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STARGA Inc
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chore(release): v3.9.1 — doc + tooling alignment
Doc-only release that surfaces the v3.9 reality on PyPI/HF/docs: * 81 MCP tools across README/CLAUDE/docs/skill (was 77) * HF mind-mem-4b card rewritten for full fine-tune (was QLoRA) * train/ helpers (runpod_deploy, build_model_card, upload_to_hf, eval_harness) updated to support the v3.9 full-FT pipeline.
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ANATOMY.md

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**Project:** `mind-mem`
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**Files:** 730 | **Est. tokens:** ~1,507,612
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**Generated:** 2026-05-05 11:11 UTC
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**Generated:** 2026-05-05 11:14 UTC
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## Token Budget Guide
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CHANGELOG.md

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All notable changes to mind-mem are documented in this file.
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## v3.9.1 — Doc alignment + retrain tooling for the v3.9 surface
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Doc-only release that surfaces the v3.9.0 reality on PyPI, HF, and the
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docs tree.
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### Changed
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- README + CLAUDE + `docs/*` + the `mind-mem-development` skill now say
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**81 MCP tools** (was 77 — the v3.8.14 era count) and reference the
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4 v3.9 wrappers explicitly: `compile_truth_walkthrough`,
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`recall_with_persona`, `pipeline_status`, `reindex_dirty`.
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- Test count phrasing updated from "3617 tests" to "4000+ tests".
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- `mind-mem-4b` model card on HF rewritten as a full fine-tune of
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Qwen3.5-4B (was QLoRA framing) — `library_name: transformers`,
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drops the `qlora` tag, adds `full-fine-tune`. Prior v3.0 QLoRA is
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preserved at HF revision `v3.0.0`.
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### Tooling (no runtime change)
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- `train/runpod_deploy.py` — GraphQL fallback for runtime / port
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resolution (REST `/pods/{id}` returns `runtime: null` on community
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H200 pods); SSH key strip handles single-quoted toml; default cloud
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type now `COMMUNITY` for H200 availability.
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- `train/build_model_card.py` — full-FT card template, env hooks
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(`MM_VERSION_OVERRIDE`, `MM_INIT_PATH`) for off-host card builds.
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- `train/upload_to_hf.py` — auto-detect full-FT vs adapter layout,
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`MM_WEIGHTS_DIR` override, ships sharded `model-*.safetensors` if
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present.
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- `train/eval_harness.py` — full-FT load mode (no PEFT overlay) when
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`MM_FULLFT_DIR` / `train-output/full-ft` is present.
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## v3.9.0 — MCP wrapping for v3.9 walkthrough/persona + hash-of-code loop closure
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**Folded into the v3.9.0 release.** v3.9.0 is the first tagged release

pyproject.toml

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[project]
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name = "mind-mem"
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version = "3.9.0"
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version = "3.9.1"
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description = "Drop-in memory for Claude Code, OpenClaw, and any MCP-compatible agent."
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readme = "README.md"
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license = { text = "Apache-2.0" }

src/mind_mem/__init__.py

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)
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from .storage import get_block_store
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__version__ = "3.9.0"
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__version__ = "3.9.1"
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# Best-effort import-time integrity check. Fails open unless
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# MIND_MEM_INTEGRITY=strict, so editable installs and source checkouts

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