# flybook-git/flm > A research project that trains a small adapter on top of a frozen LFM2.5-1.2B LLM; the adapter reads the state of the full MaleCNS v1.0 fly connectome (166,700 nodes, 25.5M edges) and adjusts next-token logits. Only the adapter is trained; language ability comes from the pretrained model. - Magnitude: 0.0 out of 10 — Quiet - Stars: 71 total · +0 stars on 2026-09-30 (UTC), ≈ 0 by evening - Star trust: star growth looks organic - Category: Science & research · Language: Python · Created: 2026-09-15 · Last push: 2026-09-11 - GitHub: https://github.com/flybook-git/flm · Page: https://gitnova.dev/en/r/flybook-git/flm ## Useful for - Train the fly-connectome adapter locally on CPU, MPS, or CUDA and get weights in runs/conversation-v2/ - Run an interactive chat with the trained adapter via scripts/chat.py - Verify graph and training correctness with unittest and scripts/evaluate_conversations.py ## Why it’s here - The repository is 15 days old and already has 71 stars. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 13 - Issues and pull requests: 0 - Watchers: 2 - Average over the last week: 0 per day - Usual pace: 0 per day ## Stars per day, last 30 days (oldest → newest, today is partial) 2026-10-04 … 2026-11-02: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None ## Magnitude by day, last 14 days 09-17 1.8, 09-18 1.7, 09-19 0.0, 09-20 0.0, 09-21 0.0, 09-22 0.0, 09-23 0.0, 09-24 0.0, 09-25 0.0, 09-26 0.0, 09-27 0.0, 09-28 0.0, 09-29 0.0, 09-30 0.0 --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-09-30 05:25 UTC, updated every 30 minutes.