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talent-ops

shenmali

Evidence-based hiring operating system for AI coding CLIs.

Open shenmali/talent-ops → Checked against the four rules.

Works with any agent

ships AGENTS.md, the cross-tool instruction file.

In its own words

Aboutshenmali/talent-ops

The employer-side mirror of career-ops.

README.md

Evidence-based hiring operating system for AI coding CLIs. The employer-side mirror of career-ops: candidates got AI to choose companies — this gives hiring teams AI to choose candidates on evidence, not keywords.

Resume != Candidate. AI recommends, humans decide. Every decision has a reason code. Git history is your audit trail.

The local board — every applicant by stage, scored and evidence-backed. npm run board

How it works

Talent-Ops runs entirely on files inside your repo. AI CLI modes generate and score; you decide. Each step writes a small markdown file with YAML frontmatter, so the whole hiring history lives in git — diffable, reviewable, auditable. The pipeline, end to end:

  • Define the roledefine-role runs a calibration conversation

(business need, first-90-day outcomes, must-haves with the evidence that would prove them, disqualifiers, scoring weights) and writes a role-contract.md. Nothing downstream runs until you approve it.

  • Generate the JDjd turns the approved contract into a job

description, scrubbing biased language and refusing any requirement that isn't in the contract. A candidate-facing AI-use disclosure is appended.

  • Intake — drop CVs (PDF/DOCX/TXT/MD, or a CSV) into data/inbox/;

intake parses, normalizes, dedupes and hard-filter-prechecks each into a candidate folder. Unparseable files go to quarantine.md, never silently dropped.

The repository's own description, then 22% of its README. Read the rest on GitHub ↗

Where it came from

inspired by santifer/career-ops Open-source AI job search: scan job portals, evaluate listings into a structured A-H report with a global 1-5 score, tai today

What this copy built: +board +roles +scripts — top-level directories this copy added on top of the original.

Read from the repository's git tree on 2026-08-17.