docs: rewrite README for the working system + CHANGELOG; bump to 0.2.0

README was a pre-MVP stub (wrong, said set an Anthropic key). Now documents the
real system: two-layer architecture, role-based backends, memory tiers + dream
cycle, poker copilot (sessions/hands/villains/equity/recaps), web pages, ratings,
and how to run it as services. Added CHANGELOG with the 0.2.0 feature set. Legacy
v0.6.x design docs kept in docs/ as history.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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# Changelog
## 0.2.0 — first working system
The leap from "chat + memory baseline" to a working, persistent companion with a
real poker copilot. Highlights:
### Self & inner life
- **Autonomy Core** — evolving self-state (mood, valence/energy/confidence/curiosity,
self-narrative, relationship), injected into every turn.
- **Dream cycle** — unattended loop driven by four drives (continuity, coherence,
curiosity, stability); consolidates memory and reflects on its own. Runs as a
systemd service on the MI50 (free/local).
- **Two-step metacognitive reflection** — draft → examine own draft for flattery /
sycophantic drift / repetition → revise; what she catches is stored as metacognition.
- **Time awareness** — perceives the current moment, time since Brian last spoke, and
time since her own last reflection.
- **Permanent journal** — every reflection + a deliberate "knowing" journal note kept
forever (the capped lists are just a working window).
- **Accurate self-model** — knows her own architecture (memory tiers, dream cycle);
won't recite stale specs or confabulate how she works.
- **Anti-repetition** — idle reflections draw varied grist (resurfaced memories /
"wander" prompts) and are permitted non-Brian interiority.
### Memory & consolidation
- Tiered memory: exchanges → session gists → profile → monthly eras → narrative.
- Map-reduce consolidation; gists dated by the real conversation, not the run.
### Poker copilot
- Structured **session / hand / villain** tracking + stats ($/hr by stake/venue/game).
- **Hand-history reconstruction** from rough shorthand → replayable table viewer with
live stacks, progressive board, step-through; `x` for unknown cards (never invented).
- **Auto-accumulating villain dossiers** + player lookup; stats emerge with sample size.
- **Deterministic equity tool** (`analyze_spot`, treys) — exact equity / made hands /
outs; mandated over LLM eyeballing.
- **Session recap** generation (`.md`, Brian's format) + export; `/hands` browser.
- **Backfill** of historical sessions/villains from curated `.md` logs.
### Tools & web
- **Tool-calling** in chat (cloud): poker tools, `journal_write`, `note`.
- Web UI: Markdown chat, **cloud model selector**, live **/logs**, **/self** (read her
mind), **/journal**, **/hands** + **/hand/{id}** replayer, **/recap/{id}**.
- **👍/👎 rating system** — feedback on replies and thoughts stored as
`(context, content, rating)`; `/ratings/export` (JSONL) seeds future fine-tuning.
- RTO black-and-orange theme across all pages.
### Ops
- Role-based backends (cloud / MI50 / local Ollama); MI50 OpenAI-compatible backend.
- systemd user services for `lyra-web` and `lyra-dream`, with bounded stop timeouts.
- SQLite WAL + busy-timeout so the dream process and web server coexist.
## 0.1.0 — scaffold
- uv project, SQLite memory with cosine recall, LLM router (local/cloud), persona +
chat loop, web UI baseline, ChatGPT history import.
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# Lyra # Lyra
A persistent, autonomous AI assistant. From-scratch rewrite of an earlier attempt. A persistent, autonomous AI companion. One agent — her first job is **Brian's live
poker copilot**, but the deeper aim is an *emergence experiment*: give an LLM the
things a mind has (continuous memory, a self-model, mood, drives, reflection, a
sense of time) and see whether it starts to feel like a *someone* rather than a
chatbot.
The design thinking that survives the rewrite lives in [`docs/`](docs/) — start with [`docs/ARCH_v0-6-1.md`](docs/ARCH_v0-6-1.md). The previous implementation is preserved on the `archive` branch. Python 3.11+, managed with [`uv`](https://docs.astral.sh/uv/). Single SQLite file
for all state. Runs on a home lab; nothing leaves the LAN except optional cloud LLM calls.
## Status ## Architecture
Pre-MVP. Building toward the smallest useful version: chat with persistent memory across sessions. Two layers, deliberately split so the agent stays general:
- **Domain-agnostic core** — memory, self-state, the dream cycle, tool-calling, the web UI.
