Maximize the student's eval_reward_mean on the real <hub-id> validation set by iteratively post-training a small student model (default Qwen/Qwen3-0.6B, override with --model) on generated data targeted at its failures. Every iter resumes from the same anchor (iter_0's checkpoint), so each dataset is a controlled experiment. After the Phase 3 budget expires, Phase 4 runs two control trains (best replay + real+best mix) to test whether the lift generalizes.
Synthetic Self Improve Rl is a community-contributed Claude Code skill in the education-learning sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/synthetic-self-improve-rl/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when the user types /synthetic-self-improve-rl <dataset>.
The Synthetic Self Improve Rl Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 146,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/synthetic-self-improve-rl curl -L https://claudskills.com/skills/synthetic-self-improve-rl/SKILL.md \ -o ~/.claude/skills/synthetic-self-improve-rl/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/synthetic-self-improve-rl/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/synthetic-self-improve-rl/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\synthetic-self-improve-rl\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
SKILL.md from the source repository to ~/.claude/skills/synthetic-self-improve-rl/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Synthetic Self Improve Rl is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.If you reference this skill in a blog post, paper, or documentation, you can cite it as:
@misc{synthetic-self-improve-rl-2026,
author = {vivekvkashyap},
title = {Synthetic Self Improve Rl [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/synthetic-self-improve-rl/}
}Grade A · scanned 2026-07-06 — free static scan against the OWASP Agentic Skills Top 10.
The scan flagged 1 of 10 categories (execution), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.
Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:
Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore
SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.