Notes

Quick frameworks.One decision per note.

Visual breakdowns from the field — the same carousels I share in the WhatsApp community, with the full slides on the web. Each note is one decision you can apply this week.

● 11 notes· 1–2 min reads

Production Jun 15, 2026 5 min

Agentic AI content quality: 5 agents, one pipeline.

Separate eval from rewrite, route models per agent, guard inputs and outputs. Run it on every page before publish.

#AgenticAI#Multi-Agent#ContentQuality

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Architecture Jun 3, 2026 2 min

Stop paying frontier prices for classification.

Four model tiers. Build the router agent first. Same quality, up to 10x cost spread if you route wrong.

#ModelRouting#CostEngineering#RouterAgent

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Multi-Agent Jun 3, 2026 1 min

Sequential or parallel? Draw the flow.

Most multi-agent systems pick the wrong execution flow. One question tells you which to use.

#Multi-Agent#Orchestration#AgenticAI

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Architecture May 29, 2026 2 min

Wrong memory. Dead agent.

Four memory types. Four use cases. Pick wrong and your agent forgets, hallucinates, or costs 10x.

#Memory#RAG#CAG

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Tooling May 25, 2026 1 min

Your agents aren't broken. Your tools are.

An AI tool is not a function. It is a strict contract.

#ToolDesign#AITools#AgenticAI

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MCP May 21, 2026 1 min

Agentic AI has an execution problem.

Today's agents still guess at your website. WebMCP makes every site agent-ready.

#WebMCP#MCP#GoogleI/O

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