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.
npx skills add WingedGuardian/GENesis-AGI --skill triage-calibrationgit clone --depth 1 https://github.com/WingedGuardian/GENesis-AGIWrote 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/wingedguardian/genesis-agi/triage-calibration)<a href="https://agentmods.dev/skills/wingedguardian/genesis-agi/triage-calibration"><img src="https://agentmods.dev/badge/skills/wingedguardian/genesis-agi/triage-calibration/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/wingedguardian/genesis-agi/triage-calibration"><img src="https://agentmods.dev/badge/skills/wingedguardian/genesis-agi/triage-calibration.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 | $0.00030 | $0.00448 |
| Opus 5 | $0.00015 | $0.00224 |
| Sonnet 5 | $0.00006 | $0.00090 |
| Haiku 4.5 | $0.00003 | $0.00045 |
Grade A, and why
triage-calibration 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 11d 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.
What it actually says
Triage Calibration
Purpose
Review recent triage decisions against actual outcomes. Adjust signal weights and depth thresholds to improve classification accuracy over time.
When to Use
- Scheduled daily (end of day or low-activity period).
- After a significant misclassification is identified.
- After a new signal collector is added or modified.
Workflow
- Collect recent triage results — Pull the last 24h of awareness ticks with their depth classifications and signal readings.
- Match against outcomes — For each tick, determine what actually happened:
- Did the classified depth match the actual work required?
- Were any signals misleadingly high or low?
- Compute accuracy metrics —
- Classification accuracy (correct depth / total ticks)
- Over-triage rate (classified higher than needed)
- Under-triage rate (classified lower than needed)
- Identify systematic errors — Are certain signal types consistently miscalibrated? Are certain time periods problematic?
- Propose adjustments — Suggest weight or threshold changes. Do NOT auto-apply in V3 (fixed weights). Log recommendations for user review.
- Write calibration report.
Output Format
date: <YYYY-MM-DD>
period: <start> to <end>
total_ticks: <n>
accuracy: <percentage>
over_triage_rate: <percentage>
under_triage_rate: <percentage>
systematic_errors:
- signal: <signal name>
bias: over | under
magnitude: <how far off>
recommendations:
- <proposed adjustment>
References
src/genesis/learning/triage/— Triage pipelinesrc/genesis/awareness/— Awareness loop and depth classificationsrc/genesis/learning/signals/— Signal collectors
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.
- 11d ago First seen · 61 lines · 30 tokens per session scan A 1f64e30eb266
triage-calibration is a skill published in the GitHub repository WingedGuardian/GENesis-AGI (96 stars, last pushed yesterday), licensed MIT. It adds 30 tokens to every session and 448 once invoked, about $0.0002 per session on Opus 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.
Other skills, from other repositories
search
Unified academic paper search, citation chains, paper download (arXiv LaTeX/PDF, Sci-Hub), figure extraction from papers, LaTeX source reading, BibTeX fetching, web search, and browser automation for Cloudflare-protected sites (PRL, Science, Nature, Google Scholar).
qec-construct
Verifier-in-the-loop CONSTRUCTION of quantum error-correcting codes with transversal non-Clifford gates (CCZ/T). Applies whenever the project goal is a new or better code/construction — INCLUDING search-phrased goals ("find codes beating X"), where the construct-loop (propose algebraic rule → qverify → debug) is the…
figure
Hybrid figure pipeline (Nano Banana raster + rembg background removal + TikZ vector assembly). Includes a TikZ template library covering quantum circuits (quantikz), Feynman diagrams (tikz-feynman), circuits (circuitikz), molecules (chemfig), 2D/3D plots (pgfplots), energy-level diagrams, phase-space trajectories…
memory
Cross-project research memory. Deep-dive past projects' notes, record corrections, and save cross-project insights across all Luxas research projects.
compute-methods
Environment-verified friction sheets for field-standard computational tools (Rydberg pair interactions, QEC circuits, qLDPC decoding, code distance, atom dynamics, optics, quantum chemistry). Each sheet lists the tools the field actually uses, the first-use frictions that make agents wrongly abandon them, and one-line…
distributed-tracing
Implement distributed tracing with Jaeger and Tempo for request flow visibility across microservices.