Metadata-Version: 2.4
Name: ltcai
Version: 11.7.0
Summary: Lattice AI — local-first Digital Brain that keeps your knowledge durable across any AI model.
Author: TaeSoo Park
License-Expression: MIT
Project-URL: Homepage, https://github.com/TaeSooPark-PTS/LatticeAI
Project-URL: Repository, https://github.com/TaeSooPark-PTS/LatticeAI
Project-URL: Documentation, https://github.com/TaeSooPark-PTS/LatticeAI/blob/main/README.md
Project-URL: Issues, https://github.com/TaeSooPark-PTS/LatticeAI/issues
Project-URL: Changelog, https://github.com/TaeSooPark-PTS/LatticeAI/blob/main/docs/CHANGELOG.md
Keywords: ai,llm,mlx,mcp,rag,vscode
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Classifier: Framework :: FastAPI
Classifier: Intended Audience :: Developers
Classifier: Operating System :: MacOS
Classifier: Operating System :: Microsoft :: Windows
Classifier: Operating System :: POSIX :: Linux
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Programming Language :: Python :: 3.13
Classifier: Programming Language :: Python :: 3.14
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Software Development :: Libraries :: Application Frameworks
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Description-Content-Type: text/markdown
License-File: LICENSE
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Dynamic: license-file

# Lattice AI

**Your model is the voice you use today. Your Brain is the asset you keep.**

**모델은 갈아타도, 내 지식은 내 컴퓨터에 남는 로컬 우선 AI 브레인.**

[![PyPI Version](https://img.shields.io/pypi/v/ltcai?label=PyPI)](https://pypi.org/project/ltcai/)
[![npm Version](https://img.shields.io/npm/v/ltcai?label=npm)](https://www.npmjs.com/package/ltcai)
[![VS Code Marketplace Version](https://vsmarketplacebadges.dev/version-short/parktaesoo.ltcai.svg)](https://marketplace.visualstudio.com/items?itemName=parktaesoo.ltcai)
[![Open VSX Version](https://img.shields.io/open-vsx/v/parktaesoo/ltcai?label=Open%20VSX)](https://open-vsx.org/extension/parktaesoo/ltcai)
[![CI Status](https://github.com/TaeSooPark-PTS/LatticeAI/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/TaeSooPark-PTS/LatticeAI/actions/workflows/ci.yml)
[![License](https://img.shields.io/badge/license-MIT-green)](LICENSE)

![v11.7.0 Living Brain walkthrough](output/release/v11.7.0/gifs/v11.7.0-living-brain-walkthrough.gif)

Chat, files, folders, notes, and web pages all flow into one durable knowledge
graph on your computer. Any model — local MLX or cloud — can speak with that
memory. Nothing leaves your machine without explicit consent.

대화·파일·폴더·웹페이지가 전부 내 컴퓨터 안의 지식 그래프로 쌓이고, 어떤
모델이든 그 기억을 이어받아 대화합니다.

## What You Can Do

| | |
| --- | --- |
| **See your Brain's story in time** — a growth curve, an activity heatmap, and each day's story, rewindable to any past moment ![Brain Chronicle](output/release/v11.7.0/screenshots/13-chronicle.png) | **Chat with a Brain that remembers** — every conversation grows durable, source-linked memory ![Brain Chat](output/release/v11.7.0/screenshots/04-brain-chat-home.png) |
| **See how knowledge connects** — a real relationship graph, not a file list ![Memory Graph](output/release/v11.7.0/screenshots/05-memory-graph.png) | **Capture anything** — files, whole folders, notes, screenshots, web pages ![Capture](output/release/v11.7.0/screenshots/06-capture.png) |
| **Automate with review** — agent changes become proposals you approve first ![Review Center](output/release/v11.7.0/screenshots/12-review-center.png) | **Pick a model in one click** — recommended local models for your hardware ![Recommended Models](output/release/v11.7.0/screenshots/02-recommended-models.png) |
| **Watch a file become memory** — three named steps, not a pipeline diagram ![Material to memory](output/release/v11.7.0/screenshots/11-knowledge-journey.png) | **Say how much it may do alone** — one dial in plain words; dangerous actions stay blocked either way ![Settings](output/release/v11.7.0/screenshots/08-system.png) |

