extract_elements < "$lambda_out_file")
+            lambda_aux=$(extract_aux_elements < "$lambda_out_file")
+            if [ -z "$lambda_elems" ]; then
+                echo -e "  ${RED}[Lambda VM] FAILED to parse element count${NC}"
+                exit 1
+            fi
+            echo -e "  Lambda VM: ${BOLD}${lambda_elems}${NC} main elements"
+            if [ -z "$lambda_aux" ]; then
+                echo -e "  ${RED}[Lambda VM] FAILED to parse aux element count${NC}"
+                exit 1
+            fi
+            echo -e "  Lambda VM: ${BOLD}${lambda_aux}${NC} aux elements (EF-cols)"
+        else
+            echo -e "  ${RED}[Lambda VM] FAILED${NC}"
+            cat "$lambda_out_file"
+            exit 1
+        fi
+        if [ -n "$REPORT_DIR" ]; then
+            cp "$lambda_out_file" "$REPORT_DIR/raw/lambda_${n}.out"
+        fi
+    fi
+
+    if $RUN_SP1; then
+        echo -e "  ${GREEN}[SP1 v6] Proving to extract element count...${NC}"
+        sp1v6_out_file="$TMP_DIR/sp1v6_${n}.out"
+        if "$SP1_V6_BIN" "$n" > "$sp1v6_out_file" 2>&1; then
+            sp1v6_elems=$(extract_elements < "$sp1v6_out_file")
+            if [ -z "$sp1v6_elems" ]; then
+                echo -e "  ${RED}[SP1 v6] FAILED to parse element count${NC}"
+                exit 1
+            fi
+            echo -e "  SP1 v6:    ${BOLD}${sp1v6_elems}${NC} elements"
+        else
+            echo -e "  ${RED}[SP1 v6] FAILED${NC}"
+            cat "$sp1v6_out_file"
+            exit 1
+        fi
+        if [ -n "$REPORT_DIR" ]; then
+            cp "$sp1v6_out_file" "$REPORT_DIR/raw/sp1v6_${n}.out"
+        fi
+
+        echo -e "  ${GREEN}[SP1 v5] Proving to extract element count...${NC}"
+        sp1v5_out_file="$TMP_DIR/sp1v5_${n}.out"
+        if "$SP1_V5_BIN" "$SP1_V5_GUEST_ELF" "$n" > "$sp1v5_out_file" 2>&1; then
+            sp1v5_elems=$(extract_elements < "$sp1v5_out_file")
+            sp1v5_aux=$(extract_aux_elements < "$sp1v5_out_file")
+            if [ -z "$sp1v5_elems" ]; then
+                echo -e "  ${RED}[SP1 v5] FAILED to parse element count${NC}"
+                exit 1
+            fi
+            echo -e "  SP1 v5:    ${BOLD}${sp1v5_elems}${NC} main elements"
+            if [ -z "$sp1v5_aux" ]; then
+                echo -e "  ${RED}[SP1 v5] FAILED to parse aux element count${NC}"
+                exit 1
+            fi
+            echo -e "  SP1 v5:    ${BOLD}${sp1v5_aux}${NC} aux elements (EF-cols)"
+        else
+            echo -e "  ${RED}[SP1 v5] FAILED${NC}"
+            cat "$sp1v5_out_file"
+            exit 1
+        fi
+        if [ -n "$REPORT_DIR" ]; then
+            cp "$sp1v5_out_file" "$REPORT_DIR/raw/sp1v5_${n}.out"
+        fi
+    fi
+
+    RESULT_N+=("$n")
+    RESULT_LAMBDA+=("$lambda_elems")
+    RESULT_LAMBDA_AUX+=("$lambda_aux")
+    RESULT_SP1_V6+=("$sp1v6_elems")
+    RESULT_SP1_V5+=("$sp1v5_elems")
+    RESULT_SP1_V5_AUX+=("$sp1v5_aux")
+    echo ""
+done
+
+# --- Summary tables ---------------------------------------------------------
+W_N=13; W_E=18; W_R=11
+
+print_main_table() {
+    echo "=== Summary: Main-Trace Field Elements (base field, rows × cols) ==="
