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donkeycar-rl-autoresearch
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Research-grade DonkeyCar RL autoresearch and sweep system.
56 Commits 1 Branch 0 Tags 207 MiB
Python 94.3%
Shell 5.7%
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Paul Huliganga a5577fb3e7 feat: shuttle-exploit detection in mini_monaco eval 
Samples car position every 100 steps during eval. Computes macro
efficiency = net_displacement / total_sampled_path. If < 0.3 with
>= 500 steps, logs WARNING: SHUTTLE EXPLOIT? with the efficiency value.

Also logs reward/step per episode so anomalously high-scoring long
episodes can be diagnosed immediately.

This will tell us definitively whether Trials 9 and 14 (1435/1573
scores, 2000 steps each) were genuine driving or back-and-forth
shuttling on a mini_monaco straight.

Agent: pi
Tests: 102 passed
Tests-Added: 0
TypeScript: N/A
 		2026-04-16 17:29:30 -04:00
.harness feat: Wave 1 complete — real PPO training, model save, GP+UCB autoresearch, 37 tests passing 2026-04-13 10:03:15 -04:00
agent feat: shuttle-exploit detection in mini_monaco eval 2026-04-16 17:29:30 -04:00
docs wave3: add multi-track autoresearch system (83 tests passing) 2026-04-14 12:47:12 -04:00
tests fix: StuckTerminationWrapper + deque import + 102 tests 2026-04-15 09:17:27 -04:00
.gitignore feat: Wave 1 complete — real PPO training, model save, GP+UCB autoresearch, 37 tests passing 2026-04-13 10:03:15 -04:00
AGENT.md feat: Wave 1 complete — real PPO training, model save, GP+UCB autoresearch, 37 tests passing 2026-04-13 10:03:15 -04:00
DECISIONS.md docs: ADR-013 through ADR-016 — decisions that were lost to context compaction 2026-04-15 22:34:48 -04:00
IMPLEMENTATION_PLAN.md feat: Phase 3 — behavioral control, enhanced evaluator, 53 tests 2026-04-14 09:28:43 -04:00
PROJECT-KICKOFF.md feat: Wave 1 complete — real PPO training, model save, GP+UCB autoresearch, 37 tests passing 2026-04-13 10:03:15 -04:00
PROJECT-SPEC.md feat: Wave 1 complete — real PPO training, model save, GP+UCB autoresearch, 37 tests passing 2026-04-13 10:03:15 -04:00
README.md feat: Wave 1 complete — real PPO training, model save, GP+UCB autoresearch, 37 tests passing 2026-04-13 10:03:15 -04:00
create_gitea_repo.py Initial commit 2026-04-12 23:44:36 -04:00
ralph-loop.sh feat: Wave 1 complete — real PPO training, model save, GP+UCB autoresearch, 37 tests passing 2026-04-13 10:03:15 -04:00

README.md

donkeycar-rl-autoresearch

Purpose

Status

  • Scaffolded with the agent harness
  • Spec not filled yet

Runbook

  • Fill PROJECT-SPEC.md
  • Create IMPLEMENTATION_PLAN.md from the spec
  • Start the implementation loop