Most LLM apps don’t fail because of the model. They fail because of everything around the model. A messy environment. An API issue. A notebook that works locally but not elsewhere. A Docker setup that ...
Most tutorials show the final polished architecture diagram, but not the part where: - YAML files break for one missing space - Tests fail unexpectedly - Dependencies conflict - Pipelines pass locally ...
100% Autonomous Operation — Self-directed planning, execution, and verification Multi-Layer Reasoning — Strategic, Tactical, Execution, and Sentinel layers running in parallel Zero Regression ...
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