+    echo "  Program : Fibonacci (u64 wrapping)"
+    echo "  Metric  : sum of padded_rows × num_columns across all AIR tables"
+    echo "  Fields  : Lambda VM = Goldilocks 64-bit | SP1 = BabyBear 32-bit"
+    echo ""
+    printf "  %-${W_N}s  %${W_E}s  %${W_E}s  %${W_E}s  %${W_R}s  %${W_R}s\n" \
+        "Fibonacci n" "Lambda VM" "SP1 v6" "SP1 v5" "vs SP1 v6" "vs SP1 v5"
+    printf "  %-${W_N}s  %${W_E}s  %${W_E}s  %${W_E}s  %${W_R}s  %${W_R}s\n" \
+        "-------------" "------------------" "------------------" "------------------" "-----------" "-----------"
+    for i in "${!RESULT_N[@]}"; do
+        lam="${RESULT_LAMBDA[$i]}"
+        v6="${RESULT_SP1_V6[$i]}"
+        v5="${RESULT_SP1_V5[$i]}"
+        printf "  %-${W_N}s  %${W_E}s  %${W_E}s  %${W_E}s  %${W_R}s  %${W_R}s\n" \
+            "$(fmt_num "${RESULT_N[$i]}")" \
+            "$(fmt_num "$lam")" \
+            "$(fmt_num "$v6")" \
+            "$(fmt_num "$v5")" \
+            "$(format_ratio "$lam" "$v6")" \
+            "$(format_ratio "$lam" "$v5")"
+    done
+    echo ""
+    echo "  +Nx = Lambda has N× more elements than SP1"
+    echo "  -Nx = SP1 has N× more elements than Lambda"
+    echo ""
+}
+
+print_aux_table() {
+    echo "=== Summary: Aux-Trace Field Elements (EF columns × rows) ==="
+    echo "  Metric  : sum of padded_rows × committed_EF_columns across all AIR tables"
+    echo "  Unit    : EF columns (Lambda VM = ⌈bus_interactions/2⌉, SP1 v5 = permutation_width)"
+    echo "  Fields  : Lambda VM = Goldilocks cubic EF (3 BF/EF) | SP1 v5 = BabyBear quartic EF (4 BF/EF)"
+    echo "  Note    : SP1 v6 has no committed interaction columns (GKR-based bus)"
+    echo ""
+    printf "  %-${W_N}s  %${W_E}s  %${W_E}s  %${W_R}s\n" \
+        "Fibonacci n" "Lambda VM" "SP1 v5" "vs SP1 v5"
+    printf "  %-${W_N}s  %${W_E}s  %${W_E}s  %${W_R}s\n" \
+        "-------------" "------------------" "------------------" "-----------"
+    for i in "${!RESULT_N[@]}"; do
+        lam_aux="${RESULT_LAMBDA_AUX[$i]}"
+        v5_aux="${RESULT_SP1_V5_AUX[$i]}"
+        printf "  %-${W_N}s  %${W_E}s  %${W_E}s  %${W_R}s\n" \
+            "$(fmt_num "${RESULT_N[$i]}")" \
+            "$(fmt_num "$lam_aux")" \
+            "$(fmt_num "$v5_aux")" \
+            "$(format_ratio "$lam_aux" "$v5_aux")"
+    done
+    echo ""
+    echo "  +Nx = Lambda has N× more aux elements than SP1 v5"
+    echo "  -Nx = SP1 v5 has N× more aux elements than Lambda"
+    echo ""
+}
+
+echo -e "${BOLD}$(print_main_table)${NC}"
+echo -e "${BOLD}$(print_aux_table)${NC}"
+echo "Raw outputs in $TMP_DIR/"
+
+if [ -n "$REPORT_DIR" ]; then
+    { print_main_table; print_aux_table; } > "$REPORT_DIR/summary.md"
+    echo "Report written to $REPORT_DIR/"
+fi
diff --git a/bench_vs/sp1/fibonacci/script/src/main.rs b/bench_vs/sp1/fibonacci/script/src/main.rs
index 85730518a..bfb40f5c7 100644
--- a/bench_vs/sp1/fibonacci/script/src/main.rs
+++ b/bench_vs/sp1/fibonacci/script/src/main.rs
@@ -40,6 +40,25 @@ fn main() {
 
     println!("Proving time: {:.3}s", elapsed.as_secs_f64());
 
+    // Count main-trace field elements from the proof shards.
