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 markoblogo/abvx-agent-skills --skill loop-hardening-contractgit clone --depth 1 https://github.com/markoblogo/abvx-agent-skillsWrote 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/markoblogo/abvx-agent-skills/loop-hardening-contract)<a href="https://agentmods.dev/skills/markoblogo/abvx-agent-skills/loop-hardening-contract"><img src="https://agentmods.dev/badge/skills/markoblogo/abvx-agent-skills/loop-hardening-contract/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/markoblogo/abvx-agent-skills/loop-hardening-contract"><img src="https://agentmods.dev/badge/skills/markoblogo/abvx-agent-skills/loop-hardening-contract.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00051 | $0.00775 |
| Opus 5 | $0.00026 | $0.00387 |
| Sonnet 5 | $0.00010 | $0.00155 |
| Haiku 4.5 | $0.00005 | $0.00077 |
Grade A, and why
loop-hardening-contract 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 9d 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 — 83 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Loop Hardening Contract
Use this contract after loop-readiness-review when repeated delivery needs tighter execution evidence. It is a review and packet format, not a runner or scheduler.
1. Harness Stripping
Remove harness complexity only through an isolated, one-component experiment:
- Record the component, its intended failure mode, and its operating cost.
- Capture a representative baseline for completion, verification, cost, and failures.
- Disable exactly one non-safety component between runs, never during a live run.
- Repeat the same bounded case and classify
REMOVE,RESTORE,HARMFUL, orINCONCLUSIVE. - Retain the evidence and human settlement decision.
Never strip sandboxing, budgets, stop conditions, human gates, root verification, or protected-data boundaries.
2. Runtime-Path Sprint Packet
Freeze this packet before execution:
sprint_idand version;- one concrete deliverable;
- 3–7 observable acceptance predicates;
- the actual runtime path to exercise;
- explicit out-of-scope items;
- owned files or write boundary;
- stop conditions and budget;
- verification commands, device/browser steps, and expected evidence.
The executor cannot accept its own result. A mid-run requirement change creates a new packet version with a reason and explicit human confirmation.
3. Broken-Window Revalidation
Before a new sprint, re-run the latest accepted result through its real runtime path:
STILL_GREEN: the accepted predicates still pass;REOPENED: a previously accepted predicate now fails;INCONCLUSIVE: the required runtime or evidence is unavailable.
On REOPENED, stop new work, retain the evidence, reopen the result, and propose a bounded repair. Do not auto-revert. A revert may erase useful subsequent work or hide the causal change and therefore requires an inspected, human-approved settlement.
Compilation is not Cardputer device proof. Unit tests are not browser or production proof when the accepted claim names those runtime paths.
What ships with it
2 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.
- 9d ago First seen · 83 lines · 51 tokens per session scan A 8e28586378a6
loop-hardening-contract is a skill published in the GitHub repository markoblogo/abvx-agent-skills (16 stars, last pushed today), licensed MIT. It adds 51 tokens to every session and 775 once invoked, about $0.0003 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.
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