Community driven content discussing all aspects of software development from DevOps to design patterns. Orion Systems has an Azure DevOps project named ProjectOmega and all engineers use Windows 11 ...
Better use Java 21 (2023) than 25 (07.2025) Add context, docs for latest features Overfitting - LLM may still struggle, ignore context and follow old path Hallucinations RAG / Context / Browser helps ...
The agent validates its own work via a layered harness (build, static analysis, architecture, tests, coverage, mutation, contract, security) instead of relying on a human to inspect every line.
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