diff --git a/.editorconfig b/.editorconfig
index dc9db04..fe6d677 100644
--- a/.editorconfig
+++ b/.editorconfig
@@ -1,9 +1,7 @@
-# EditorConfig is awesome: https://EditorConfig.org
+# EditorConfig: https://EditorConfig.org
 
-# Top-most EditorConfig file
 root = true
 
-# Global settings (applicable to all files unless overridden)
 [*]
 charset = utf-8
 end_of_line = lf
@@ -12,24 +10,19 @@ indent_size = 4
 insert_final_newline = true
 trim_trailing_whitespace = true
 
-# Rust files
 [*.rs]
 max_line_length = 100
 
-# Markdown files
 [*.md]
-max_line_length = 120
+max_line_length = 150
 trim_trailing_whitespace = false
 
-# Bash scripts
 [*.sh]
 indent_size = 2
 
-# YAML files
 [*.{yaml,yml}]
 indent_size = 2
 
-# C & C++ files
 [*.{c,cpp,h,hpp}]
 indent_size = 2
 max_line_length = 100
diff --git a/.github/workflows/dist_pipeline.yml b/.github/workflows/dist_pipeline.yml
index 5350806..74427a6 100644
--- a/.github/workflows/dist_pipeline.yml
+++ b/.github/workflows/dist_pipeline.yml
@@ -1,6 +1,9 @@
 name: Build Extension Binaries
+
 on:
   workflow_dispatch:
+  schedule: # Run every day at midnight (UTC)
+    - cron: '0 0 * * *'
   pull_request:
     branches:
       - main
@@ -9,6 +12,10 @@ on:
       - 'docs/**'
       - '.github/**'
   push:
+    branches:
+      - develop
+    paths-ignore:
+      - '**.md'
     tags:
       - 'v*'
 
diff --git a/.gitignore b/.gitignore
index 2b4b922..90e71e6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -74,7 +74,7 @@ cobertura.xml
 tarpaulin-report.html
 
