Borrowing it
Nothing to install: this file belongs to ForceInjection/forceinjection.github.io. 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/forceinjection.github.io/main/CLAUDE.mdgit clone --depth 1 https://github.com/ForceInjection/forceinjection.github.ioWrote 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/forceinjection.github.io/claude-md)<a href="https://agentmods.dev/instructions/forceinjection/forceinjection.github.io/claude-md"><img src="https://agentmods.dev/badge/instructions/forceinjection/forceinjection.github.io/claude-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/forceinjection.github.io/claude-md"><img src="https://agentmods.dev/badge/instructions/forceinjection/forceinjection.github.io/claude-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 | $0.02970 | $0.02970 |
| Opus 5.5 | $0.01188 | $0.01188 |
| Sonnet 5.5 | $0.00594 | $0.00594 |
| Haiku 4.5 | $0.00297 | $0.00297 |
Grade A, and why
forceinjection.github.io CLAUDE.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 2d 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.
This is a copy
100% identical to AI-fundamentals CLAUDE.md — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 108 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
Repository overview
AI Fundamentals is a Chinese-language knowledge repository covering the full AI infrastructure stack: GPU architecture, CUDA programming, LLM theory, inference systems, cloud-native AI platforms, agentic systems, RAG, and more. Content is Markdown-first; interactive HTML, PDF/PPTX decks, images, and notebooks live alongside the articles.
- License: Apache 2.0
- Structure: semantically numbered top-level directories (
01_hardware_architecture/…11_ai_native_everything/, plus98_llm_programming/and99_misc/), each with its ownREADME.mdportal.02_dpu_programming/,02_gpu_programming/,02_npu_programming/share the02_prefix — all three are sub-modules under "底层计算与异构编程". 99_misc/hosts standalone project folders (e.g.,token_factory_talk/: outline + illustrated article + PPTX +img/+references/). This "project folder" pattern is reusable for any new talk or long-form deliverable.- Directory map:
01_hardware_architecture硬件架构与互联(GPUDirect/PCIe/NVLink) ·02_dpu_programmingDPU/DOCA 编程 ·02_gpu_programmingGPU 编程基础(CUDA 范式、显存/跨卡访问与调优) ·02_npu_programming华为 NPU/CANN 编程 ·03_ai_cluster_ops集群运维与通信(IB 网络/NCCL/GPU 运维) ·04_cloud_native_ai_platform云原生 AI(K8s/GPU 池化 HAMi/调度) ·05_model_training_and_fine_tuning训练与微调(SFT 实践) ·06_llm_theory_and_fundamentalsLLM 理论(量化/MoE/Embedding) ·07_rag_and_toolsRAG 与工具(KG/GraphRAG/PDF 解析/分块) ·08_agentic_system智能体(多 Agent/记忆/MCP/上下文工程) ·09_inference_system推理系统(KV Cache/LMCache/vLLM) ·10_ai_related_course课程课件与讲稿 ·11_ai_native_everythingAI Native 工程实践(FDE 案例) ·98_llm_programmingLLM 编程(LangGraph/Spring AI/Harness) ·99_misc独立项目与杂项 AGENTS.mdis a stable one-line pointer to this file — Copilot/Trae/Qoder auto-read it, so don't grow it; edit here instead.
Commit conventions
Conventional Commits with Chinese descriptions: docs(scope):, chore(scope):, refactor(scope):, feat(scope):.
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.
- 2d ago Changed · +41 tokens per session 85b144a09254
- 4d ago Changed · +100 tokens per session f1beaa175652
- 1mo ago Changed · -4 lines · +635 tokens per session adb7b101bd47
- 1mo ago Changed · -20 lines · +22 tokens per session a7037f76e5b1
- 2mo ago First seen · 132 lines · 2,172 tokens per session scan A 326eb8767b4e
forceinjection.github.io CLAUDE.md is an instructions file published in the GitHub repository ForceInjection/forceinjection.github.io (95 stars, last pushed today), licensed Apache-2.0. It adds 2,970 tokens to every session, about $0.0119 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to AI-fundamentals CLAUDE.md, differing in 0 lines, and is treated as a copy.
forceinjection.github.io CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| forceinjection.github.io CLAUDE.mdForceInjection/forceinjection.github.io | Instructions file | 95 | today | Apache-2.0 | A | 2,970 | Claude Code |
| 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 |