AI Agent Tutorials & Insights
Expert insights on AI agents, automation strategies, and how to get the most out of managed agent infrastructure.
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July 15, 2026
How We Got 231K Weekly Google Impressions With 2 People and $0 Ad Spend
We went from 769 to 1,952 weekly clicks in 10 weeks with no ads. Here's the GSC data, what flopped, and the content formula we'd use if starting over.
Shabnam Katoch
July 15, 2026
MiniMax M3 vs Claude Opus 4.6: Is Opus Worth 10x the Price? (2026)
MiniMax M3 at $0.60/M vs Claude Opus 4.6 at $5/M. Tested on classification, tool chains, legal, and drafting. When the 10x gap is justified.
Shabnam Katoch
July 15, 2026
Pydantic AI vs LangChain: The Type-Safe Alternative That's Taking Over (2026)
Pydantic AI: 60 lines, type-safe, Pythonic. LangChain: 200 lines, 700+ integrations, LangGraph. When each wins for building AI agents.
Shabnam Katoch
July 14, 2026
AI Agent Memory: What Persists, What Doesn't, and How to Control It
Your agent's memory splits into conversation logs, memory files, and tool state. Here's what survives a restart, what gets deleted, and how to control it.
Shabnam Katoch
July 14, 2026
Ollama vs LM Studio vs Jan: Best Local LLM Runner in 2026
Ollama, LM Studio, or Jan for local AI in 2026? A real comparison of speed, privacy, API maturity, and which one fits developers vs beginners.
Shabnam Katoch
July 13, 2026
Why Your AI Agent Forgets Its Instructions After 20 Messages (and How to Fix It)
AI agents start ignoring their rules around message 20-30. Here's why it happens, how to detect it, and 7 fixes that actually work. Real examples included.
Shabnam Katoch
July 13, 2026
SOUL.md vs AGENTS.md: What Goes Where and How Long Each Should Be
SOUL.md handles personality and rules. AGENTS.md handles operational procedures. Here's exactly what goes in each file, with real examples and length limits.
Shabnam Katoch
July 10, 2026
Claude Agent SDK vs LangGraph: When to Use Each for AI Agents (2026)
Claude Agent SDK: 50 lines, simple, Claude only. LangGraph: 400 lines, maximum control, any model. When each one wins for AI agents.
Shabnam Katoch
July 10, 2026
LangGraph vs CrewAI vs AutoGen: Which Agent Framework Actually Works (2026)
Built the same agent on all three. LangGraph took 2 days. CrewAI took 2 hours. AutoGen crashed. Here's what actually works for production agents.
Shabnam Katoch