+    // round 0 = preprocessed, round 1 = main trace.
+    let total_elements: usize = match &proof.proof {
+        sp1_sdk::SP1Proof::Core(shards) => shards
+            .iter()
+            .map(|shard| {
+                shard
+                    .evaluation_proof
+                    .row_counts_and_column_counts
+                    .get(1)
+                    .map(|round| round.iter().map(|&(r, c)| r * c).sum::<usize>())
+                    .unwrap_or(0)
+            })
+            .sum(),
+        _ => 0,
+    };
+    println!("Elements: {}", total_elements);
+
+
     // Verify (outside the timer, same as Lambda).
     client
         .verify(&proof, pk.verifying_key(), None)
diff --git a/bench_vs/sp1_v5/fibonacci/Cargo.lock b/bench_vs/sp1_v5/fibonacci/Cargo.lock
new file mode 100644
index 000000000..9590a1332
--- /dev/null
+++ b/bench_vs/sp1_v5/fibonacci/Cargo.lock
@@ -0,0 +1,5461 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
+[[package]]
+name = "addchain"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2e33f6a175ec6a9e0aca777567f9ff7c3deefc255660df887e7fa3585e9801d8"
+dependencies = [
+ "num-bigint 0.3.3",
+ "num-integer",
+ "num-traits",
+]
+
+[[package]]
+name = "addr2line"
+version = "0.25.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1b5d307320b3181d6d7954e663bd7c774a838b8220fe0593c86d9fb09f498b4b"
+dependencies = [
+ "gimli",
+]
+
+[[package]]
+name = "adler2"
+version = "2.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "320119579fcad9c21884f5c4861d16174d0e06250625266f50fe6898340abefa"
+
+[[package]]
+name = "ahash"
+version = "0.8.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
+dependencies = [
+ "cfg-if",
+ "once_cell",
+ "version_check",
+ "zerocopy",
+]
+
+[[package]]
+name = "aho-corasick"
+version = "1.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ddd31a130427c27518df266943a5308ed92d4b226cc639f5a8f1002816174301"
+dependencies = [
+ "memchr",
+]
+
+[[package]]
+name = "allocator-api2"
+version = "0.2.21"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "683d7910e743518b0e34f1186f92494becacb047c7b6bf616c96772180fef923"
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "de3b431b4e72cd8bd0ec7a50b4be18e73dab74de0dba180eef171055e5d5926e"
+dependencies = [
+ "bytes",
+ "cfg-if",
+ "const-hex",
+ "derive_more 2.1.1",
+ "itoa",
+ "paste",
+ "ruint",
+ "rustc-hash 2.1.2",
+ "sha3",
+]
+
+[[package]]
+name = "alloy-sol-macro"
+version = "1.5.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ab81bab693da9bb79f7a95b64b394718259fdd7e41dceeced4cad57cb71c4f6a"
+dependencies = [
+ "alloy-sol-macro-expander",
+ "alloy-sol-macro-input",
+ "proc-macro-error2",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "alloy-sol-macro-expander"
+version = "1.5.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "489f1620bb7e2483fb5819ed01ab6edc1d2f93939dce35a5695085a1afd1d699"
+dependencies = [
+ "alloy-sol-macro-input",
+ "const-hex",
+ "heck 0.5.0",
+ "indexmap",
+ "proc-macro-error2",
+ "proc-macro2",
+ "quote",
+ "sha3",
+ "syn 2.0.117",
+ "syn-solidity",
+]
+
+[[package]]
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diff --git a/bench_vs/sp1_v5/fibonacci/Cargo.toml b/bench_vs/sp1_v5/fibonacci/Cargo.toml
new file mode 100644
index 000000000..1a9ff328b
--- /dev/null
+++ b/bench_vs/sp1_v5/fibonacci/Cargo.toml
@@ -0,0 +1,4 @@
+[workspace]
+members = ["program", "script"]
+resolver = "2"
+
