Borrowing it
Nothing to install: this file belongs to wintersdragon-c/LLM-Wiki-AIResearch. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/wintersdragon-c/LLM-Wiki-AIResearch/main/AGENTS.mdgit clone --depth 1 https://github.com/wintersdragon-c/LLM-Wiki-AIResearchWrote 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/instructions/wintersdragon-c/llm-wiki-airesearch/agents-md)<a href="https://agentmods.dev/instructions/wintersdragon-c/llm-wiki-airesearch/agents-md"><img src="https://agentmods.dev/badge/instructions/wintersdragon-c/llm-wiki-airesearch/agents-md/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/instructions/wintersdragon-c/llm-wiki-airesearch/agents-md"><img src="https://agentmods.dev/badge/instructions/wintersdragon-c/llm-wiki-airesearch/agents-md.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 | $0.01586 | $0.01586 |
| Opus 5 | $0.00793 | $0.00793 |
| Sonnet 5 | $0.00317 | $0.00317 |
| Haiku 4.5 | $0.00159 | $0.00159 |
Grade A, and why
LLM-Wiki-AIResearch AGENTS.md 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 10d 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 — 122 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidelines
What This Repository Is
This repository is an LLM-maintained research wiki for computer science work. It is a persistent markdown knowledge base, not an application codebase.
Read LLM-wiki.md for the pointer to the original Karpathy gist, then read research-map.md, index.md, and the relevant workflow document before making structural wiki edits.
Architecture
sources/contains user-owned source folders. Read from it during ingest; do not treat it as compiled wiki output.- Root-level wiki directories (
topics/,papers/,ideas/,assets/,reviews/,logs/) contain LLM-maintained markdown pages. docs/workflows/contains repository-owned, skill-shaped workflows. These are the authoritative procedure documents for ingest, query, maintain, and doctor operations.AGENTS.mdis the root router and hard-constraint document, not the place for full procedure bodies.
Root-level special files:
index.md— content catalog; read before every Query.log.md— append-only global timeline; append after every content-changing operation.research-map.md— authoritative research space map; read before every Map stage.
Required Read Order
- For natural-language routing: read
docs/workflows/router.md. - For source ingest: read
docs/workflows/ingest.md. - For research questions over existing wiki content: read
docs/workflows/query.md. - For consolidation and re-review: read
docs/workflows/maintain.md. - For validation and lint-style checks: read
docs/workflows/doctor.md. - Before creating or moving pages: read the target directory
README.mdresolver.
File Naming
All file names must be kebab-case slugs. No spaces, no uppercase, no underscores.
| Directory | Pattern | Example |
|---|---|---|
topics/ |
<slug>.md |
llm-reasoning.md |
topics/<slug>/ |
<subtopic-slug>.md |
chain-of-thought.md |
papers/ |
<firstauthor>-<year>-<keyword>.md |
wei-2022-chain-of-thought.md |
ideas/hypothesis/ |
h-<slug>.md |
h-process-reward-scaling.md |
ideas/proposals/ |
p-<slug>.md |
p-process-reward-scaling.md |
assets/mechanisms/ |
<slug>.md |
chain-of-thought-prompting.md |
assets/experiment-patterns/ |
<slug>.md |
step-level-reward-ablation.md |
assets/evaluation-patterns/ |
<slug>.md |
process-vs-outcome-eval.md |
assets/failure-modes/ |
<slug>.md |
reward-hacking-on-format.md |
assets/negative-assets/ |
<slug>.md |
outcome-only-supervision.md |
reviews/ |
<slug>.md |
process-supervision-survey.md |
logs/ |
<YYYY-MM-DD>-<slug>.md |
2026-04-11-ingest-audit.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.
- 10d ago First seen · 122 lines · 1,586 tokens per session scan A f1f4e42432b8
LLM-Wiki-AIResearch AGENTS.md is an instructions file published in the GitHub repository wintersdragon-c/LLM-Wiki-AIResearch (2 stars, last pushed 5mo ago), licensed MIT. It adds 1,586 tokens to every session, about $0.0079 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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