EPISODE · Jul 3, 2026 · 9 MIN
The Production AI Playbook: Five Pillars for Enterprise Scaling
from Steven AI Talk · host Steven
✅ Transitioning AI from prototype to production requires closing three critical gaps: observability, evaluation, and governance. ✅ The "Week 7 Rule" advises building the evaluation layer and data foundation before choosing a specific model. ✅ Enterprise evaluation requires a three-layered defense: deterministic checks, semantic judges, and behavioral decision tracing. ✅ A bifurcated data strategy separating question data from tracking logs is essential to prevent agent hallucinations.All my links: https://linktr.ee/learnbydoingwithsteven #AI #SoftwareEngineering #AIEngineer #AIAgents #MultiAgentOrchestration #EnterpriseAI #TokenEfficiency #SystemSecurity #LLMs #StevenDataTalk #learnbydoingwithsteven
What this episode covers
✅ Transitioning AI from prototype to production requires closing three critical gaps: observability, evaluation, and governance. ✅ The "Week 7 Rule" advises building the evaluation layer and data foundation before choosing a specific model. ✅ Enterprise evaluation requires a three-layered defense: deterministic checks, semantic judges, and behavioral decision tracing. ✅ A bifurcated data strategy separating question data from tracking logs is essential to prevent agent hallucinations.All my links: https://linktr.ee/learnbydoingwithsteven #AI #SoftwareEngineering #AIEngineer #AIAgents #MultiAgentOrchestration #EnterpriseAI #TokenEfficiency #SystemSecurity #LLMs #StevenDataTalk #learnbydoingwithsteven
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The Production AI Playbook: Five Pillars for Enterprise Scaling
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