rmems · rmems · Jul 8, 2026 · Jul 24, 2026 · Jul 24, 2026 · Jul 24, 2026
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
@@ -82,29 +82,38 @@
           verbose: true
 
   msrv:
-    name: MSRV (1.87)
+    name: MSRV (1.97.1)
     runs-on: ubuntu-latest
     timeout-minutes: 20
+    # Override repo `rust-toolchain.toml` (channel=stable) so this job truly
+    # exercises MSRV, not latest stable.
+    env:
+      RUSTUP_TOOLCHAIN: "1.97.1"
     steps:
       # actions/checkout@v7.0.0
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1
         with:
           persist-credentials: false
 
-      # dtolnay/rust-toolchain — pin to MSRV
-      - name: Install Rust MSRV (1.87)
+      # dtolnay/rust-toolchain — pin to MSRV (matches Cargo.toml rust-version)
+      - name: Install Rust MSRV (1.97.1)
         uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8
         with:
-          toolchain: "1.87"
+          toolchain: "1.97.1"
           components: clippy, rustfmt
 
       # Swatinem/rust-cache@v2
       - name: Cache Cargo + target
         uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
         with:
-          shared-key: "msrv-v1"
+          shared-key: "msrv-v1.97.1"
           cache-on-failure: true
 
+      - name: Confirm MSRV toolchain is active
+        run: |
+          rustc --version | grep -F '1.97.1'
+          cargo --version
+
       - name: Check formatting
         run: cargo fmt --check
 

diff --git a/.gitignore b/.gitignore
@@ -1,15 +1,49 @@
-# Build artifacts
-/target
-**/*.rs.bk
+# AI Tool Local/Ephemeral (no clutter)
+.kilo/worktrees/
+.kilo/*.json
+.devin/cache/
+.mimocode/auth.json
+.mimocode/plans/
+.worktrees/
+.swarm/
+.beads/
+.cline/
+.claude/
+.codex/
+.opencode/
+.beads/
+docs/superpowers/
 
-# Cargo packaging artifacts (cargo package/publish creates these)
-/target/package/
+# Compiled output
+/target/
 
-# Backup files
-/Cargo.lock.bak
+# IDE / editor
+.idea/
+.vscode/
+*.swp
+*~
+.cursor/
+.cursorignore
+.zed/
 
-# IDE/editor
-.mimocode/
+# Standard dev + your data
+node_modules/
+dist/
+build/
+*.log
+lcov.info
+.env*
-.env*
+.env*
+!.env.example
+!.env.template
-.env*
+.env*
+!.env.example
+!.env.template
+*.env
+__pycache__/
+.cache/
+.DS_Store
+neuromorphic_data/
+remotes.txt
 
-# Nested crate duplicates (from cargo package or accidental clones)
-/engram-parser/
+# Negations: Force-commit the good stuff
+!.kilo/skills/**
+!.kilo/tui.jsonc
+!.devin/blueprint.yaml
+!.mimocode/mimocode.jsonc
+!.mimocode/AGENTS.md
+!.kilocodeignore
diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -4,15 +4,32 @@ All notable changes to this project are documented in this file.
 
 ## [Unreleased]
 
+## [0.2.0] - 2026-08-02
+
+### Added
+
+- GGUF tensor **wire-type** layouts (IQ/Q codes + packed `byte_len` only — **no dequant**).
+- `file_type` metadata fallback for quantization label when general quant keys are absent.
+- Path-gated **T1** real-GGUF pilots (`tests/real_gguf.rs`) with optional
+  `ENGRAM_EXPECT_MOE` / `ENGRAM_MOE_SAMPLES`.
+- `examples/inspect_gguf` for human inventory of on-disk GGUF files.
+- Quality-gate docs in `REVIEW.md` (T0/T1/T2; large MoE RAM budget).
+- Local `rust-toolchain.toml` (`channel = "stable"`).
+- **GitHub Actions CI** — `fmt`, `clippy`, `build`, and `test` on push/PR to `main`.
+- **Boundary documentation** — README scope/ownership section linked to Linear LIM-9.
+
 ### Changed
 
