من أدوات التقييم إلى الاحتياط — ما يفصل العروض عن الأنظمة الموثوقة.
Building Production AI Agents We surveyed 50 teams shipping agents to production. Here's what works. 1. Evals Before Code The teams that shipped successfully built eval harnesses BEFORE writing agent code. You can't iterate without measurement. 2. Tool Use Is Where It Breaks LLMs that score 95% on chat benchmarks can drop to 40% when tool calling is involved. Always test in YOUR tool environment. 3. Graceful Degradation The best agents have explicit 'I don't know' paths and human handoff triggers. Hallucinations come from over confident systems. 4. Cost Modeling From Day One A chatty agent burning 100K tokens per session can bankrupt you. Set token budgets before going live.