◆ Writing
Notes on building.
Honest writing on AI systems engineering. Not thought leadership. Not tutorials. Observations from building production systems: what worked, what failed, and why.
Posts published3
TopicsLLM systems · Agentic dev · MLOps
FrequencyWhen there is something worth saying
01◆April 2026◆12 min read
Building a Vanta competitor in 21 days with Claude Code
A precise account of how TraceLayer was built in three weeks using Claude Code as the primary development environment. Not a tutorial. A report from the field.
Agentic devClaude CodeCase studyLLM systems
02◆March 2026◆8 min read
Multi-agent systems are easier than you think. They are rarely the right answer.
The technical implementation of multi-agent LLM systems is well-understood. The decision of when to use them is not.
Multi-agentLLM systemsArchitectureAI engineering
03◆February 2026◆10 min read
Claude Code as IDE — the 2026 workflow
How I actually use Claude Code day-to-day as my primary development environment. Tools, workflows, habits, and where it breaks.
Claude CodeWorkflowDeveloper toolsProductivity