## Why Lattice AI

- **Own your memory** — knowledge lives in a local SQLite Brain you can back up,
  export, inspect, and restore (`.latticebrain` encrypted archive).
- **Model-independent** — switch between local MLX models and cloud models
  without rebuilding context from zero.
- **Honest by design** — the Brain tells you when retrieval context is limited,
  when captured pages extracted poorly, and when the vector index is catching up.
- **Safe automation** — automations are consent-first drafts; edits to existing
  content always pass through a reviewable proposal with a diff.

매번 AI에게 프로젝트 맥락을 다시 설명하고 있다면, 지식이 여러 서비스에 흩어져
있다면, 그 기억을 특정 회사가 아니라 내가 소유하고 싶다면 — Lattice AI가 그
브레인입니다.

## Quick Start

```bash
pip install ltcai        # or: npm install -g ltcai
LTCAI                    # then open http://127.0.0.1:4825/app
```

Apple Silicon local models: `pip install "ltcai[local]"`. Desktop app (Tauri)
ships as a dmg on each [GitHub Release](https://github.com/TaeSooPark-PTS/LatticeAI/releases).

First-run flow — wake the Brain, pick the owner, load a recommended model:

| | | |
| --- | --- | --- |
| ![Login](output/release/v11.7.0/screenshots/01-login.png) | ![Model install](output/release/v11.7.0/screenshots/03-install-load-progress.png) | ![Model library](output/release/v11.7.0/screenshots/07-model-library.png) |

Screenshot index and capture notes:
[output/release/v11.7.0/SCREENSHOT_INDEX.md](output/release/v11.7.0/SCREENSHOT_INDEX.md)

## Current Release

The current release is **11.7.0 — Clean Sweep**:

11.6.0 left a disclosed backlog and a visual language that still used
glass. This release closes that backlog, fixes regressions One Door did
not know it had shipped, and restyles every captured surface on an
elevation ladder — ink night, paper day, no glass. The door is unchanged:
`lattice-host` still serves **420 operations across 41 route families**,
and the Python package is still a **28-route AI worker** (LLM, embed,
extract, parse, four renderers, ASR, multimodal, catalog, `sysinfo`,
`/health`). The allowlist still includes `/worker/parse` and
`/worker/render/*`; nothing product-shaped moved back into Python.

- **The three oracle bugs 11.6.0 ported as-is are fixed.** Command-search
  knowledge now reads `matches` and returns nodes. Review snooze accepts
  offset-aware datetimes (unparseable `until` → 422). Double-reject is
  409, byte-identical to its dismiss sibling. Fixture bodies that pinned
  the old faults were updated and marked as divergences from the oracle.
- **The §5.3 holes are closed.** Binary uploads go through `/worker/parse`.
  Per-chunk supplied vectors land at the four ingest doors. User hooks
  fire on native tools (`HooksStore` → `HookSink`) and write the same run
  log the HTTP route writes. `sanitize_write_content` runs on the loop
  path and on `POST /tools/write_file`. Every mutating review route records
  `review_item_created` / `review_item_updated`. `workspace_os.json` has
  one writer (`WorkspaceOsStore` + registry + ports).
- **Regressions One Door did not know it had.** Self-Model writes were
  100% dead (five routes posted into the retired `/worker/graph/mutate`;
  `resolve_contradiction` claimed "applied" while writing nothing) —
  restored natively, nine recorded bodies byte-identical. The security
  xlsx export 502'd because it posted to a product route; it now uses
  `/worker/render/xlsx`. Chat `ingest_generated` was a schema 400 even
  against a live 11.5.2 worker. Vault-watch had fixtures and no poller —
  it is a real native ingest loop now. A decoy-proven static gate keeps
  this class from shipping again.
- **Time bombs defused.** Chronicle `@today`, briefing freshness, and the
  insights/garden/proactive/health/quality cutoffs now take a frozen
  clock. Falsifier tests fail on the next run if a fuse is re-armed.
- **The UI is one language.** Token-native elevation and gradients replace
  backdrop-filter. Cytoscape reads theme tokens (comma-form `hsl()`).
  Layout and a11y contracts stay; the first-paint bundle is still ~103 KiB
  gzip.

What this release still carries openly — `open_keys` pending-only, no
extraction refiner, `delete_node` leaving `PART_OF`, review events silent
without an owner, text-only KG-api ingest, two store cycles per review
mutation, raw-English snooze 422 — is listed in
[RELEASE_NOTES_v11.7.0.md](RELEASE_NOTES_v11.7.0.md).

Expected artifacts for 11.7.0 release must use exact filenames:

- `dist/ltcai-11.7.0-py3-none-any.whl`
- `dist/ltcai-11.7.0.tar.gz`
- `ltcai-11.7.0.tgz`
- `dist/ltcai-11.7.0.vsix`
- `src-tauri/target/release/bundle/dmg/Lattice AI_11.7.0_aarch64.dmg`

Do not use wildcard artifact uploads. Package registry publishing remains owner-run.

Release notes: [RELEASE.md](RELEASE.md) · Full history: [docs/CHANGELOG.md](docs/CHANGELOG.md)

## Architecture At A Glance

One Rust server on localhost is the source of truth: `lattice-host` answers
every product route, owns every write to the Brain, and supervises a Python
**AI worker** it reaches over loopback for the things a model does — inference,
embedding, extraction, parsing, rendering, speech-to-text. The React/Vite
frontend and the Tauri desktop shell sit on top of that one door. Local-first
by default — cloud model calls, downloads, Brain Network, and update checks are
opt-in.

See [ARCHITECTURE.md](ARCHITECTURE.md) for details and
[docs/DEVELOPMENT.md](docs/DEVELOPMENT.md) for the developer workflow
(`npm install && npm run dev`, validation via `npm run lint`,
`npm run test:unit`, `npm run test:visual`).

## Known Limitations

- External package registries are owner-published and can lag behind GitHub.
- SQLite is the live local Brain store. The optional PostgreSQL/pgvector
  migration tooling is not part of the 11.6.0 worker.
- Docker, model downloads, cloud model calls, Brain Network, and update checks
  require explicit user action.
- **The Telegram bridge was removed in 11.6.0** — it lived in the platform code
  that became the AI worker. **SSO/OIDC login and callback flows were removed
  with it**; the configuration surface remains and password login is native.
- Conversation does not fabricate answers when no model is loaded. Agent and
  workflow simulation without a loaded LLM is deterministic and LLM-free (it
  does not call a model) — labeled as such, never presented as autonomous
  model success.
- `POST /worker/render/pdf` ships working out of the box: `reportlab` is a
  required dependency as of 11.6.0 (it used to be an undeclared lazy import
  that raised a 500; `ltcai[pdf]` remains as an empty alias for older
  install instructions).
- Pointer-control tools still execute in the worker. Remaining honest gaps
  (`open_keys` pending-only, no Self-Model refiner, `PART_OF` left on
  delete, review events silent without an owner, KG-api ingest text-only,
  two store cycles per review mutation) are listed with their reasons in
  [RELEASE_NOTES_v11.7.0.md](RELEASE_NOTES_v11.7.0.md).

## Release History

Public history starts at 11.0.0. 11.6.0 rebuilt the product server in Rust and
reduced the Python package to an AI worker, so a 10.x or 9.x install is a
different program; `SECURITY.md` supports only 11.x, and this table states the
same boundary. Earlier notes stay in the tree as `RELEASE_NOTES_v*.md` files.

| Version | Theme |
| --- | --- |
| 11.7.0 | Clean Sweep |
| 11.6.0 | One Door |
| 11.5.2 | Tight Ship |
| 11.5.1 | Rust Full Loop |
| 11.5.0 | Rust Complete |
| 11.4.0 | Rust Foundation |
| 11.3.0 | Time Remembers |
| 11.2.0 | All Systems On |
| 11.1.0 | Product Intelligence |
| 11.0.1 | Both Branches |
| 11.0.0 | Full Measure |

Per-release details: [RELEASE_NOTES.md](RELEASE_NOTES.md)
