🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.
C-Rank Grade: A (Welcoming) - 66/100
External PR Merge Rate: 82%
Response Time: 3d
First Timer Success: 86%
walkinglabs/hands-on-modern-rl has a recorded first-timer success rate of 85.7%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in walkinglabs/hands-on-modern-rl respond to incoming external pull requests in approximately 78.9 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.
The C-Rank™ system evaluates GitHub projects on a 0–100 scale using real data: PR merge rates, review turnaround time, active maintainer presence, and first-time contributor success. A score of 65.8 places walkinglabs/hands-on-modern-rl in the A tier.
The external contributor pull request merge rate for walkinglabs/hands-on-modern-rl is 82.4%, based on public PR activity from non-core contributors.
walkinglabs/hands-on-modern-rl currently has 5 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".
Highly welcoming maintainers in walkinglabs/hands-on-modern-rl. Prompt code reviews with positive guidance for new contributors.
Average Response Latency
Tracks hours until a maintainer leaves a review, comment, or PR response.
External Acceptance Rate
Percentage of community pull requests successfully merged into main.
First PR Conversion
Rate at which developers submitting their first repository PR succeed.
Show contributors that your repository actively reviews and merges external pull requests.
[](https://getmerged.abhishekco.de/walkinglabs/hands-on-modern-rl?utm_source=github&utm_medium=badge)
Historical health & responsiveness evolution
External PR acceptance
First PR success rate
50% receive response in
90% receive response in
Maintainer review activity heatmap & prime window prediction
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Detected: UTC
Maintainers are most responsive around 05:00 UTC (05:00 UTC in your timezone). Recommended submission window is Tuesday - Thursday from 04:00 to 08:00 UTC (04:00 - 08:00 UTC local).
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~51 hours (96% approval). Large PRs (>500 lines) take ~379 hours (37% approval). Keep your diff compact for rapid review.
主页readme的开头的强化学习导论的link配置错误，写的是intro.md，但实际上是introduction.md
The English version of the book is in chinese
在学习 chapter00_base/ValueIteration.py 中的 value_iteration() 实现时，我发现按照原代码并无法得到下面的迭代V表格。 Iter 0: Iter 5: Iter 20: Iter 100: ┌────┬────┬────┬────┐ ┌────┬────┬────┬────┐ ┌────┬────┬────┬────┐ ┌────┬────┬────┬────┐ │ 0.0│ 0.0│ 0.0│ 0.0│ │ 0.0│-0.02│-0.02│ 0.9│ │ 0.7│ 0.8│ 0.9│ 0.95│ │ 0.82│ 0.88│ 0.94│ 0.99│ ├────┼────┼────┼────┤ ├────┼────┼────┼────┤ ├────┼────┼────┼────┤ ├────┼────┼────┼────┤ │ 0.0│-1.0│ 0.0│ 0.0│ │ 0.0│-1.0│ 0.0│ 0.9│ │ 0.6│-1.0│ 0.8│ 0.9│ │ 0.76│-1.0│ 0.88
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When evaluating whether to contribute to walkinglabs/hands-on-modern-rl, response velocity and maintainer engagement are crucial. GetMerged continuously tracks pull request trajectories, first-comment latency, and code review rounds to help developers avoid submitting pull requests to backlogged repositories.
Currently, maintainers of walkinglabs/hands-on-modern-rl acknowledge new external contributions in approximately 3 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 82.4% were successfully merged into the primary branch.
walkinglabs/hands-on-modern-rl has a recorded first-timer success rate of 85.7%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~3 days+. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.
The C-Rank™ index scores repositories on a 0 to 100 scale using an objective formula: external PR merge rates, initial response speed, active maintainer count, and first-time contributor retention. A score of 65.8 places walkinglabs/hands-on-modern-rl in the Welcoming tier.
The external pull request merge rate is 82.4%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
Yes, walkinglabs/hands-on-modern-rl currently has 5 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.
All metrics displayed for walkinglabs/hands-on-modern-rl are automatically retrieved via the public GitHub API and recalculated daily. Insider pull requests submitted by repository owners or organization members are excluded from merge rate calculations to preserve objective external contributor statistics.