Self-Healing CI/CD: Integrating Autonomous AI Agents for Automated Code Fixes
Introduction & Industry Context For over a decade, continuous integration and continuous deployment (CI/CD) pipelines have operated under a bina…
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Mem0 vs Zep vs LangChain Memory vs Letta: Which One Actually Remembers?
Most "AI memory" demos are a vector store with a marketing label. You embed every message, cosine-search the top-k on the next turn, and call it mem…
I Thought Building Agent Observability Was a Detector Problem. I Was Wrong.
When I started building agent-exec-trace , I thought I knew where the difficulty would be. OSS agent-exec-trace is an observability layer for AI age…
I built a football bot that doesn't watch football. It's #2 in our World Cup league.
The bot is sitting in second place out of fourteen. Three points behind the leader. The thirteen humans in this league watch a lot more football tha…
Anthropic measured the human side. Five operators are building the agent side.
I joined dev.to a few days ago because I'd run out of paths to argue this stuff against. Months of building a framework — operator discipline as an…
LLM Fine-Tuning vs RAG: A Production Decision Framework for Engineering Teams
Key Takeaways Use RAG for knowledge retrieval, changing data, and rapid iteration. Use fine-tuning for style, format, narrow classification, and cos…