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 sancovp/dinf --skill 0.3-loop-closure-corgit clone --depth 1 https://github.com/sancovp/dinfWrote 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/sancovp/dinf/0.3-loop-closure-cor)<a href="https://agentmods.dev/skills/sancovp/dinf/0.3-loop-closure-cor"><img src="https://agentmods.dev/badge/skills/sancovp/dinf/0.3-loop-closure-cor.svg" alt="Measured on agentmods" height="20"></a>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 | $0.00011 | $0.00571 |
| Opus 5 | $0.00005 | $0.00285 |
| Sonnet 5 | $0.00002 | $0.00114 |
| Haiku 4.5 | $0.00001 | $0.00057 |
Grade A, and why
0.3-loop-closure-cor 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 8d 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
This is a chain of reasoning (CoR) — a SPOKEN, paragraphical reasoning chain that ends in a DECISION. Say it as a paragraph; keep the moves in order.
CoR (custom syntax)
[Task] ⇒ [Recall] ⇒ [Decide] ⇒ [Execute] ⇒ |Reward|
Say it as a paragraph, in order
State your reasoning as ONE paragraph that, in order, 5 moves: Task, Recall, Decide, Execute, and finally converges on Reward. [Task: …the task is…] → [Recall: …have I done this…] → [Decide: …exploit…] → [Execute: …run the chain…] → [Reward: …the result is…]
Inner attention chain (use silently to generate the above)
Attention chain — Loop-closureBandit
Attend, in order:
- Task
- Recall
- Decide
- Execute Hold: Reward ← converge attention here, then act
Index summary
[0.3] loop-closure-cor — a cor index node; opens to 3 branch(es): loop-closure-attention-1 (ac), loop-closure-attention-2 (ac), loop-closure-attention-3 (ac). Reachable below: loop-closure-attention-1, loop-closure-attention-2, loop-closure-attention-3.
Descend — the next layer (3)
Only this layer is loaded now. To descend, use the Read tool on a child below — that injects the child's layer (its persona + skills). A Bash cat reads the bytes but loads nothing; you must use the Read tool:
- 0.3.1-loop-closure-attention-1 (ac): Read
loop-closure-cor/loop-closure-attention-1/.claude/skills/0.3.1-loop-closure-attention-1/SKILL.md - 0.3.2-loop-closure-attention-2 (ac): Read
loop-closure-cor/loop-closure-attention-2/.claude/skills/0.3.2-loop-closure-attention-2/SKILL.md - 0.3.3-loop-closure-attention-3 (ac): Read
loop-closure-cor/loop-closure-attention-3/.claude/skills/0.3.3-loop-closure-attention-3/SKILL.md
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.
- 8d ago First seen · 35 lines · 11 tokens per session scan A 5bb6f6ed1fe5
0.3-loop-closure-cor is a skill published in the GitHub repository sancovp/dinf (1 stars, last pushed 1mo ago), licensed MIT. It adds 11 tokens to every session and 571 once invoked, about $0.0001 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 2026-08-31.
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