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Blog Multi-AgentPrompting & ContextClaude

Building effective agents

The one I send people who think 'agent' means 'framework'. Start simple. Add complexity only when it pays.

anthropic.com my note
Docs Tools & MCPMCPClaude

Model Context Protocol

An open standard for wiring tools and data into models. The plumbing layer agents were missing.

modelcontextprotocol.io
Blog Evals & Reliability

Your AI product needs evals

If you ship agents without evals, you are flying blind. This is the case, made plainly.

hamel.dev my note
Mehmet RAGEvals & Reliability

Why we replaced RAG with an LLM-native wiki

For a year our agents retrieved. Then we let them reason over a curated knowledge base instead — and most of our reliability problems quietly disappeared.

written by me
Docs Workflow-EngineInfra & OpsMulti-Agent

Why Temporal, durable execution

Durable execution is the backbone for long-lived agents. State that survives restarts, retries, and human-in-the-loop.

docs.temporal.io my note
Mehmet Multi-AgentInfra & Ops

Running a company as a fleet of stateful agents

Domain-based AI roles instead of Scrum. How Temporal coordinates long-lived agents across billing, operations and support — and what that does to an org chart.

written by me
Mehmet Models & ResearchEvals & Reliability

Opus, Sonnet or Haiku: a cost & latency model

A practical framework for model selection under real rate limits, latency budgets and unit economics — from someone who pays the bill.

written by me