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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
"Context engineering is the delicate art and science of filling the context window with just the right information for the next step." — Andrej Karpathy. A frontier, first-principles handbook inspired by Karpathy and 3Blue1Brown for moving beyond prompt engineering to the wider discipline of context design, orchestration, and optimization.
| Date | Stars |
|---|---|
| 2026-07-31 | 9184 |
| 2026-08-01 | 9184 |
| 2026-08-05 | 9194 |
| 2026-08-06 | 9194 |
Today
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growth rate 0.00%/day
<div align="center">
# Context Engineering
</div>
<img width="1600" height="400" alt="image" src="https://github.com/user-attachments/assets/f41f9664-b707-4291-98c8-5bab3054a572" />
> **"Context engineering is the delicate art and science of filling the context window with just the right information for the next step." — [**Andrej Karpathy**](https://x.com/karpathy/status/1937902205765607626)**
>
> [**Software Is Changing (Again) Talk @YC AI Startup School**](https://www.youtube.com/watch?v=LCEmiRjPEtQ)
<div align="center">
## [](https://deepwiki.com/davidkimai/Context-Engineering)
<img width="1917" height="360" alt="image" src="https://github.com/user-attachments/assets/0c20f697-d505-4d49-a829-fc4d319eb1d3" />
</div>
<div align="center">
## [DeepGraph](https://www.deepgraph.co/davidkimai/Context-Engineering)
## [Chat with NotebookLM + Podcast Deep Dive](https://notebooklm.google.com/notebook/0c6e4dc6-9c30-4f53-8e1a-05cc9ff3bc7e)
## [![Discord](https://img.shields.io/badge/Discord-join%20chat-7289DA.svg?logo=discord")](https://discord.gg/JeFENHNNNQ)
</div>
## [Comprehensive Course Under Construction](https://github.com/davidkimai/Context-Engineering/tree/main/00_COURSE)
> ### **[Context Engineering Survey-Review of 1400 Research Papers](https://arxiv.org/pdf/2507.13334)**
>
> [**Awesome Context Engineering Repo**](https://github.com/Meirtz/Awesome-Context-Engineering)
Operationalizing the Latest Research on Context With First Principles & Visuals — July 2025 from ICML, IBM, NeurIPS, OHBM, and more
> **"Providing “cognitive tools” to GPT-4.1 increases its pass@1 performance on AIME2024 from 26.7% to 43.3%, bringing it very close to the performance of o1-preview."** — [**IBM Zurich**](https://www.arxiv.org/pdf/2506.12115)
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## [`Agent Commands`](https://github.com/davidkimai/Context-Engineering/tree/main/.claude/commands)
**Support for [Claude Code](https://www.anthropic.com/claude-code) | [OpenCode](https://opencode.ai/) | [Amp](https://sourcegraph.com/amp) | [Kiro](https://kiro.dev/) | [Codex](https://openai.com/codex/) | [Gemini CLI](https://github.com/google-gemini/gemini-cli)**
#### [Context Engineering Survey-Review of 1400 Research Papers](https://arxiv.org/pdf/2507.13334) | [Context Rot](https://research.trychroma.com/context-rot) | [IBM Zurich](https://www.arxiv.org/pdf/2506.12115) | [Quantum Semantics](https://arxiv.org/pdf/2506.10077) | [Emergent Symbolics ICML Princeton](https://openreview.net/forum?id=y1SnRPDWx4) | [MEM1 Singapore-MIT](https://arxiv.org/pdf/2506.15841) | [LLM Attractors Shanghai AI](https://arxiv.org/pdf/2502.15208?) | [MemOS Shanghai](https://github.com/MemTensor/MemOS) | [Latent Reasoning](https://arxiv.org/pdf/2507.06203) | [Dynamic Recursive Depths](https://arxiv.org/pdf/2507.10524)
</div>
A frontier, first-principles handbook for moving beyond prompt engineering to the wider discipline of context design, orchestration, and optimization.
```
Prompt Engineering │ Context Engineering
↓ │ ↓
"What you say" │ "Everything else the model sees"
(Single instruction) │ (Examples, memory, retrieval,
│ tools, state, control flow)
```
## Definition of Context Engineering
> **Context is not just the single prompt users send to an LLM. Context is the complete information payload provided to a LLM at inference time, encompassing all structured informational components that the model needs to plausibly accomplish a given task.**
>
> — [**Definition of Context Engineering from A Systematic Analysis of Over 1400 Research Papers**](https://arxiv.org/pdf/2507.13334)
```
╭─────────────────────────────────────────────────────────────╮
│ CONTEXT ENGINEERING MASTERY COURSE │
│ From Zero toExcerpt of 20,830 characters
Read on GitHub
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Claude · @anthropics
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Bote Huang · LowEntropyAI, Inc.
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Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:7fdb3a63786a6e3a, name:context engineering, desc:context engineering