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How Building a Multi-Agent Development Pipeline Led Me to Design an AI Engineering Organization
From AI Coding Agents to AI Engineering OrganizationsIntroductionWhen I started the sqlgen-ai project, my goal was straightforward.I wanted to build an AI agent that could write code.At the time, I imagined a future where an AI developer could continuously improve itself, create tools it needed, and gradually become more capable over time.To explore that idea, I connected Hermes Agent, Codex, Gi..
Why Prompt Engineering Alone Fails in LLM Systems (And How to Fix It with Convergence)
Lessons learned from building a real-world LLM coding agent with local models📌 TL;DRLLMs are non-deterministic → same input, different outputsPipeline architectures amplify failure probabilitiesPrompt engineering improves outputs but cannot guarantee reliabilityThe real solution is not better prompts, but convergence systems1. Problem — You Can’t Even Get Stable OutputsI wanted to build a local..