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chief-2024

chief-2024 is a skill for Claude Code, Codex from Bokai-Zhao/Pathology-Wiki. It costs 0 tokens per session (373 once invoked), scanned A, original, no licence file.

A pathology foundation model validated across 19 cohorts, 32 cancer types, 60,000 whole-slide images, and 24 hospitals. A foundation model is trained broadly so it can support many later tasks.

In plain words
What is it for?
Use it when citing cross-cohort generalisation or broad clinical validation in pathology foundation models.
Why use it?
It provides evidence for discussing performance across different patient groups, cancer types, and hospitals.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 4repo 5mo ago A scan 0 tokens no licence

Good fit Use it when citing cross-cohort generalisation or broad clinical validation in pathology foundation models.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/bokai-zhao/pathology-wiki/chief-2024
View source ↗ Bokai-Zhao/Pathology-Wiki
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Bokai-Zhao/Pathology-Wiki --skill chief-2024
Clone the repo
git clone --depth 1 https://github.com/Bokai-Zhao/Pathology-Wiki

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for chief-2024

README.md
[![agentmods](https://agentmods.dev/badge/skills/bokai-zhao/pathology-wiki/chief-2024/github.svg)](https://agentmods.dev/skills/bokai-zhao/pathology-wiki/chief-2024)
Your own site
<a href="https://agentmods.dev/skills/bokai-zhao/pathology-wiki/chief-2024"><img src="https://agentmods.dev/badge/skills/bokai-zhao/pathology-wiki/chief-2024/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for chief-2024

Your own site · 80×15
<a href="https://agentmods.dev/skills/bokai-zhao/pathology-wiki/chief-2024"><img src="https://agentmods.dev/badge/skills/bokai-zhao/pathology-wiki/chief-2024.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 373 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00000 $0.00373
Opus 5.5 $0.00000 $0.00149
Sonnet 5.5 $0.00000 $0.00075
Haiku 4.5 $0.00000 $0.00037

Measured 2mo ago against content hash b97e8b86de54, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

chief-2024 scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/articles/chief-2024/SKILL.md · 35 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 35 lines · 0 tokens per session scan A b97e8b86de54

Subscribe to this mod's changes

chief-2024 is a skill published in the GitHub repository Bokai-Zhao/Pathology-Wiki (4 stars, last pushed 5mo ago), with no licence file. It costs nothing until one of its globs matches a file; then it loads 373 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Data and AIScientific
Related

chief-2024 compared with skills from other repositories

chief-2024 next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
chief-2024Bokai-Zhao/Pathology-WikiSkill45mo agononeA0Claude Code, Codex
arboretoK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA55Claude Code, Codex
deepspot-mK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA70Claude Code
torchdrugK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA64Claude Code
pyhealthK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA84Claude Code, Codex
nemo-mbridge-perf-expert-parallel-overlapNVIDIA/skillsSkill3.9kyesterdayApache-2.0A56Claude Code
ml-training-recipesOrchestra-Research/AI-Research-SKILLsSkill14k27d agoMITA88Claude Code