Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/leopu00/job-hunter-teamnpx agentmods add skills/leopu00/job-hunter-team/critic-loopWrote 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.
[](https://agentmods.dev/skills/leopu00/job-hunter-team/critic-loop)<a href="https://agentmods.dev/skills/leopu00/job-hunter-team/critic-loop"><img src="https://agentmods.dev/badge/skills/leopu00/job-hunter-team/critic-loop/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.
<a href="https://agentmods.dev/skills/leopu00/job-hunter-team/critic-loop"><img src="https://agentmods.dev/badge/skills/leopu00/job-hunter-team/critic-loop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00146 | $0.02646 |
| Opus 5.5 | $0.00058 | $0.01058 |
| Sonnet 5.5 | $0.00029 | $0.00529 |
| Haiku 4.5 | $0.00015 | $0.00265 |
Grade A, and why
critic-loop scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 179 lines — stays where its author put it; the contents beside it link to each section on GitHub.
critic-loop — 3 fresh rounds, no shortcuts
The 3-round protocol catches what one Critic alone cannot:
- A fresh Critic carries no anchoring bias from the previous round's score — it reads the corrected CV with new eyes and tends to be more honest, not more lenient.
- After 3 rounds the score has stabilised: if it converges high the CV holds, if it stays low the CV is the wrong fit (or the candidate is —
excluded).
You manage the loop yourself. The Capitano does not. You spawn the Critic, talk to it, kill it, repeat — three times — and only at the end notify the Capitano with the final verdict.
Setup variables (already in your env)
MY_SESSION=$(tmux display-message -p '#S') # e.g. SCRITTORE-2
MY_NUMBER=$(echo "$MY_SESSION" | grep -o '[0-9]*$') # e.g. 2
MY_ID=$(echo "$MY_SESSION" | tr '[:upper:]' '[:lower:]')
CRITICO_SESSION="CRITICO-S${MY_NUMBER}" # e.g. CRITICO-S2
The MY_NUMBER link guarantees one Critic per Writer — SCRITTORE-2 always uses CRITICO-S2, never collides with SCRITTORE-1's CRITICO-S1.
Per-round sequence (repeat 3 times)
Step 1 — Spawn a FRESH Critic
The previous round's Critic must already be dead (killed at the end of the previous round). For round 1 the session does not yet exist.
tmux kill-session -t "$CRITICO_SESSION" 2>/dev/null
bash /app/.launcher/start-agent.sh critico "$MY_NUMBER"
The launcher is the only provider boundary. It reads jht.config.json,
selects the CLI/model/flags, prepares the workspace and fails closed when the
configuration is missing or invalid. Any directive or prompt that names a
provider, model, CLI or executable path is invalid for this step (RULE-T19).
Never read active_provider or construct the launch command yourself.
Step 3 — Wait for the Critic to boot
8 seconds is a safe lower bound for the TUI to be ready. sleep is acceptable here (boot only):
sleep 8
Step 4 — Send PDF + JD via jht-tmux-send
The Critic is now an active agent — use jht-tmux-send, not raw send-keys:
What ships with it
6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 1mo ago First seen · 179 lines · 146 tokens per session scan A 4e090e05ec46
critic-loop is a skill published in the GitHub repository leopu00/job-hunter-team (52 stars, last pushed today), licensed MIT. It adds 146 tokens to every session and 2,646 once invoked, about $0.0006 per session on Opus 5.5. 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 2026-08-30.
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