+- **Version:** `0.1.0` → **`0.2.0`** (canonical GGUF v3 + MoE extract ship for #7).
+- **MSRV:** bumped from 1.87 to **1.97.1** (`Cargo.toml` `rust-version`, CI `msrv` job, Docker `RUST_VERSION`). CI `validate` continues to use latest **stable**.
 - **License:** switched from GPL-3.0-or-later to dual MIT/Apache-2.0 for maximum adoption and ecosystem health.
 - **Tensor API:** replaced unsafe `as_f32_slice` / `as_u16_bits` with safe `read_f32_values` / `read_u16_values` (allocating `Vec` instead of borrowed slices).
+- **`GgufMetadata::quantization()`** returns `String` (owned) so `general.file_type` fallback is derived at call time from the live map. Callers that match on the label should use `.as_str()` or `==`.
+- Wire type **31** treated as historical **Q4_0_4_4** (not IQ3_M).
 
-### Added
+### Fixed
 
-- **GitHub Actions CI** — `fmt`, `clippy`, `build`, and `test` on push/PR to `main`.
-- **Boundary documentation** — README scope/ownership section linked to Linear LIM-9.
+- Wire-type 31 labeling aligned with corinth-canal’s GGUF/`ggml_type` table (metadata only).
 
 ## [0.1.0] - 2026-06-01
 

diff --git a/Cargo.lock b/Cargo.lock
diff --git a/Cargo.toml b/Cargo.toml
@@ -1,8 +1,8 @@
 [package]
 name = "engram-parser"
-version = "0.1.0"
+version = "0.2.0"
 edition = "2024"
-rust-version = "1.87"
+rust-version = "1.97.1"
 description = "Pure-Rust, zero-dependency GGUF deserializer and Mixture-of-Experts per-expert weight extractor. Returns raw byte buffers with shape metadata; performs no neural-network math."
 license = "MIT OR Apache-2.0"
 authors = ["Raul Montoya Cardenas <montoyaraul34@gmail.com>"]

diff --git a/Dockerfile b/Dockerfile
@@ -15,7 +15,7 @@
 #
 # See .github/workflows/docker-build.yml and issue #9 for CI (GHCR on main).
 
-ARG RUST_VERSION=1.87
+ARG RUST_VERSION=1.97.1
 
 FROM rust:${RUST_VERSION}-slim
 

diff --git a/README.md b/README.md
@@ -61,6 +61,28 @@ for the full Rust runtime/deployment boundary matrix and
 [issue #4](https://github.com/Limen-Neural/engram-parser/issues/4) for
 this repo's tracking issue.
 