diff --git a/bench_vs/sp1_v5/fibonacci/program/Cargo.toml b/bench_vs/sp1_v5/fibonacci/program/Cargo.toml
new file mode 100644
index 000000000..85d33d093
--- /dev/null
+++ b/bench_vs/sp1_v5/fibonacci/program/Cargo.toml
@@ -0,0 +1,7 @@
+[package]
+name = "fibonacci-program-v5"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+sp1-zkvm = "5.2.4"
diff --git a/bench_vs/sp1_v5/fibonacci/program/src/main.rs b/bench_vs/sp1_v5/fibonacci/program/src/main.rs
new file mode 100644
index 000000000..571e157b3
--- /dev/null
+++ b/bench_vs/sp1_v5/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_v5/fibonacci/script/Cargo.toml b/bench_vs/sp1_v5/fibonacci/script/Cargo.toml
new file mode 100644
index 000000000..74904bbde
--- /dev/null
+++ b/bench_vs/sp1_v5/fibonacci/script/Cargo.toml
@@ -0,0 +1,8 @@
+[package]
+name = "fibonacci-script-v5"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+sp1-sdk = { version = "5.2.4", default-features = false }
+
diff --git a/bench_vs/sp1_v5/fibonacci/script/src/main.rs b/bench_vs/sp1_v5/fibonacci/script/src/main.rs
new file mode 100644
index 000000000..81da168a3
--- /dev/null
+++ b/bench_vs/sp1_v5/fibonacci/script/src/main.rs
@@ -0,0 +1,90 @@
+use sp1_sdk::{Prover, ProverClient, SP1Proof, SP1Stdin};
+use std::time::Instant;
+
+fn main() {
+    sp1_sdk::utils::setup_logger();
+
+    let mut args = std::env::args().skip(1);
+    let elf_path = args.next().expect("Usage: fibonacci-script-v5 <elf> <n>");
+    let n: u64 = args
+        .next()
+        .expect("Usage: fibonacci-script-v5 <elf> <n>")
+        .parse()
+        .expect("n must be a u64");
+
+    let elf = std::fs::read(&elf_path).expect("failed to read ELF");
+
+    let client = ProverClient::builder().cpu().build();
+    let mut stdin = SP1Stdin::new();
+    stdin.write(&n);
+
+    // Cycle count — outside the timer.
+    let (_, report) = client.execute(&elf, &stdin).run().unwrap();
+    println!("Cycles: {}", report.total_instruction_count());
+
+    // Timed window: setup + core proof only.
+    let start = Instant::now();
+    let (pk, vk) = client.setup(&elf);
+    let proof = client
+        .prove(&pk, &stdin)
+        .core()
+        .run()
+        .expect("prove failed");
+    let elapsed = start.elapsed();
+
+    println!("Proving time: {:.3}s", elapsed.as_secs_f64());
+
+    // Count main-trace field elements.
+    // For each chip: rows = 1 << log_degree, cols = main.local.len().
+    let total_elements: usize = match &proof.proof {
+        SP1Proof::Core(shards) => shards
+            .iter()
+            .map(|shard| {
+                shard
+                    .chip_ordering
+                    .values()
+                    .map(|&idx| {
+                        let chip = &shard.opened_values.chips[idx];
+                        let rows = 1usize << chip.log_degree;
+                        let cols = chip.main.local.len();
+                        rows * cols
+                    })
+                    .sum::<usize>()
+            })
+            .sum(),
+        _ => 0,
+    };
+    println!("Elements: {}", total_elements);
+
+    // Count auxiliary (permutation/interaction) field elements.
+    // SP1 v5 flattens the EF permutation trace to base field before PCS commitment
+    // (flatten_to_base()), so permutation.local has permutation_width × D entries where
+    // D=4 is BabyBear's extension degree. Dividing by D gives EF columns × rows,
+    // matching Lambda VM's unit (which commits EF columns directly, not flattened).
