# cheng-haha/GPT-Policy > Research preview where GPT-6 Astra drives a real robot from a single video demonstration plus live visual feedback, without VLA, RL or DAgger. Currently demos only; code promised later. - Magnitude: 0.1 out of 10 — Steady - Stars: 273 total · +0 stars on 2026-09-27 (UTC), ≈ 0 by evening - Star trust: star growth looks organic - Category: Hardware, IoT & robotics · Language: Python · Created: 2026-09-10 · Last push: 2026-09-24 - GitHub: https://github.com/cheng-haha/GPT-Policy · Homepage: https://cheng-haha.github.io/GPT-Policy/ · Page: https://gitnova.dev/en/r/cheng-haha/GPT-Policy ## Useful for - Assess the one-shot video-to-robot approach without RL or VLA - Watch manipulation demos: plug insertion, hidden goal, goal-image assembly ## Why it’s here - The repository is 17 days old and already has 273 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: 5 - Issues and pull requests: 2 - Watchers: 4 - Average over the last week: 5 per day - Usual pace: 15 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 09-14 1.8, 09-15 1.7, 09-16 3.4, 09-17 3.5, 09-18 2.2, 09-19 1.5, 09-20 1.5, 09-21 1.6, 09-22 1.5, 09-23 1.4, 09-24 0.8, 09-25 0.5, 09-26 0.5, 09-27 0.1 --- 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 2026-09-27 00:15 UTC, updated every 30 minutes.