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evals

2 articles tagged evals.

  1. · The AI Native Dev - from Copilot today to AI Native Software Development tomorrow · 6 min read

    Datadog Lessons For Scaling Agentic Coding

    The Datadog AI developer experience program shows how agentic coding scales from tool adoption to governed workflow. The company used evals, context hygiene, and team ownership to reduce risk in code review and model selection. The result is a practical framework for engineering leaders who need measurable, cost-aware AI development.

  2. · AI + a16z · 5 min read

    Engineering Over Brute Force in AI

    An analysis of why AI product success depends on rigorous engineering and evaluation rather than raw model capability. The discussion highlights the shift from brute-force compute to structured systems, the economic dynamics of open-source versus closed-source models, and the critical role of evals in managing non-deterministic AI systems.