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 agentmods add rules/sounio-lang/sounio/offload-policygit clone --depth 1 https://github.com/Sounio-lang/sounioWrote 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/rules/sounio-lang/sounio/offload-policy)<a href="https://agentmods.dev/rules/sounio-lang/sounio/offload-policy"><img src="https://agentmods.dev/badge/rules/sounio-lang/sounio/offload-policy.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 | $0.00739 | $0.00739 |
| Opus 5 | $0.00369 | $0.00369 |
| Sonnet 5 | $0.00148 | $0.00148 |
| Haiku 4.5 | $0.00074 | $0.00074 |
Grade A, and why
offload-policy 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 3d 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 — 44 lines — stays where its author put it; the contents beside it link to each section on GitHub.
LLM-Offload Policy (MANDATORY)
Canonical doc: .claude/AGENT_OFFLOAD_POLICY.md. Routing: .claude/offload-routing.md. Audit log: .claude/llm_offload_log.md.
This rule applies to every Cursor agent session in this repo, including subagents and best-of-N runners.
Mandatory pre-commit checkpoints
| Trigger | Required action |
|---|---|
Math claim in .sio comments, PK/GUM/p-box derivation, Lean theorem statement, refinement invariant |
bin/llm-offload -t math-review -p xai -i <file> |
Any change under stdlib/clinical/, tests/run-pass/vancomycin*, tests/stdlib/clinical/, formal/lean4/SounioVancomycin* |
bin/llm-offload -t review -p deepseek -i <file> |
Any external-facing artifact under docs/papers/, docs/dissertation/, IRB protocols |
bin/llm-offload --raw <draft> deepseek xai gemini |
After every non-trivial offload, append a row to .claude/llm_offload_log.md (top of "Entries" table). When a review caught a bug, add an LLM-offload-review: trailer to the commit message.
Quick reference
bin/llm-offload --status # which API keys are loaded
bin/llm-offload --list-tasks # available tasks + default providers
bin/llm-offload --list-providers # all providers
bin/llm-offload -t <task> -p <provider> -i <file>
bin/llm-offload --raw <prompt> [providers...] # multi-model fan-out
Tasks: expand (Gemini, prose), scaffold (DeepSeek, boilerplate), review (DeepSeek, devil's advocate), paraphrase (MiniMax/Qwen, tone shift), math-review (Grok 4.1, math audit).
Hard rules
- NEVER send PHI / patient-identifying data to any provider.
- NEVER silently dismiss a reviewer finding; always log disagreement with reasoning.
- NEVER commit math-touching changes to
stdlib/clinical/orformal/lean4/without a loggedmath-reviewevidence. - NEVER edit
.claude/AGENT_OFFLOAD_POLICY.md,.claude/offload-routing.md, orbin/llm-offloadin parallel with other agents (high-risk shared control files).
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.
- 3d ago First seen · 44 lines · 739 tokens per session scan A 78865b5daff8
offload-policy is a cursor rule published in the GitHub repository Sounio-lang/sounio (5 stars, last pushed 3d ago), licensed Apache-2.0. It adds 739 tokens to every session, about $0.0037 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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