IDEAS, DECISIONS & LESSONS

Journal

Notes on AI, architecture and building useful products.

26 articles

20 Apr 2026 · 20 min read

The Complete Workflow: Wiring All Agents End-to-End (Part 9 of 12)

Part 9 of 12 — Assemble all 8 agents into a single LangGraph workflow. Full E2E example from client brief to deployed config.

20 Apr 2026 · 15 min read

agent-learning

Agent Learning: Memory, RAG, and Skills That Grow Over Time (Part 10 of 12)

Part 10 of 12 — Make agents smarter over time with long-term memory, RAG, task reflection, and inter-agent knowledge sharing.

20 Apr 2026 · 14 min read

Dashboard: Real-Time Visibility Into Your AI Team (Part 11 of 12)

Part 11 of 12 — Build a real-time Streamlit dashboard: Kanban board, agent status, cost tracking, and human checkpoint approval.

20 Apr 2026 · 17 min read

Cost, Model Selection, and Taking Your AI Team to Production (Part 12 of 12)

Part 12 of 12 — The finale. Optimize costs, match models to agents, calculate ROI, and make your AI team production-ready.

19 Apr 2026 · 32 min read

agentic-ai

Building an AI Software Team: Why Simulate a Dev Team with Agents? (Part 1 of 12)

Part 1 of 12 — The vision behind building autonomous AI agents for every role in a software team: PO, BA, QC, TA, SSE, DevOps, TL, and PM. From solo developer bottleneck to an AI-powered development pipeline.

19 Apr 2026 · 25 min read

LangGraph vs AutoGen vs CrewAI: Picking Your Agent Framework (Part 2 of 12)

Part 2 of 12 — A hands-on comparison of the top multi-agent frameworks: LangGraph, AutoGen, and CrewAI. We build the same PO Agent in all three to see which fits best for a software team simulation.

19 Apr 2026 · 28 min read

Designing Your AI Team: Architecture, DDD, and Communication (Part 3 of 12)

Part 3 of 12 — How to architect a multi-agent system using Domain-Driven Design principles. Define bounded contexts, domain events, state machines, and communication patterns for your AI software team.

23 Mar 2026 · 7 min read

agents

Claude Opus 4.6 Agent Teams: Multi-Agent Development Is Here

Anthropic's Agent Teams feature in Claude Opus 4.6 lets multiple Claude Code instances work in parallel on the same codebase. Here's the architectural model, real-world performance data, and what actually changes for teams building production software.

19 Mar 2026 · 23 min read

ai-agent

ClawTeam Deep Dive: Running a Multi-Agent Dev Team on Your Personal Laptop

A comprehensive guide to ClawTeam — the open-source Agent Swarm Intelligence framework. Learn how to set up Dev, QC, and Tech Lead agents on a single laptop, handle security and performance concerns, prevent AI quality issues, and run a solo complex project with production-grade workflows.