 # Comment out the next line if you want to checkin your lock file for Cargo
-Cargo.lock
+#Cargo.lock
 
 # Miscellaneous files and directories to ignore
 # Add any additional file patterns a directory names that should be ignored down here
@@ -96,3 +96,5 @@ uv.lock
 tests/temp_models/
 *.cast
 *.proptest-regressions
+.claude/
+.codex
diff --git a/AGENTS.md b/AGENTS.md
new file mode 100644
index 0000000..39d841e
--- /dev/null
+++ b/AGENTS.md
@@ -0,0 +1,165 @@
+# AGENTS.md
+
+This file provides guidance to coding agents collaborating on this repository.
+
+## Mission
+
+Gaggle is a DuckDB extension for accessing Kaggle datasets from SQL.
+It has two tightly coupled layers:
+
+1. A Rust core that talks to the Kaggle API, manages cache state, validates inputs, and exposes a C ABI.
+2. A C++ DuckDB extension layer that registers SQL functions, table functions, and replacement-scan behavior on top of that Rust ABI.
+
+Priorities, in order:
+
+1. Correctness and safety of the SQL-facing behavior.
+2. Compatibility with supported DuckDB versions and extension CI.
+3. Reliable dataset-path parsing, cache behavior, and error propagation.
+4. Small, well-tested changes that preserve the existing Rust/C++ boundary.
+
+## Core Rules
+
+- Use English for code, comments, docs, tests, and commit messages.
+- Prefer focused fixes over broad refactoring.
+- Preserve the existing Rust/C ABI unless the task explicitly requires changing it.
+- Treat `gaggle/bindings/include/rust.h` as generated code. If Rust FFI signatures change, regenerate it with `make create-bindings`.
+- Do not edit vendored code under `external/` unless the task is explicitly about updating or patching a vendored dependency.
+- Do not add new dependencies, network behavior, or background processes unless the requirement clearly calls for them.
+- Keep docs and examples aligned with user-visible SQL behavior.
+
+## Writing Style
+
+- Use Oxford commas in inline lists: "a, b, and c" not "a, b, c".
+- Do not use em dashes. Restructure the sentence, or use a colon or semicolon instead.
+- Avoid colorful adjectives and adverbs. Write "TCP proxy" not "lightweight TCP proxy", "scoring components" not "transparent scoring components".
+- Use noun phrases for checklist items, not imperative verbs. Write "redundant index detection" not "detect redundant indexes".
+- Headings in Markdown files must be in the title case: "Build from Source" not "Build from source". Minor words (a, an, the, and, but, or, for, in,
+  on, at, to, by, of, is, are, was, were, be) stay lowercase unless they are the first word.
+
+## Repository Layout
+
+- `gaggle/src/lib.rs`: Rust crate entry point and public exports for the C ABI surface.
+- `gaggle/src/ffi.rs`: `extern "C"` functions exported to the C++ extension layer.
+- `gaggle/src/error.rs`: Error types and last-error plumbing shared across the FFI boundary.
+- `gaggle/src/config.rs`: Runtime configuration and environment-driven settings.
+- `gaggle/src/utils.rs`: Shared helpers.
+- `gaggle/src/kaggle/`: Kaggle-specific logic, including credentials, downloads, metadata, search, and dataset-path parsing.
+- `gaggle/tests/`: Rust integration, regression, security, replacement-scan, and offline/mock-based tests.
+- `gaggle/bindings/gaggle_extension.cpp`: DuckDB extension implementation that maps SQL calls to the Rust ABI.
+- `gaggle/bindings/include/gaggle_extension.hpp`: C++ extension declarations.
+- `gaggle/bindings/include/rust.h`: Generated C header for the Rust ABI.
+- `CMakeLists.txt`: Top-level CMake integration, platform detection, and Corrosion setup.
+- `extension_config.cmake`: DuckDB extension wiring and linkage to the prebuilt Rust static library.
+- `test/sql/`: Sqllogictest files for SQL-level extension behavior.
+- `docs/examples/`: SQL examples that should remain runnable against a local build.
+- `.github/workflows/tests.yml`: Rust tests and SQL tests in CI.
+- `.github/workflows/lints.yml`: Rust formatting and clippy checks in CI.
+- `.github/workflows/dist_pipeline.yml`: cross-platform extension packaging against DuckDB `main` and `v1.5.2`.
+
+## Architecture Notes
+
+### Rust Core
+
+The Rust crate owns Kaggle-facing behavior: credentials, dataset metadata, downloads, local cache management, file resolution, JSON shaping, and error
+handling.
+All SQL-visible behavior should ultimately reduce to deterministic Rust operations exposed through `ffi.rs`.
+
+### FFI Boundary
+
+The boundary between Rust and C++ is intentionally narrow:
+
+- Rust returns primitive values or heap-allocated C strings.
+- C++ is responsible for converting those values into DuckDB vectors and freeing Rust-allocated strings with `gaggle_free`.
+- Errors should cross the boundary through the existing last-error mechanism instead of ad hoc conventions.
+
+When changing anything on one side of the boundary, inspect the matching code on the other side in the same change.
+
+### DuckDB Layer
+
+`gaggle/bindings/gaggle_extension.cpp` registers scalar functions such as `gaggle_search` and `gaggle_info`, plus table-style behavior such as
+`gaggle_ls` and replacement scans for `kaggle:` paths.
+DuckDB API compatibility matters here. If a change touches vector access, function registration, or scans, verify against the vendored DuckDB headers
