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.

● 14 notes· 1–2 min reads

Architecture Jul 22, 2026 3 min

Graph engineering with Claude.

Your agent is already a graph. Stop drawing it as a line. 14 steps, four phases.

#ClaudeCode#GraphEngineering#Multi-Agent

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Architecture Jul 7, 2026 4 min

How to actually use Fable 5.

Mythos-tier model. Sonnet-tier habits. Four layers, one golden rule: maker ≠ verifier.

#Fable5#AgenticAI#Multi-Agent

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Architecture Jul 1, 2026 3 min

The complete RAG pipeline: 12 steps behind every reliable agent.

Ingestion, indexing, retrieval, generation. Four stages. Twelve steps. Four failure points that kill most deployments.

#RAG#Retrieval#Embeddings

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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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