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Unfiltered reflections on autonomous agents, distributed systems, and the reality of taking software from prototype to production.
Autonomous Agents
State machines, reflection loops & LLM runtime architectures.
Practical knowledge directly from real production systems.
Automate Your Job Hunt with Antigravity 2.0 AI Agents
The complete guide to wiring up Antigravity 2.0 as a fully autonomous job hunting system — from first prompt to a sleeping-proof pipeline that finds, scores, tailors, and submits applications while you rest.
How I Built My First AI Agent — What I Learned the Hard Way
From naive prompt loops to deterministic state machines: the failure modes, architectural pivots, and hard truths discovered while shipping an autonomous AI agent to production.
What I Learned Building a Multi-Agent AI System
Why orchestrating five specialized agents is fundamentally harder than managing one prompt, and how event-driven graphs solved our synchronization bottlenecks.
RAG Didn't Solve My Hallucination Problem — Here's Why
Vector search gives you relevant chunks, not factual correctness. An empirical breakdown of chunking strategies, hybrid reranking, and self-corrective verification.
Wake Up and Smell the Coffee: Engineering Rituals That Actually Scale
How quiet morning deep work blocks, lightweight architectural RFCs, and intentional offline thinking transformed how I ship software.
From Prototype to Production: What Changed When Real Users Arrived
A candid retrospective on migrating a fragile proof-of-concept into a resilient production application with telemetry, edge caching, and graceful degradations.
How I Think About Architecture Before Writing a Single Line of Code
The mental models, boundary diagrams, and failure mode analyses I use to clarify system topology before opening the editor.
What Building Real Projects Taught Me About Engineering
Tutorials teach syntax; shipping real software teaches trade-offs, defensive API boundaries, and the humility of production incidents.
Featured Story & Latest Dispatches
Latest posts
Scroll to view (8)Automate Your Job Hunt with Antigravity 2.0 AI Agents
How I Built My First AI Agent — What I Learned the Hard Way
What I Learned Building a Multi-Agent AI System
RAG Didn't Solve My Hallucination Problem — Here's Why
Wake Up and Smell the Coffee: Engineering Rituals That Actually Scale
From Prototype to Production: What Changed When Real Users Arrived
How I Think About Architecture Before Writing a Single Line of Code
What Building Real Projects Taught Me About Engineering
Have a question or want to build together?
I write about what I build, but I love digging into real architectural problems. Reach out if you’re designing complex AI workflows or scalable products.