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Building in Public

Latest Posts

Deep-dives into AI agent architectures, RAG optimization, and lessons from shipping production AI systems

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13 posts

Three stack layers on a trunk named dev, layer 2 cracked, short arrow up: fix here, cascade upwardDev Workflow

Stacked PRs did not erase the conflict. They shortened the fix

Small PRs arrived; agents still treat conflict like the first time they saw Git. Stacked PRs shortened the fix loop.

Six toy robots in a sandbox stacking three blocks labelled L1 L2 L3 beside one oversized blockDev Workflow

I split a 2,029 line pull request into three layers. Here is what actually got measured

Our CI caps branches at 840 code lines; I re-shipped a 2,029 line PR as three stacked layers and measured what the split caught.

Cover: glowing interface components pulled from a registry wall into an assembled layoutMCP

Skip the reels, wire the registry

Everyone has seen the AI demos. The leverage is duller: an agent pointed at the 21st.dev registry returns components already finished.

Cover: AI visuals with characterAI Visuals

From generic AI infographics to visuals with character

Claude Code builds the deck, Higgsfield and GPT Image 2 give it a face, and LEGO, Loki and Star Wars supply the character. No NotebookLM required.

Cover: the real tax of a loaded sprintDev Workflow

The real tax of a loaded sprint isn't the code

It's context-switching, not the code. Why juggling parallel work drains the most, and the AI assistant I built to cut it.

Cover: Fable first impressionsAI Models

Fable: first impressions

A shiny new model back from the dead. Burning the weekly limit on day one.

Cover: MCP elicitation explorerMCP

MCP Elicitation Explorer

Interactive playground for Claude Code MCP elicitation patterns

Cover: AI agent architectureAI Agents

AI Agent Architecture

Deep-dive into multi-agent system design patterns

Cover: automated content pipelineAutomation

Automated Content Pipeline

From a LinkedIn post to a live page, hands-free.

Cover: Claude Code usersClaude Code

Claude Code Users

Notes from building with Claude Code daily.

Cover: AI in your organizationAI Adoption

AI in Your Organization

Bringing AI into how a team actually works.

Cover: Karpathy thread, contemplative thinkerBuild in Public

Andrej Karpathy's Thread

Reflections on Andrej Karpathy's thread.

Cover: Claude Code deep diveClaude Code

Claude Code Deep Dive

Going deep on how Claude Code really works.

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