+    let aux_elements: usize = match &proof.proof {
+        SP1Proof::Core(shards) => shards
+            .iter()
+            .map(|shard| {
+                shard
+                    .chip_ordering
+                    .values()
+                    .map(|&idx| {
+                        let chip = &shard.opened_values.chips[idx];
+                        let rows = 1usize << chip.log_degree;
+                        // permutation.local.len() = permutation_width × 4; divide by 4 to get EF cols.
+                        // D=4 is BabyBear's quartic extension degree (flatten_to_base() invariant).
+                        let perm_len = chip.permutation.local.len();
+                        assert_eq!(perm_len % 4, 0, "SP1 v5 permutation width must be a multiple of 4 (D=4)");
+                        (perm_len / 4) * rows
+                    })
+                    .sum::<usize>()
+            })
+            .sum(),
+        _ => 0,
+    };
+    println!("Aux elements (EF-cols): {}", aux_elements);
+
+    // Verify (outside the timer, same as Lambda and v6).
+    client.verify(&proof, &vk).expect("verify failed");
+    println!("Proof verified successfully");
+}
diff --git a/bin/cli/src/main.rs b/bin/cli/src/main.rs
index 162a201ef..cd1e36ea2 100644
--- a/bin/cli/src/main.rs
+++ b/bin/cli/src/main.rs
@@ -135,6 +135,11 @@ enum Commands {
         /// Execute one pre-pass outside the timer and print dynamic instruction count
         #[arg(long)]
         cycles: bool,
+
+        /// Build traces and print total main-trace field elements (rows × columns summed across
+        /// all tables) and aux-trace field elements (committed EF columns × rows)
+        #[arg(long)]
+        elements: bool,
     },
 
     /// Verify a proof bundle
@@ -155,6 +160,17 @@ enum Commands {
         #[arg(long)]
         time: bool,
     },
+
+    /// Count main-trace and aux-trace field elements without proving
+    CountElements {
+        /// Path to the ELF file
+        #[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>,
+    },
 }
 
 fn main() -> ExitCode {
@@ -173,13 +189,15 @@ fn main() -> ExitCode {
             blowup,
             time,
             cycles,
-        } => cmd_prove(elf, output, private_input, blowup, time, cycles),
+            elements,
+        } => cmd_prove(elf, output, private_input, blowup, time, cycles, elements),
         Commands::Verify {
             proof,
             elf,
             blowup,
             time,
         } => cmd_verify(proof, elf, blowup, time),
+        Commands::CountElements { elf, private_input } => cmd_count_elements(elf, private_input),
     }
 }
 
@@ -296,6 +314,7 @@ fn cmd_prove(
     blowup: Option<u8>,
     time: bool,
     cycles: bool,
+    elements: bool,
 ) -> ExitCode {
     eprintln!("Reading ELF file...");
     let elf_data = match std::fs::read(&elf_path) {
@@ -343,6 +362,19 @@ fn cmd_prove(
         None
     };
 
+    // Pre-pass: build traces and count field elements without running the proof.
+    let element_count = if elements {
+        match prover::count_elements(&elf_data, &private_inputs) {
+            Ok(counts) => Some(counts),
+            Err(e) => {
+                eprintln!("Failed to count elements: {:?}", e);
+                return ExitCode::FAILURE;
+            }
+        }
+    } else {
+        None
+    };
+
     #[cfg(feature = "jemalloc-stats")]
