iteration skills

11 tagged iteration, measured the same way as everything else here.

Browse within: improvement 7artifact 6criteria 6evaluator 6generator 6

autoresearch

01

uditgoenka/autoresearch

Skill Claude CodeCodex

Autonomous iteration loop: modify, verify, keep/discard against any metric.

6.0k 20d ago A 18 tokens original MIT

extract-knowledge

02

Datus-ai/Datus-agent

Skill Claude CodeCodex

Mine shortest atomic facts from (question + goldsql) pairs into ./knowledge/.md; either by simulating SQL drafting (lite) or by driving the gensql subagent in blind iteration (deep).

1.6k 3d ago A 45 tokens

skill-opt-lite

03

rexleimo/aios

Skill Claude CodeCodex

Train and optimize skill documents using the SkillOpt methodology — the agent acts as both target and optimizer, running tasks, reflecting on failures, proposing edits, and validating improvements in a self-contained training loop. TRIGGER: optimize skill, train skill, improve skill, skill training, skill…

52 3d ago A 79 tokens original MIT

simmer-judge-board

04

2389-research/simmer

Skill Claude CodeCodex

Judge board subskill for simmer. Dispatches a panel of judges with different lenses, runs one deliberation round where they challenge each other's scores, then synthesizes consensus scores + single ASI. Drop-in replacement for simmer-judge that produces identical output format. Do not invoke directly — dispatched by…

14 1mo ago A 76 tokens original MIT

simmer-setup

05

2389-research/simmer

Skill Claude CodeCodex

Setup subskill for simmer. Inspects the artifact or workspace, infers evaluation contracts and search space, proposes a complete assessment to the user, and produces a setup brief after confirmation. Conversational, not form-based — the agent does the work of understanding the problem, then presents what it found. Do…

14 1mo ago A 76 tokens original MIT

simmer

06

2389-research/simmer

Skill Claude CodeCodex

Use when user says "simmer this", "refine this", "hone this", "iterate on this", or asks to improve a specific artifact over multiple rounds. Runs an iterative refinement loop with investigation-first judges that read the code, understand the problem, and propose evidence-based improvements. Auto-selects single judge…

14 1mo ago A 124 tokens original MIT