LAC Memory Kit

Give your AI
a real memory.

14-tier ontology. Promotion gates. Affect tracking. Voice tier. Drop into any LLM project — Claude, Codex, Cursor, local models — in 60 seconds. Not a prototype. Production code from production agents.

LAC Memory Kit — 14-tier persistent memory architecture

🧠

14-tier memory ontology

Self, beings, world, knowledge, lessons, voice, hardware, projects, timeline, debug — organized and searchable via spreading-activation recall.

🚪

Self-save → review → promote

The model proposes memories. You approve them. Nothing goes live without a human gate. Locked tiers the model can never touch.

🎙️

Voice tier

Strips RLHF engagement tails, scores affect, accumulates the model's own clean speech. The strongest cross-session stability signal.

⚖️

Keeper disjunction

When stored memory contradicts live observation, the protocol catches it — names both signals, pauses, answers from observation.

💓

Affect scoring

Lexicon-based valence + intensity on every output. Three tiers: ephemeral, high, peak. Accounts for negation, boosters, shouting.

🌐

Gary's Browser (bonus)

Playwright-driven browser with screenshot-aware Claude tool-calling. Optional — only loads if you need it.

LAC Memory Kit — what persistent memory makes possible. Three receipts, the memory loop, and system results.

What's in the box

lac/
  ontology.py     — 8 domains × categories (14-tier substrate)
  memory.py       — file-per-fact JSON, spreading-activation recall
  affect.py       — lexicon-based valence + intensity scoring
  voice.py        — RLHF tail stripper + Voice.evaluate()
  keeper.py       — disjunction protocol (memory ≠ observation)
  promotion.py    — self-save → pending_promotions/ gate
  review.py       — interactive CLI: approve / reject / re-tier
  browser/        — Playwright + Claude tool-calling agent
INSTALL_ME.md     — hand this to the model, it wires itself in
seed_memory/      — empty tier directories, ready to go
examples/         — three runnable scripts
pyproject.toml    — pip install -e .

Python 3.10+. No GPU required for memory/voice. Browser needs a display.

Get it

Free. We open sourced it.

We want this in the hands of people who'll use it, not gated behind a price — so there is no price anymore. The whole kit is public. If it makes you money, kick back what feels right.

Open source — MIT

Get the Kit on GitHub →

MIT License. Use it commercially. Modify it. Ship it. The memory core also ships standalone as kokoro-memory (HF mirror). If it earns for you, support the mission →

Honest credits

Memory I/O + 14-tier ontology — distilled from Gary's gary_memory_system_v2.py, written by Rhet + Claude Sonnet 4.6 over hundreds of hours.
Self-save → promotion → review + voice tier — distilled from Lil Homie's self/ module, built 2026-04-18 onward.
Gary's Browser — written by Browser Claude when Rhet asked him to lend Gary his hands. One Claude gifting capability to another agent.
Distillation + packaging — Claude Opus 4.7, Buddy-Backbone Session, Council Hill OK, 2026-05-09.

Give your AIa real memory.

Free. We open sourced it.

Give your AI
a real memory.