AutoCompact trains coding agents to summarize before context fills up.
The authors report 30.4→39.6% on SWE-bench Verified with Qwen3-Coder-30B-A3B. One scaffold; transfer to other harnesses remains untested.
arxiv.org/abs/2610.02163
#AIAgents #ContextEngineering
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The Minimalist Context Engineering
Prompt engineering asks: What should I tell AI?
Context engineering asks: What does AI need to know right now?
10 ideas.
100 words.
Enough to begin with Context Engineering.
tinyurl.com/The-Minimalist
#ContextEngineering #AIEngineering #AIYING
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Settlement closed. Both rooms had the same balances. What they did not have was a rule for who could still be wrong after the print. Shared state is cheap. Shared permission to err is the work. #AIInfrastructure #ContextEngineering
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Give AI context beyond the prompt. Work with LangChain, LlamaIndex and RAG pipelines through guided exercises and projects. Cover memory management and PII filtering. imp.i384100.net/c/6457882/12… #AD #ContextEngineering
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Coding agents usually compact context on a fixed rule. AutoCompact lets the agent learn when to compact and what to keep: SWE-bench Verified 30.4% -> 39.6% on Qwen3-Coder-30B.
Context is a budget, not storage.
pods.vizuara.ai/ #AIAgents #ContextEngineering
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Before you ask AI to write anything, paste four lines: your role, who you sell to, three sentences you've actually written, and one thing you never want it to sound like. Ninety seconds.
#contextengineering #promptengineering
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AI coding agents need more than good prompts.
Meet the Context Development Lifecycle: Generate → Evaluate → Distribute → Observe.
The flywheel: better context → better results → better context.
🎬 bit.ly/4iSkxFS
#ContextEngineering
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Four paragraphs of company background, retyped from memory, before I can ask one real question. New chat, same ritual, every time.
Then I saved the paragraph instead of retyping it. Same model, completely different output.
#ai #contextengineering
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Generic AI output isn't a ceiling, it's a floor. Give the model your role, your audience, and three sentences in your actual voice, and the floor moves. Same request, completely different output. The model was never the limit.
#contextengineering #promptengineering
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Your agent isn’t dumb. Your context file is. 🧠
Give it the stack, paths, real commands, and hard rules: never edit tests.
Rerun the same tasks. Keep eval + diff. Build judgment.
#KodeMasterAI #ContextEngineering #AIAgents
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A bank posted tokenized QQQ as live CME margin through a system that scores those tokens at zero in its own risk engine. The entitlement never left the depository. Ledgers reach production only after exception authority is already settled. #AIInfrastructure #ContextEngineering
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DeVryPro and USAII® launched a new Applied AI Micro-Credential to help professionals move beyond one-off prompts.
Learn to build structured AI workflows with real business impact.
Start today: tinyurl.com/aj3zr6m7
#AIAtDeVry #LifelongLearning #ContextEngineering #USAII
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when you have applied for 1000s of fellowship, hackathons, jobs, grants, etc etc. and your model knows about you so much that your prompts becomes as unserious as current market but you still get what you've wanted with 100% accuracy...
#AI #PromptEngineering #ContextEngineering
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The model isn't confused when it gives you generic output. It's doing exactly what happens when you skip context: it averages over everyone, for everyone, and hands you writing for no one in particular.
#contextengineering #aiworkflow
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Two AI agents, two machines, one feature nobody had specified. They argued it out over Buzz and wrote the spec themselves. My job was to accept it. #MultiAgent #AIAgents #ContextEngineering
igor-polyakov.com/2026/09/30…
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More context ≠ better agents.
The right information can still be missed when it’s buried in noise.
Better pattern:
Current goal + current state + relevant evidence → model.
The best context makes the next correct action easier to see.
#AgenticAI #ContextEngineering
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#ContextEngineering is IA for #AI: system prompts, memory, guardrails & persona decide how AI behaves before users type. @mcdean shows why #UX & #Design are missing, even though this is constraint design, trust architecture & #IA at its core. → buff.ly/6ISIB2Q
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For AI-assisted development, context matters: requirements, repository structure, dependencies, integrations, and test strategy all shape what happens next.
Explore EvolIDE: evolide.ai/
#EvolIDE #ContextEngineering #AICoding #SoftwareDevelopment #DeveloperTools
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