{"repo":"2389-research/simmer","free":true,"listed":false,"github":"https://github.com/2389-research/simmer","clone":"git clone https://github.com/2389-research/simmer.git","description":"Iterative artifact refinement with investigation-first judge board - constructs problem-specific judges that read the code, understand the problem, and propose evidence-based improvements","language":null,"stars":14,"topics":["artifact","criteria","evaluator","generator","improvement","iteration","judge","optimization","pipeline","refinement"],"license":"MIT","category":"workflow-automation","readme_excerpt":"Simmer You wrote a prompt. It works. But is it good ? Simmer runs your artifact through multiple rounds of criteria-driven refinement — each round, a panel of judges reads your code, understands the problem, and proposes specific improvements. Read the story behind Simmer → Iterative artifact refinement — take any artifact or workspace and hone it over multiple rounds using criteria-driven feedback. Installation What This Plugin Provides One skill ( simmer ) with four subskills that run the refinement loop: - Setup — identify the artifact (file or workspace), elicit 2-3 quality criteria, determine evaluation method - Generator — produce an improved version based on the judge's ASI (Actionable Side Information — the single highest-leverage fix) - Judge — score the candidate 1-10 per criterion, produce the ASI - Reflect — record the trajectory, track the best candidate across iterations Trigger Phrases Say any of these to start a simmer loop: \"simmer this\", \"refine this\", \"hone this\", \"iterate on this\", \"make this better\", \"improve this over a few rounds\", \"polish this\", \"tighten this up\", \"optimize this pipeline\", \"find the best model for this task\", \"tune this configuration\" Any request to iteratively improve an artifact triggers simmer. When to Use Simmer vs. Cookoff vs. Omakase-Off Situation Use Why ----------- ----- ----- You have an artifact and want it better simmer Iterative refinement against criteria You want parallel code implementations competing cookoff Parallel ge","default_branch":null,"files":null,"tree":[],"storefront":"/r/2389-research","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/2389-research/simmer/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}