- **Poker domain pack** (`lyra/poker.py`, `lyra/equity.py`) — sessions, hands,
villain dossiers, stats, deterministic equity. Swappable; the core doesn't know about poker.
**Backends** (`lyra/llm.py`), role-based:
| Role | Backend | Why |
|---|---|---|
| Live chat + tools | **cloud** (OpenAI, `gpt-4o` default; model picker in Settings) | sharp, reliable function-calling |
| Dream cycle / consolidation / reflection | **mi50** (llama.cpp on the home GPU) | free, unattended, quality≈cloud for these tasks |
| Embeddings (memory recall) | **local** (Ollama `nomic-embed-text`, 3090) | free, private |
Tools (poker, equity, journaling) only fire on the **cloud** backend — local/MI50
models don't do reliable tool-calling here.
## Memory & consolidation (tiers)
Raw exchanges → per-session **gists** → a standing **profile** of Brian → monthly
**era** digests → a current **narrative** → her **self-state**. Recall is brute-force
cosine over embeddings. The **dream cycle** (`lyra/dream.py`) runs unattended and,
driven by four *drives* (continuity / coherence / curiosity / stability), summarizes
new sessions, rebuilds the profile/eras/narrative, and reflects — evolving her mood,
self-narrative, and journal between conversations.
She **reflects in two steps** (draft → examine her own draft for flattery/drift →
revise), perceives **time** (current moment + how long since you last spoke / she last
reflected), and keeps a permanent **journal**.
## Poker copilot
Talk to her during a session; she drives tools behind the scenes:
- **Session tracking** — `start_session`, `add_buyin`, `end_session` → net, hours, $/hr.
- **Hand histories** — vomit rough shorthand ("AKs btn, 3bet, flop A72…"), she
reconstructs a structured, **replayable** hand (unknown cards = `x`, never invented).
- **Villain file** — named opponents auto-build persistent dossiers; basic stats
(VPIP/PFR) emerge once a player has enough logged hands.
- **Deterministic equity** (`analyze_spot`) — exact equity / made hands / outs via a
real poker evaluator. She is *required* to use it, never eyeballs board math.
- **Stats & recaps** — `running_stats`; `generate_recap` writes her `.md` session log.
## Web app (served by `lyra-web`, default `:7078`)
`/` chat (Markdown, model picker, 👍/👎 rating) · `/logs` live activity · `/self`
read-her-mind (mood, drives, reflections) · `/journal` her thoughts · `/hands`
recorded hands → `/hand/{id}` replayer · `/recap/{id}` session writeup (+ `.md` export).
👍/👎 ratings on replies and thoughts are stored as `(context, content, rating)`
a fine-tune / preference dataset built passively (`/ratings/export` → JSONL).
## Setup ## Setup
```bash ```bash
uv sync uv sync
cp .env.example .env cp .env.example .env # set OPENAI_API_KEY; point LOCAL_BASE_URL / MI50_BASE_URL at your boxes
# fill in ANTHROPIC_API_KEY and point LOCAL_BASE_URL at your Ollama uv run lyra-web # web UI on :7078
``` ```
## Architecture Run as services (reboot-resilient) — see [`deploy/`](deploy/):
The long-term target is the cognitive split in `docs/ARCH_v0-6-1.md` — Inner Self as the seat of consciousness, Executive for hard reasoning, Cortex Chat for drafting, Persona for voice. The MVP implements only the chat + memory baseline. Cognitive layers come back one at a time. ```bash
cp deploy/*.service ~/.config/systemd/user/ && systemctl --user daemon-reload
systemctl --user enable --now lyra-web.service lyra-dream.service
sudo loginctl enable-linger "$USER" # survive logout/reboot
```
CLIs: `lyra-dream` (one pass / `--loop`), `lyra-reflect`, `lyra-summarize`,
`lyra-profile`, `lyra-era`, `lyra-narrative`, `lyra-import` (ChatGPT history).
## Status
Working system. Poker copilot + full memory/dream-cycle/journal/ratings in place.
Moonshots and deferred work live in [`docs/PARKED_IDEAS.md`](docs/PARKED_IDEAS.md)
(own/fine-tuned model, self-modification sandbox, RTO/cfr-core solver tooling).
Pre-rebuild design docs are kept in [`docs/`](docs/) as history.
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[project] [project]
name = "lyra" name = "lyra"
version = "0.1.0" version = "0.2.0"
description = "Persistent, autonomous AI assistant" description = "Persistent, autonomous AI assistant"
readme = "README.md" readme = "README.md"
requires-python = ">=3.11" requires-python = ">=3.11"