notes from the field
Making cloud run itself,
one agent at a time.
Hands-on writing on agentic infrastructure, MCP, and reliability — from someone shipping it in production at a Fortune-500 aviation platform, not theorizing about it. By Ajin Baby.
Right now:
Latest field notes
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The Five Types of Agentic Memory (and When to Use Each)
Agentic memory isn't one thing — it's five: working, episodic, semantic, procedural, and entity/profile. Each maps to a different storage substrate, eviction policy, and failure mode. A practitioner's decision guide for choosing the right memory for the job.
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Agentic AI Patterns: The Decision Guide (Part 1 of 3)
Six named agentic AI patterns — ReAct, Plan-and-Execute, Critic loop, Parallel fan-out, Human-in-the-loop gate, and Supervisor — with a decision flowchart and quick-reference table for picking the right architecture before you build.
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Agentic AI Patterns: The Maturity Model (Part 3 of 3)
A five-level maturity model for agentic AI — from manual to multi-agent mesh — with a self-assessment to find where your team sits, what the jump to the next level actually requires, and where regulated industries should draw the line.
Tools I build in the open
Who's writing this
Ajin Baby — 15 years making cloud platforms reliable, 2x founder before that. Azure AI Engineer, Neo4j Certified, IEEE member. More about me →