context-engineering ai-agents rag
7 context engineering techniques for production
Seven context engineering techniques used in production AI systems, with implementation patterns and research on when each one works.
JP ·
Definition
AI Agent: An autonomous software program that uses a large language model to plan and execute multi-step tasks.
structured-context context-engineering llm-research
Structured Context vs Raw Text for AI
ETH Zurich found AI-generated context files hurt agent performance by 3%. The problem is structure, not volume. Here's what the research says.
JP ·
mcp context-engineering ai-agents
Why MCP failures are a context engineering problem
New research analyzed 3,282 MCP bug reports. The patterns reveal a context delivery problem, not a protocol problem. Here's what the research shows.
JP ·
ai-agents ai-agent-security context-engineering
AI agents have too much access
88% of organizations report AI agent security incidents. The root cause is a context engineering failure: agents get all-or-nothing access instead of scoped context.
Jitpal Kocher ·
ai-hallucination context-engineering llm-research
Why AI Hallucinations Are a Context Problem
GPT-5.2 hallucinate at 10.8%, o3-pro at 23.3%. The fix has less to do with better models and more to do with better context engineering.
Jitpal Kocher ·
context-engineering prompt-engineering ai-agents
Context engineering: the end of prompt engineering
Prompt engineering is a dead end. Context engineering is the discipline replacing it. Here's what it is, why it matters, and how to apply it.
Jitpal Kocher ·
context-portability ai-memory mcp
Your AI Doesn't Remember You. That's by Design.
94% of IT leaders fear vendor lock-in. Every AI tool traps your context in its own silo. Here's why, and what's changing.
Jitpal Kocher ·
ai-memory context-windows chatgpt
Why Does ChatGPT Forget Everything?
AI doesn't forget because it's broken. It forgets because everything gets crammed into one place. Here's the technical explanation and how to fix it.
Jitpal Kocher ·
mcp ai-agents context-management
Five Ways to Give AI Access to Your Data
From copy-paste to context platforms, compare five approaches to connecting your specific data to AI tools, with trade-offs for each.
Jitpal Kocher ·
mcp no-code ai-agents
How to Get an MCP Server Without Writing Code
There are 17,000+ MCP servers but most are generic dev tools. Here's how to create one for your own data without writing a single line of code.
Jitpal Kocher ·
ai-tools context-sharing enterprise-ai
The AI Silo Problem: Why Your Tools Don't Talk to Each Other
76% of enterprises suffer from disconnected AI. Your tools don't share context, and it's tanking performance. Here's what unified context looks like.
Jitpal Kocher ·
rag retrieval llm-research
RAG Is Not Enough: When Retrieval Fails Your AI
RAG is a context-building strategy, not magic. Research shows 70% of retrieved passages miss the mark. Learn why naive retrieval produces poor context and what actually works.
Jitpal Kocher ·
context-rot context-windows llm-research
Context Rot: Why AI Performance Degrades With More Information
Research shows LLMs drop from 95% to 60% accuracy as context grows. Learn about context rot, the lost-in-the-middle problem, and why bigger context windows aren't the solution.
Jitpal Kocher ·