+
+## Origin / modularization (#7)
+
+GGUF layout parsing and MoE expert **raw byte** extraction were expanded
+using one-way inspiration from the experimental
+[`rmems/corinth-canal`](https://github.com/rmems/corinth-canal) reference
+implementation (**no** runtime dependency on corinth-canal).
+
+- Tracking: [engram-parser#7](https://github.com/Limen-Neural/engram-parser/issues/7)
+- Corinth migration companion: [corinth-canal#115](https://github.com/rmems/corinth-canal/issues/115)
+- Cortex coordination: [cortex-tensor#8](https://github.com/Limen-Neural/cortex-tensor/issues/8)
+- Linear: [LIM-123](https://linear.app/rpd-34/issue/LIM-123), [LIM-88](https://linear.app/rpd-34/issue/LIM-88)
+
+**GGUF wire types vs “GGML”:** GGUF stores each tensor’s dtype as a
+`ggml_type` integer. This crate only maps those codes to labels and packed
+**byte sizes** so payloads and MoE slices stay in-range. It does **not**
+implement GGML dequant, kernels, or the ggml runtime (that stays
+downstream / corinth-canal reference). Wire-type labels follow the
+corinth-canal table (e.g. type **31** is historical `Q4_0_4_4`, not the
+HuggingFace “IQ3_M” preset). MoE extraction remains free functions
+(`list_experts` / `extract_expert`); traits are out of scope for #7.
+
 ## Quick start
 
 ```rust
@@ -81,16 +103,28 @@ for (block, expert) in list_experts(&layout) {
 
 ## Supported dtypes
 
-Layout-aware parsing: `F32`, `F16`, `BF16` (GGML 30), `Q8_0`, `Q4_K`,
-`Q5_K`, `Q6_K`, `IQ3_S` (opaque), plus a `DType::Other(u32)` catch-all.
+Layout-aware parsing (**packed byte sizes only — no dequant, no GGML
+compute**) for GGUF wire types: `F32`, `F16`, `BF16` (30), `F64`,
+`I8`–`I64`, `Q4_0`/`Q4_1`, `Q5_0`/`Q5_1`, `Q8_0`/`Q8_1`, K-quants
+`Q2_K`/`Q3_K`/`Q4_K`/`Q5_K`/`Q6_K`/`Q8_K` (no `Q7_K`), and IQ packed
+layouts `IQ2_XXS`/`IQ2_XS`/`IQ2_S`, `IQ3_XXS`/`IQ3_S`, `IQ1_S`/`IQ1_M`,
+`IQ4_NL`/`IQ4_XS`. Remaining codes use `DType::Other(u32)` (including
+historical **wire type 31 = `Q4_0_4_4`**, which is **not** HF “IQ3_M”
+and fails closed without a modeled size).
+
 Only `F32` and `F16` have in-crate numeric accessors; everything else
-is returned as raw `Vec<u8>`.
+is returned as raw `Vec<u8>`. Unknown layouts fail closed at parse time
+when element count cannot be converted to a byte length.
+
+`GgufMetadata::quantization()` prefers `general.quantization_type`, then
+falls back to `general.file_type` (`0→F32`, `1→F16`, else `GGUF(n)`).
 
 ## Public API
 
 `load_gguf`, `parse_bytes`, `GgufLayout`, `GgufMetadata`, `Tensor`,
-`DType`, `extract_expert`, `list_experts`, `MoeExpertWeights`,
-`RawTensor`, `ParserError`, `Result`.
+`DType`, `ggml_type_label`, `extract_expert`, `list_experts`,
+`MoeExpertWeights`, `RawTensor`, `ParserError`, `Result`, plus public
+`GGML_TYPE_*` and `GGUF_VALUE_TYPE_*` constants.
 
 ## Ecosystem / Sibling parsers (LIM-9)
 
@@ -122,8 +156,18 @@ cargo test --all-features
 
 # Coverage (local; requires cargo-llvm-cov: cargo install cargo-llvm-cov)
 cargo llvm-cov --all-targets --all-features --locked --lcov --output-path lcov.info
+
+# Real GGUF pilots (xai-dissect style; not CI — needs weights on disk)
+# Full-file load (no mmap): one ENGRAM_GGUF per process; free RAM ≥ file size + margin
+ENGRAM_GGUF=~/.models/gguf/.../model.gguf cargo test --test real_gguf -- --ignored --nocapture
+# Large MoE: ENGRAM_EXPECT_MOE=1 ENGRAM_MOE_SAMPLES=3 (see REVIEW.md T1 large MoE)
+cargo run --example inspect_gguf -- ~/.models/gguf/.../model.gguf
 ```
 
+GPU experiments on real models live in **`~/rmems/blackwell-kernel-lab`**
+(and production kernels in `myelin-accelerator`) — not as deps of this crate.
+See [REVIEW.md](REVIEW.md) for the T0/T1/T2 quality-gate layout.
+
 ## Docker
 
 ```bash
@@ -151,13 +195,16 @@ Cross-reference: #11, #8, #9, #7, #5, LIM-9.
 
 ## MSRV (Minimum Supported Rust Version)
 
-**MSRV: 1.87**
+**MSRV: 1.97.1** (current stable floor as of 2026-08)
 
-This crate guarantees compatibility with Rust 1.87 and later. The MSRV is:
+This crate guarantees compatibility with Rust 1.97.1 and later. The MSRV is:
 
-- Declared in `Cargo.toml` via `rust-version = "1.87"`
+- Declared in `Cargo.toml` via `rust-version = "1.97.1"`
 - Tested in CI on every PR and push (see `msrv` job in `.github/workflows/ci.yml`)
-- Verified alongside stable Rust to ensure both toolchains pass all checks
+- Verified alongside **stable** (always latest) in the `validate` job so both toolchains pass
+
+Local development defaults to the toolchain in [`rust-toolchain.toml`](rust-toolchain.toml)
+(`stable` + `rustfmt` / `clippy`).
 
 **MSRV Policy:**
 - MSRV bumps will be documented in release notes