+in `external/duckdb`.
+
+### Build Integration
+
+`make release` and `make debug` build the Rust crate first, then build DuckDB plus the extension.
+`extension_config.cmake` expects a prebuilt Rust static library and links it into the DuckDB extension targets.
+`CMakeLists.txt` also contains platform and Rust-target selection logic used by local builds and CI distribution builds.
+
+## Generated and Derived Files
+
+- `gaggle/bindings/include/rust.h` is generated from the Rust crate via `cbindgen`.
+- `gaggle/target/`, `build/`, and coverage outputs such as `gaggle/cobertura.xml` are build artifacts, not source.
+- Do not hand-edit generated artifacts unless the task explicitly requires it, and you explain why.
+
+## Rust Conventions
+
+- Edition: Rust 2021.
+- Format with `cargo fmt` through `make rust-format`.
+- Lint with `cargo clippy` through `make rust-lint`.
+- Follow the existing error style: return typed errors internally, then translate them once at the FFI boundary.
+- Avoid `unwrap()` and `expect()` in production code. CI denies them via clippy.
+- Prefer existing crates and helpers already in use before introducing new abstractions.
+
+## C++ and DuckDB Conventions
+
+- Keep C++ changes narrowly scoped to DuckDB integration concerns.
+- Match current DuckDB APIs used by the vendored headers in `external/duckdb/src/include`.
+- Be careful with vector mutability and ownership. Many DuckDB helpers have separate const and mutable accessors.
+- Keep user-facing SQL function names, signatures, and error messages stable unless the task explicitly changes them.
+
+## Required Validation
+
+Run the narrowest relevant checks, then expand if the change crosses layers.
+
+| Area                 | Command            | Use When                                                                         |
+|----------------------|--------------------|----------------------------------------------------------------------------------|
+| Rust formatting      | `make rust-format` | Any Rust code changed                                                            |
+| Rust lint            | `make rust-lint`   | Any Rust code changed                                                            |
+| Rust tests           | `make rust-test`   | Rust logic, FFI, parsing, cache, or HTTP/mock behavior changed                   |
+| Extension build      | `make release`     | C++, CMake, linkage, or SQL-facing behavior changed                              |
+| SQL tests            | `make test`        | SQL functions, table functions, replacement scans, or DuckDB integration changed |
+| Examples             | `make examples`    | User-visible SQL behavior or docs/examples changed                               |
+| Combined local check | `make check`       | Small Rust-only changes                                                          |
+
+Minimum expectations:
+
+- Rust-only logic changes: `make rust-test` and `make rust-lint`.
+- FFI changes: `make create-bindings`, `make rust-test`, and `make release`.
+- C++ or SQL-surface changes: `make release` and `make test`.
+- Docs/examples updates that affect runnable SQL: `make examples`.
+
+## Testing Expectations
+
+- Rust tests in `gaggle/tests/` cover crate behavior, regression cases, property tests, offline mode, replacement-scan behavior, and mock HTTP flows.
+- SQL tests in `test/sql/*.test` validate the extension from DuckDB's side and are the right place for user-visible SQL regressions.
+- Prefer mock or offline-friendly tests for Kaggle-facing logic. Do not make CI depend on live Kaggle credentials or network access unless the
+  repository already does so for that path.
+- If you change dataset-path parsing, cache semantics, replacement-scan logic, or SQL function output shape, add or update tests in the layer where
+  the regression would be caught first.
+
+## Change Design Checklist
+
+Before coding:
+
+1. Identify whether the task belongs to Rust core, FFI boundary, C++ DuckDB layer, build wiring, or tests.
+2. Check whether the change affects one DuckDB version or both `main` and `v1.5.2`.
+3. Decide whether `rust.h`, docs examples, or SQL tests need to move with the code.
+4. Confirm whether the change is safe under offline or mocked test conditions.
+
+Before submitting:
+
+1. Relevant build and test commands pass locally, or any gaps are explicitly called out.
+2. Generated headers are refreshed if the Rust ABI is changed.
+3. User-visible SQL changes are covered by `test/sql` and reflected in docs/examples where appropriate.
+4. Changes to DuckDB integration are reviewed against the vendored headers, not memory of older APIs.
+
+## Commit and PR Hygiene
+
+- Keep commits scoped to one logical change.
+- Mention both layers when relevant: for example, "update Rust FFI and DuckDB binding for X".
+- PR descriptions should include:
+    1. Behavioral change summary.
+    2. Validation runs locally.
+    3. Whether the change affects Rust only, SQL surface, or cross-version DuckDB compatibility.
diff --git a/README.md b/README.md
index 205e38c..79e3ef7 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,6 @@
 <h2>Gaggle</h2>
 
