AI Fundamentals is a learning resource about the foundations and infrastructure behind artificial intelligence, including GPU architecture, CUDA programming, large language models, AI systems, and related operations. It is intended for AI engineers, system architects, GPU developers, application developers, and researchers. The catalogue add-ons support learning or working with these AI infrastructure topics.
Borrowing it
Nothing to install: this file belongs to ForceInjection/AI-fundamentals. 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/ForceInjection/AI-fundamentals/main/AGENTS.mdgit clone --depth 1 https://github.com/ForceInjection/AI-fundamentalsWrote 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/forceinjection/ai-fundamentals/agents-md)<a href="https://agentmods.dev/instructions/forceinjection/ai-fundamentals/agents-md"><img src="https://agentmods.dev/badge/instructions/forceinjection/ai-fundamentals/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/forceinjection/ai-fundamentals/agents-md"><img src="https://agentmods.dev/badge/instructions/forceinjection/ai-fundamentals/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 | $0.00128 | $0.00128 |
| Opus 5.5 | $0.00051 | $0.00051 |
| Sonnet 5.5 | $0.00026 | $0.00026 |
| Haiku 4.5 | $0.00013 | $0.00013 |
Grade A, and why
AI-fundamentals 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 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.
What it actually says
AGENTS.md
AI Fundamentals 是中文 AI 基础设施知识库：硬件架构 → 集群运维 → 云原生 → 底层编程 → LLM 理论 → 推理系统 → Agent/RAG，以 Markdown 为主，每个目录有自己的 README 门户。
项目约定、技能体系、写作与提交规范统一维护在 CLAUDE.md，请直接读它。本文件只是给自动读取 AGENTS.md 的工具（Copilot / Trae / Qoder 等）的稳定入口——保持小，勿在此堆内容。
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 Changed · +2 tokens per session 447b83672744
- 1mo ago Changed · -19 lines · -666 tokens per session c3f654701afa
- 2mo ago First seen · 25 lines · 792 tokens per session scan A 8a700e350a71
AI-fundamentals AGENTS.md is an instructions file published in the GitHub repository ForceInjection/AI-fundamentals (3,324 stars, last pushed yesterday), licensed Apache-2.0. It adds 128 tokens to every session, about $0.0005 per session on Opus 5.5. 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.
AI-fundamentals AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| AI-fundamentals AGENTS.mdForceInjection/AI-fundamentals | Instructions file | 3.3k | yesterday | Apache-2.0 | A | 128 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |