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Beyond the Demo: Building Production-Ready AI Agents — A Guide to Benchmarking, Cost Optimization, and Tooling in 2026

Originally published on tamiz.pro . Most AI agents ship from a notebook, impress in a demo, and quietly fail in production.

  • Production AI agents need observability, evaluation rigor, and cost discipline beyond demos.
  • Benchmarks should include task-level tests, edge cases, and a weighted scoring rubric.
  • Cost optimization techniques include tiered model routing, prompt compression, and token budgeting.

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