 [![Tests](https://img.shields.io/github/actions/workflow/status/CogitatorTech/gaggle/tests.yml?label=tests&style=flat&labelColor=282c34&logo=github)](https://github.com/CogitatorTech/gaggle/actions/workflows/tests.yml)
-[![Code Quality](https://img.shields.io/codefactor/grade/github/CogitatorTech/gaggle?label=quality&style=flat&labelColor=282c34&logo=codefactor)](https://www.codefactor.io/repository/github/CogitatorTech/gaggle)
 [![Examples](https://img.shields.io/badge/examples-view-green?style=flat&labelColor=282c34&logo=github)](https://github.com/CogitatorTech/gaggle/tree/main/docs/examples)
 [![Docs](https://img.shields.io/badge/docs-read-blue?style=flat&labelColor=282c34&logo=read-the-docs)](https://github.com/CogitatorTech/gaggle/tree/main/docs)
 [![License](https://img.shields.io/badge/license-MIT%2FApache--2.0-007ec6?style=flat&labelColor=282c34&logo=open-source-initiative)](https://github.com/CogitatorTech/gaggle)
@@ -98,7 +97,7 @@ make release
 select gaggle_version();
 
 -- List files in the dataset (recursively)
--- (Note that if the datasets is not downloaded, it will be downloaded and cached)
+-- (Note that if the dataset is not downloaded, it will be downloaded and cached)
 select *
 from gaggle_ls('habedi/flickr-8k-dataset-clean', true) limit 5;
 
diff --git a/external/duckdb b/external/duckdb
index e3080f5..e64b98f 160000
--- a/external/duckdb
+++ b/external/duckdb
@@ -1 +1 @@
-Subproject commit e3080f5eeb5642e2b12df0b88d970f4725216b35
+Subproject commit e64b98f66712b9674897bb27f7f417e5e88fb4be
diff --git a/external/extension-ci-tools b/external/extension-ci-tools
index cc340e3..1d3a50b 160000
--- a/external/extension-ci-tools
+++ b/external/extension-ci-tools
@@ -1 +1 @@
-Subproject commit cc340e3e15220bd3ddda3d0044b9b9cb4552424b
+Subproject commit 1d3a50b3414534f6787e28c1c5efaafb4beb4e8f
diff --git a/gaggle/Cargo.lock b/gaggle/Cargo.lock
new file mode 100644
index 0000000..5ae2bd6
--- /dev/null
+++ b/gaggle/Cargo.lock
@@ -0,0 +1,2070 @@
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diff --git a/gaggle/Cargo.toml b/gaggle/Cargo.toml
index 2915bfd..8aaeeaa 100644
--- a/gaggle/Cargo.toml
+++ b/gaggle/Cargo.toml
@@ -19,7 +19,7 @@ thiserror = "2.0"
 serde = { version = "1.0", features = ["derive"] }
 serde_json = "1.0"
 reqwest = { version = "=0.12", features = ["blocking", "rustls-tls", "json", "multipart"], default-features = false }
-zip = { version = "7.2", default-features = false, features = ["deflate"] }
+zip = { version = "8.5.1", default-features = false, features = ["deflate"] }
 dirs = "6.0"
 urlencoding = "2.1"
 tracing = "0.1"
@@ -28,7 +28,6 @@ tracing-subscriber = { version = "0.3", features = ["fmt", "env-filter"] }
 [dev-dependencies]
 tempfile = "3.10"
 mockito = "1.7.0"
-tiny_http = "0.12.0"
 serial_test = "3.0"
 proptest = "1.5"
 
diff --git a/gaggle/bindings/gaggle_extension.cpp b/gaggle/bindings/gaggle_extension.cpp
index 15e50bd..739d7cd 100644
--- a/gaggle/bindings/gaggle_extension.cpp
+++ b/gaggle/bindings/gaggle_extension.cpp
@@ -40,6 +40,11 @@ namespace duckdb {
 using namespace gaggle;
 namespace fs = std::filesystem;
 
