jev-judgment-design SKILL.md skillA
jev-judgment-design from shimo4228/claude-harness is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add shimo4228/claude-harness/jev-judgment-design@git:20261008.b63e5f1Pins git:20261008.b63e5f1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- shimo4228/claude-harness
- Path
skills/jev-judgment-design/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261008.b63e5f1, committed Oct 8, 2026
- First version recorded
- Sep 23, 2026
- Size
- 6,969 bytes
- Repository stars
- 3
- License
- MIT
Design how a closed LLM judgment (relevance, novelty, evidence strength) moves to TypeSafe Jev. Use when replacing an LLM judgment with Jev, or when a Jev judgment lets everything through. For Jev's API and primitives, use typesafe:typesafe-ai first.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Jev judgment design Jev answers closed questions with probabilities and does not write prose. Moving an LLM pipeline's judgments to Jev makes them cheap and parallel, but Jev answers only within the state it is handed. This skill owns the design of that state and of the side that decides accept/reject from the answers. The general design guidance for Jev (state / instructions / criteria, choosing Choice, Noul, or Score, no-match, set thresholds on your own data) is canonical in plugin skill `typesafe:typesafe-ai`, so read that first and read only the judgments layered on top here. Sources: the implementation in jev-research-pipeline (https://github.com/shimo4228/jev-research-pipeline) and the article "Moving the research judgments I left to an LLM to Jev, a judgment-only model" (https://zenn.dev/shimo4228/articles/jev-research-judgment-offload). ## 1. Move only closed judgments Move to Jev the judgments whose answer can be stated as a yes/no probability, one pick from a set of options, or a point on a graded scale. Keep work with an open-ended answer shape, such as where to search next or how to write, with the LLM. After the move, watch the …
Read the whole file at its exact version.
How to install
mdr add shimo4228/claude-harness/jev-judgment-design@sha256:db1981cc9ca085e9The line at the top of this page pins the label git:20261008.b63e5f1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_b62aabkhwkdig6bn)
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Versions
The registry has recorded 4 versions of this file, between Sep 23, 2026 and Oct 8, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261008.b63e5f1 latest | 2026-10-08 | b63e5f1 | 6,969 B | A | view · diff |
| git:20261007.d62d71a | 2026-10-07 | d62d71a | 7,562 B | A | view · diff |
| git:20260926.538565e | 2026-09-26 | 538565e | 7,600 B | A | view · diff |
| git:20260923.841866c | 2026-09-23 | 841866c | 7,764 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6969 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
shimo4228/claude-harness · 3 stars · license MIT · pushed 2026-10-18 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_b62aabkhwkdig6bn GET https://markdownregistry.com/api/v1/resolve?ref=shimo4228/claude-harness/jev-judgment-design GET https://markdownregistry.com/api/v1/blob/db1981cc9ca085e9b995f9d89ec9d5a40231d08db531849cbaf687fc8aaa4f2c
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.