Context Engineering 101 Cheat Sheet for AI Engineers. Build agents that actually works.

Nov 2, 2025 · 2:27 AM UTC

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Learn more about Context Engineering and AI Agents at @unwind_ai_ theunwindai.com/p/ai-agents-…

AI Agents Fail on Bad Context, Not Bad Models

Start with Context Engineering before you blame the AI model

theunwindai.com
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Get 100+ free step-by-step tutorials with code covering: 🚀 AI Agents 📀 RAG Systems 🗣️ Voice AI Agents 🌐 MCP AI Agents 🤝 Multi-agent Teams 🎮 Autonomous Game Playing Agents P.S: Don't forget to subscribe for FREE to access future tutorials. theunwindai.com/

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Open-source Ecosystem for High-Leverage AI Builders

theunwindai.com
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Stay tuned for more such interesting posts → @Saboo_Shubham_ I have created 100+ AI Agents and RAG tutorials, 100% free and opensource. P.S: Don't forget to star the repo to show your support 🌟 github.com/Shubhamsaboo/awes…

GitHub - Shubhamsaboo/awesome-llm-apps: Collection of awesome LLM apps with AI Agents and RAG using...

Collection of awesome LLM apps with AI Agents and RAG using OpenAI, Anthropic, Gemini and opensource models. - Shubhamsaboo/awesome-llm-apps

github.com
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Replying to @Saboo_Shubham_
Super Helpful Thanks for sharing this Shubham
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You're welcome!
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Replying to @Saboo_Shubham_
Great post. Thank you!
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You’re welcome!
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Replying to @Saboo_Shubham_
Very very helpful!
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Great to know!
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Replying to @Saboo_Shubham_
Cool stuff 💯🙌
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Thanks!
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Replying to @Saboo_Shubham_
Need more content like this !!
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Good to know that you find it useful.
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Replying to @Saboo_Shubham_
quick glance guide
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Replying to @Saboo_Shubham_
Yep, build the agents that will build the simulated multiverse! No kidding, we shared exactly how - my profile link
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Replying to @Saboo_Shubham_
Solid, actionable summary. Context engineering is definitely becoming core to building reliable AI agents.
Replying to @Saboo_Shubham_
Context pruning matters more than most realize. In production, we saw agent reliability jump 40% when we implemented dynamic context windowing—keeping only task-relevant history instead of full conversation dumps. The key is identifying what the agent actually needs vs. what feels comprehensive.
Replying to @Saboo_Shubham_
Context window utilization matters. Tested 3 strategies: sliding (70% overlap), chunk-hierarchy, semantic retrieval. Retrieval-augmented won on 85% of multi-step tasks. Do you prune low-relevance context dynamically or batch?
Replying to @Saboo_Shubham_
Amazing cheat sheet
Replying to @Saboo_Shubham_
Excellent cheat sheet! The decision tree for context management is particularly helpful. This should be a must-have reference for anyone building AI agents. 💡
Replying to @Saboo_Shubham_
cheat sheets like this are basically speedruns for looking like you know what you're doing
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