--- title: "jaredpalmer/kev skills ยท skilld" description: "Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own" canonical_url: "https://skilld.dev/gh/jaredpalmer/kev" meta: "og:description": "Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own" "og:image": "https://skilld.dev/_og/d/a_~c2tpbGxkLCBhZ2VudCBza2lsbHMgd3JpdHRlbiBieSByZWFsIG1haW50YWluZXJz%2Cc_Page.takumi%2Cdescription_~Q3VyYXRlZCBhZ2VudCBza2lsbHMgYnkgaHVtYW5zLCB3cml0dGVuIGJ5IHJlYWwgbWFpbnRhaW5lcnMgaW4gdGhlaXIgb3duIEdpdEh1YiByZXBvcw%2Cp_Ii9naC9qYXJlZHBhbG1lci9rZXYi%2Cs_YlDynasqf_6odtcW.png" "og:image:alt": "skilld, agent skills written by real maintainers" "og:image:height": "600" "og:image:type": image/png "og:image:width": "1200" "og:title": "jaredpalmer/kev skills" "twitter:description": "Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own" "twitter:image": "https://skilld.dev/_og/d/a_~c2tpbGxkLCBhZ2VudCBza2lsbHMgd3JpdHRlbiBieSByZWFsIG1haW50YWluZXJz%2Cc_Page.takumi%2Cdescription_~Q3VyYXRlZCBhZ2VudCBza2lsbHMgYnkgaHVtYW5zLCB3cml0dGVuIGJ5IHJlYWwgbWFpbnRhaW5lcnMgaW4gdGhlaXIgb3duIEdpdEh1YiByZXBvcw%2Cp_Ii9naC9qYXJlZHBhbG1lci9rZXYi%2Cs_YlDynasqf_6odtcW.png" "twitter:image:alt": "skilld, agent skills written by real maintainers" "twitter:title": "jaredpalmer/kev skills" --- > Index of every page on this site: [llms.txt](https://skilld.dev/llms.txt) [All skills](https://skilld.dev/skills) [![jaredpalmer avatar](https://skilld.dev/_img/avatar?url=https%3A%2F%2Fgithub.com%2Fjaredpalmer.png)](https://skilld.dev/gh/jaredpalmer) # **jaredpalmer/kev** Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own main Updated 6 days ago [GitHub](https://github.com/jaredpalmer/kev) ![README badge for jaredpalmer/kev](https://skilld.dev/b/jaredpalmer/kev?theme=light&label=0) ## Repository statistics - Indexed skills **10** - Skill groups **1** - GitHub stars **9,895** - Forks **675** ## Skills 10 total Sort skills [/kev-deploy](https://skilld.dev/gh/jaredpalmer/kev/kev-deploy) Deploy a Kev decision model (the open Jev-style System One model) as the user's own TypeSafe-compatible HTTPS endpoint on Modal with one command, wire it into their code, and take it down. Use when someone wants to host Kev, get a Kev API URL, replace Jev / TypeSafe calls with a self-hosted model, pick a Kev size or GPU, add an API key, keep an endpoint warm, or stop and remove a Kev deployment. Updated27 days ago [/thermonuclear-code-review](https://skilld.dev/gh/jaredpalmer/kev/thermonuclear-code-review) Extremely strict structural review of a Kev branch or PR (code-judo simplifications, spaghetti growth, files past 1k lines, boundaries, duplication of canonical helpers). Use when asked to review a PR, audit a diff, or run a "thermonuclear" or deep code quality review on this repo. Updatedlast month [/kev-knowledge](https://skilld.dev/gh/jaredpalmer/kev/kev-knowledge) Search the Kev knowledge graph (private repo jaredpalmer/kev-knowledge) before re-deriving history. Use when asked what was tried, decided, measured or learned in earlier Kev sessions, why a rule or number exists, what a round or PR did, or when starting a research, serving, release or data task that earlier sessions may have covered. Also covers how the graph is refreshed (nightly Devin Cloud automation) and how to add to it. Updatedlast month [/kev-modal-study](https://skilld.dev/gh/jaredpalmer/kev/kev-modal-study) Launch, monitor and pull Kev training studies, untrained-base probes, remote benchmarks and new-base smoke checks on Modal (modal\_app.py). Use when running trials, delta fine-tunes, base probes, external evals or fit checks for the Kev repo. Updatedlast month [/kev-verify](https://skilld.dev/gh/jaredpalmer/kev/kev-verify) Verify a Kev change has no regression and ship it as a reviewed PR. Use when refactoring, editing kev/\*.py, scripts, the Space or the playground, and when opening or merging Kev pull requests (stacked branches, squash merges). Updatedlast month [/kev-pr-description](https://skilld.dev/gh/jaredpalmer/kev/kev-pr-description) Write a Kev pull request title and body that teaches the reader why the change exists and how it works. Use when opening, editing or reviewing a PR on this repo, or when the PR title will become the squash-merge commit message. Updated2 months ago [/kev-finetune](https://skilld.dev/gh/jaredpalmer/kev/kev-finetune) Fine-tune a Kev decision model (open Jev-style System One model) on a user's own workload and serve it with calibrated probabilities. Interviews the user, finds existing Jev/TypeSafe questions or labelled data in their codebase, generates enough synthetic training data to measure a gain, trains and calibrates on Modal, scores against the released checkpoint, deploys a TypeSafe-compatible endpoint, and tears everything down. Use when someone wants noul/choice/score questions answered on their own domain (routing, triage, moderation, classification, scoring), wants calibrated confidence for automation thresholds, mentions Jev, TypeSafe, System One or Kev, or asks to fine-tune, evaluate, deploy or clean up Kev. Updated2 months ago [/deslop](https://skilld.dev/gh/jaredpalmer/kev/deslop) Remove AI-generated code slop and clean up code style Updated2 months ago [/grill-me](https://skilld.dev/gh/jaredpalmer/kev/grill-me) A relentless interview to sharpen a plan or design. Updated2 months ago [/unslop](https://skilld.dev/gh/jaredpalmer/kev/unslop) Cut AI tells from any writing. Must always apply. Updated2 months ago ## Add to your README The badge links readers to this page. It shows the skilld mark and no counts, and it follows the reader's light or dark GitHub theme. ` Skill repository on skilld.dev ` ```json {"@context":"https://schema.org","@graph":[{"@id":"https://skilld.dev/#website","@type":"WebSite","description":"Curated agent skills by humans, written by real maintainers in their own GitHub repos","name":"skilld","url":"https://skilld.dev/"},{"@id":"https://skilld.dev/gh/jaredpalmer/kev#webpage","@type":"WebPage","description":"Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own","name":"jaredpalmer/kev skills","url":"https://skilld.dev/gh/jaredpalmer/kev","isPartOf":{"@id":"https://skilld.dev/#website"},"potentialAction":[{"@type":"ReadAction","target":["https://skilld.dev/gh/jaredpalmer/kev"]}]}]} ```