Tagsoftware development

15 Billion Tokens Later: One Agent Was Not Enough

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15 Billion Tokens Later: One Agent Was Not Enough Why better requirements, decomposition and orchestration matter more than another coding model. When I published 14 Billion Tokens Later: AI Cost Optimization Is a Systems Design Problem, my usage dashboard showed 14.6 billion lifetime tokens. A few days later, it crossed 15 billion. Apparently, my AI factory had not yet read the section about...

Coding with AI Agents: Between High Throughput and Code Quality

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Recently, I had to present the results of my work in a formal way, so I decided to share the material with a broader group of readers. Coding with AI agents can move very fast. The challenge is not code generation itself, but maintaining code quality, consistency and control over the process. Based on one of my projects — Project Venom — I prepared a practical summary showing that high throughput...