     let tracker = heap_tracker::HeapTracker::start();
 
@@ -408,6 +440,10 @@ fn cmd_prove(
     if let Some(c) = cycle_count {
         println!("Cycles: {}", c);
     }
+    if let Some((main, aux)) = element_count {
+        println!("Elements: {}", main);
+        println!("Aux elements (EF-cols): {}", aux);
+    }
     if time {
         println!("Proving time: {:.3}s", prove_elapsed.as_secs_f64());
     }
@@ -481,3 +517,33 @@ fn cmd_verify(proof_path: PathBuf, elf_path: PathBuf, blowup: Option<u8>, time:
         ExitCode::FAILURE
     }
 }
+
+fn cmd_count_elements(elf_path: PathBuf, private_input_path: Option<PathBuf>) -> ExitCode {
+    let elf_data = match std::fs::read(&elf_path) {
+        Ok(data) => data,
+        Err(e) => {
+            eprintln!("Failed to read ELF file: {}", e);
+            return ExitCode::FAILURE;
+        }
+    };
+
+    let private_inputs = match read_private_input(private_input_path.as_ref()) {
+        Ok(inputs) => inputs,
+        Err(e) => {
+            eprintln!("{e}");
+            return ExitCode::FAILURE;
+        }
+    };
+
+    match prover::count_elements(&elf_data, &private_inputs) {
+        Ok((main, aux)) => {
+            println!("Elements: {}", main);
+            println!("Aux elements (EF-cols): {}", aux);
+            ExitCode::SUCCESS
+        }
+        Err(e) => {
+            eprintln!("Failed to count elements: {:?}", e);
+            ExitCode::FAILURE
+        }
+    }
+}
diff --git a/prover/src/lib.rs b/prover/src/lib.rs
index 1c7bc05c9..8987d5e1f 100644
--- a/prover/src/lib.rs
+++ b/prover/src/lib.rs
@@ -492,6 +492,28 @@ pub fn prove_with_inputs(elf_bytes: &[u8], private_inputs: &[u8]) -> Result<VmPr
     )
 }
 
+/// Count the total number of main-trace and auxiliary-trace field elements without
+/// running the STARK proof step.
+///
+/// Returns `(main_elements, aux_elements)` where `main_elements` is the sum of
+/// `rows × columns` over all main (base-field) trace columns, and `aux_elements`
+/// is the sum of `rows × ⌈bus_interactions/2⌉` over all tables — i.e. the number
+/// of committed extension-field columns times rows (LogUp batching packs two
+/// interactions per column).
+pub fn count_elements(elf_bytes: &[u8], private_inputs: &[u8]) -> Result<(u64, u64), Error> {
+    let program = Elf::load(elf_bytes).map_err(|e| Error::ElfLoad(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}")))?;
+    let traces = Traces::from_elf_and_logs(&program, &result.logs, &MaxRowsConfig::default())?;
+    Ok((
+        traces.total_field_elements(),
+        traces.total_auxiliary_field_elements(),
+    ))
+}
+
 /// Prove an ELF binary execution with custom proof options and max rows config.
 pub fn prove_with_options(
     elf_bytes: &[u8],
diff --git a/prover/src/tables/trace_builder.rs b/prover/src/tables/trace_builder.rs
index 94d3d5021..dd0e8c821 100644
--- a/prover/src/tables/trace_builder.rs
+++ b/prover/src/tables/trace_builder.rs
@@ -1941,6 +1941,191 @@ fn build_traces(
 }
 
 impl Traces {
+    /// Returns the total number of main-trace field elements across all tables.
+    ///
+    /// Counts only the main (base-field) trace columns — equivalent to SP1's
+    /// `main_area` — for apples-to-apples comparison with other zkVMs.
+    ///
+    /// Preprocessed columns (committed in a separate PCS round during setup, not at
+    /// proving time) are excluded: BITWISE (11), DECODE (5), REGISTER (2), PAGE (2).