+template <typename T>
+static T *GetFlatVectorDataWritable(Vector &vector) {
+  return const_cast<T *>(FlatVector::GetData<T>(vector));
+}
+
 /**
  * @brief Retrieves the last error message from the Gaggle Rust core.
  * @return A string containing the error message, or "unknown error" if not set.
@@ -862,9 +867,9 @@ static void GaggleLsFunction(ClientContext &context, TableFunctionInput &data_p,
   idx_t remaining = bind.names.size() - state.pos;
   idx_t count = MinValue<idx_t>(STANDARD_VECTOR_SIZE, remaining);
   output.SetCardinality(count);
-  auto name_out = FlatVector::GetData<string_t>(output.data[0]);
-  auto size_out = FlatVector::GetData<int64_t>(output.data[1]);
-  auto path_out = FlatVector::GetData<string_t>(output.data[2]);
+  auto name_out = GetFlatVectorDataWritable<string_t>(output.data[0]);
+  auto size_out = GetFlatVectorDataWritable<int64_t>(output.data[1]);
+  auto path_out = GetFlatVectorDataWritable<string_t>(output.data[2]);
   for (idx_t i = 0; i < count; i++) {
     auto idx = state.pos + i;
     name_out[i] = StringVector::AddString(output.data[0], bind.names[idx]);
diff --git a/gaggle/src/kaggle/api.rs b/gaggle/src/kaggle/api.rs
index e191132..fccf533 100644
--- a/gaggle/src/kaggle/api.rs
+++ b/gaggle/src/kaggle/api.rs
@@ -173,6 +173,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_with_retries_success_after_failures() {
         let mut call_count = 0;
         let result = with_retries(|| {
@@ -189,6 +190,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_with_retries_exhausts_attempts() {
         env::set_var("GAGGLE_HTTP_RETRY_ATTEMPTS", "2");
         env::set_var("GAGGLE_HTTP_RETRY_DELAY", "0.001");
@@ -207,6 +209,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_with_retries_exponential_backoff() {
         env::set_var("GAGGLE_HTTP_RETRY_DELAY", "0.05");
         env::set_var("GAGGLE_HTTP_RETRY_MAX_DELAY", "0.1");
@@ -231,6 +234,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_with_retries_respects_max_delay() {
         env::set_var("GAGGLE_HTTP_RETRY_DELAY", "0.05");
         env::set_var("GAGGLE_HTTP_RETRY_MAX_DELAY", "0.1");
diff --git a/gaggle/src/kaggle/download.rs b/gaggle/src/kaggle/download.rs
index 0dd9e47..a73cd65 100644
--- a/gaggle/src/kaggle/download.rs
+++ b/gaggle/src/kaggle/download.rs
@@ -870,6 +870,7 @@ pub fn get_dataset_version_info(dataset_path: &str) -> Result<serde_json::Value,
 #[cfg(test)]
 mod tests {
     use super::*;
+    use serial_test::serial;
     use std::io::Write;
     use tempfile::TempDir;
 
@@ -1189,6 +1190,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_get_cached_datasets_empty() {
         let temp_dir = tempfile::TempDir::new().unwrap();
         std::env::set_var("GAGGLE_CACHE_DIR", temp_dir.path());
@@ -1200,6 +1202,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_get_total_cache_size_empty() {
         let temp_dir = tempfile::TempDir::new().unwrap();
         std::env::set_var("GAGGLE_CACHE_DIR", temp_dir.path());
@@ -1219,6 +1222,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_enforce_cache_limit_within_limit() {
         let temp_dir = tempfile::TempDir::new().unwrap();
         std::env::set_var("GAGGLE_CACHE_DIR", temp_dir.path());
@@ -1244,6 +1248,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_is_dataset_current_not_cached() {
         std::env::set_var("KAGGLE_USERNAME", "test");
         std::env::set_var("KAGGLE_KEY", "test");
@@ -1265,6 +1270,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_get_dataset_version_info_structure() {
         std::env::set_var("KAGGLE_USERNAME", "test");
         std::env::set_var("KAGGLE_KEY", "test");
@@ -1287,6 +1293,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_download_with_version_parsing() {
         // Test that version syntax is properly parsed
         std::env::set_var("KAGGLE_USERNAME", "test");
@@ -1307,6 +1314,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_versioned_cache_directory() {
         // Verify that versioned downloads use different cache directories
 
@@ -1334,6 +1342,7 @@ mod tests {
     }
 
     #[test]
+    #[serial]
     fn test_partial_cache_counts_and_eviction() {
         let temp_dir = tempfile::TempDir::new().unwrap();
         std::env::set_var("GAGGLE_CACHE_DIR", temp_dir.path());