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The greatest shift in production AI isn't prompt engineering—it's Unix philosophy.
Instead of forcing a single monolithic LLM to act as philosopher, coder, and accountant, resilient architectures decompose tasks into lightweight local agent pipelines. One handles structured ingestion, one validates schemas, one executes within a deterministic Python sandbox.
Small tools connected by clean interfaces always win.
The greatest shift in production AI isn't prompt engineering—it's Unix philosophy.
Instead of forcing a single monolithic LLM to act as philosopher, coder, and accountant, resilient architectures decompose tasks into lightweight local agent pipelines. One handles structured ingestion, one validates schemas, one executes within a deterministic Python sandbox.
Small tools connected by clean interfaces always win.