+    pub fn total_field_elements(&self) -> u64 {
+        use super::bitwise::NUM_PRECOMPUTED_COLS as BITWISE_PRECOMPUTED;
+        use super::bitwise::cols::NUM_COLUMNS as BITWISE_COLS;
+        use super::branch::cols::NUM_COLUMNS as BRANCH_COLS;
+        use super::commit::cols::NUM_COLUMNS as COMMIT_COLS;
+        use super::cpu::cols::NUM_COLUMNS as CPU_COLS;
+        use super::decode::NUM_PRECOMPUTED_COLS as DECODE_PRECOMPUTED;
+        use super::decode::cols::NUM_COLUMNS as DECODE_COLS;
+        use super::dvrm::cols::NUM_COLUMNS as DVRM_COLS;
+        use super::halt::cols::NUM_COLUMNS as HALT_COLS;
+        use super::load::cols::NUM_COLUMNS as LOAD_COLS;
+        use super::lt::cols::NUM_COLUMNS as LT_COLS;
+        use super::memw::cols::NUM_COLUMNS as MEMW_COLS;
+        use super::memw_aligned::cols::NUM_COLUMNS as MEMW_A_COLS;
+        use super::memw_register::cols::NUM_COLUMNS as MEMW_R_COLS;
+        use super::mul::cols::NUM_COLUMNS as MUL_COLS;
+        use super::page::NUM_PREPROCESSED_COLS as PAGE_PREPROCESSED;
+        use super::page::cols::NUM_COLUMNS as PAGE_COLS;
+        use super::register::NUM_PREPROCESSED_COLS as REGISTER_PREPROCESSED;
+        use super::register::cols::NUM_COLUMNS as REGISTER_COLS;
+        use super::shift::cols::NUM_COLUMNS as SHIFT_COLS;
+
+        let Traces {
+            cpus,
+            bitwise,
+            lts,
+            shifts,
+            memws,
+            memw_aligneds,
+            loads,
+            decode,
+            muls,
+            dvrms,
+            pages,
+            register,
+            branches,
+            halt,
+            commit,
+            memw_registers,
+            page_configs: _,
+            public_output_bytes: _,
+        } = self;
+
+        let mut total: u64 = 0;
+        for t in cpus {
+            total += (t.num_rows() * CPU_COLS) as u64;
+        }
+        total += (bitwise.num_rows() * (BITWISE_COLS - BITWISE_PRECOMPUTED)) as u64;
+        for t in lts {
+            total += (t.num_rows() * LT_COLS) as u64;
+        }
+        for t in shifts {
+            total += (t.num_rows() * SHIFT_COLS) as u64;
+        }
+        for t in memws {
+            total += (t.num_rows() * MEMW_COLS) as u64;
+        }
+        for t in memw_aligneds {
+            total += (t.num_rows() * MEMW_A_COLS) as u64;
+        }
+        for t in loads {
+            total += (t.num_rows() * LOAD_COLS) as u64;
+        }
+        total += (decode.num_rows() * (DECODE_COLS - DECODE_PRECOMPUTED)) as u64;
+        for t in muls {
+            total += (t.num_rows() * MUL_COLS) as u64;
+        }
+        for t in dvrms {
+            total += (t.num_rows() * DVRM_COLS) as u64;
+        }
+        for t in branches {
+            total += (t.num_rows() * BRANCH_COLS) as u64;
+        }
+        total += (halt.num_rows() * HALT_COLS) as u64;
+        total += (commit.num_rows() * COMMIT_COLS) as u64;
+        total += (register.num_rows() * (REGISTER_COLS - REGISTER_PREPROCESSED)) as u64;
+        for t in pages {
+            total += (t.num_rows() * (PAGE_COLS - PAGE_PREPROCESSED)) as u64;
+        }
+        for t in memw_registers {
+            total += (t.num_rows() * MEMW_R_COLS) as u64;
+        }
+        total
+    }
+
+    /// Returns the total number of auxiliary-trace field elements (extension field)
+    /// across all tables.
+    ///
+    /// The LogUp layout packs N bus interactions into ⌈N/2⌉ EF columns
+    /// (`num_committed_pairs + 1` accumulated column). Each EF column costs one
+    /// extension-field element per row.
+    pub fn total_auxiliary_field_elements(&self) -> u64 {
+        // ⌈N/2⌉ = number of aux EF columns for a table with N bus interactions.
+        fn aux_cols(n: usize) -> usize {
+            n.div_ceil(2)
+        }
+
+        let n_cpu = aux_cols(super::cpu::bus_interactions().len());
+        let n_bitwise = aux_cols(super::bitwise::bus_interactions().len());
+        let n_lt = aux_cols(super::lt::bus_interactions().len());
+        let n_shift = aux_cols(super::shift::bus_interactions().len());
+        let n_memw = aux_cols(super::memw::bus_interactions().len());
+        let n_memw_a = aux_cols(super::memw_aligned::bus_interactions().len());
+        let n_load = aux_cols(super::load::bus_interactions().len());
+        let n_decode = aux_cols(super::decode::bus_interactions().len());
+        let n_mul = aux_cols(super::mul::bus_interactions().len());
+        let n_dvrm = aux_cols(super::dvrm::bus_interactions().len());
+        let n_branch = aux_cols(super::branch::bus_interactions().len());
+        let n_halt = aux_cols(super::halt::bus_interactions().len());
+        let n_commit = aux_cols(super::commit::bus_interactions().len());
+        let n_register = aux_cols(super::register::bus_interactions().len());
+        // page::bus_interactions count is constant regardless of page_base.
+        let n_page = aux_cols(super::page::bus_interactions(0).len());
+        let n_memw_r = aux_cols(super::memw_register::bus_interactions().len());
+
+        let Traces {
+            cpus,
+            bitwise,
+            lts,
+            shifts,
+            memws,
+            memw_aligneds,
+            loads,
+            decode,
+            muls,
+            dvrms,
+            pages,
+            register,
+            branches,
+            halt,
+            commit,
+            memw_registers,
+            page_configs: _,
+            public_output_bytes: _,
+        } = self;
+
+        let mut total: u64 = 0;
+        for t in cpus {
+            total += (t.num_rows() * n_cpu) as u64;
+        }
+        total += (bitwise.num_rows() * n_bitwise) as u64;
+        for t in lts {
+            total += (t.num_rows() * n_lt) as u64;
+        }
+        for t in shifts {
+            total += (t.num_rows() * n_shift) as u64;
+        }
+        for t in memws {
+            total += (t.num_rows() * n_memw) as u64;
+        }
+        for t in memw_aligneds {
+            total += (t.num_rows() * n_memw_a) as u64;
+        }
+        for t in loads {
+            total += (t.num_rows() * n_load) as u64;
+        }
+        total += (decode.num_rows() * n_decode) as u64;
+        for t in muls {
+            total += (t.num_rows() * n_mul) as u64;
+        }
+        for t in dvrms {
+            total += (t.num_rows() * n_dvrm) as u64;
+        }
+        for t in branches {
+            total += (t.num_rows() * n_branch) as u64;
+        }
+        total += (halt.num_rows() * n_halt) as u64;
+        total += (commit.num_rows() * n_commit) as u64;
+        total += (register.num_rows() * n_register) as u64;
+        for t in pages {
+            total += (t.num_rows() * n_page) as u64;
+        }
+        for t in memw_registers {
+            total += (t.num_rows() * n_memw_r) as u64;
+        }
+        total
+    }
+
     /// Returns the number of chunks for each split table.
     pub fn table_counts(&self) -> crate::TableCounts {
         crate::TableCounts {
diff --git a/prover/src/tests/prove_elfs_tests.rs b/prover/src/tests/prove_elfs_tests.rs
index 9a1b8a6d0..1b328555d 100644
--- a/prover/src/tests/prove_elfs_tests.rs
+++ b/prover/src/tests/prove_elfs_tests.rs
@@ -1909,3 +1909,20 @@ fn test_addiw_neg_immediate() {
     let result = crate::prove_and_verify(&elf_bytes).expect("prove_and_verify failed");
     assert!(result, "addiw with negative immediate should verify");
 }
+
+/// Regression test: both main and aux field element counts must be nonzero for any real ELF.
+/// Guards against silent under-count if a table is added to `Traces` but not enumerated in
+/// `total_field_elements` or `total_auxiliary_field_elements`.
+#[test]
+fn test_count_elements_nonzero() {
+    let elf_bytes = crate::test_utils::asm_elf_bytes("addi_one");
+    let (main, aux) = crate::count_elements(&elf_bytes, &[]).expect("count_elements failed");
+    assert!(
+        main > 0,
+        "total_field_elements should be nonzero (got {main})"
+    );
+    assert!(
+        aux > 0,
+        "total_auxiliary_field_elements should be nonzero (got {aux})"
+    );
+}
diff --git a/tooling/loc/src/main.rs b/tooling/loc/src/main.rs
index 576d8d415..612444bb3 100644
--- a/tooling/loc/src/main.rs
+++ b/tooling/loc/src/main.rs
@@ -9,6 +9,7 @@ mod report;
 
 const EXCLUDED: &[&str] = &[
     "tooling",
+    "bench_vs",
     "*target*",
     "*tests*",
     "*test_utils*",