What Agent Observability Should Trigger a Production Audit
How to decide when LangSmith traces, latency drift, reviewer overrides, and write-path risk should escalate from monitoring to a real production AI audit.
2026-06-16 · 10 min
Insights
Engineering Blog
Production patterns for AI agents, RAG pipelines, data infrastructure, and MLOps. No theory-only posts — every article comes from a real deployment.
Temporal Workflow Versioning for AI Pipelines: Deploying New Model Versions Without Downtime
How to use Temporal's patching API, task queue routing, and shadow deployment to upgrade AI model versions without breaking in-flight workflows.
2026-06-15 · 8 min
The Fastest Way To Diagnose A Stalled AI Rollout
A practical way to diagnose stalled AI rollouts: classify the failure surface, separate architecture from workflow issues, and decide whether the team needs audit, stabilization, or redesign.
2026-06-11 · 10 min
Why AI Adoption Fails Without Workflow Redesign
Why AI adoption stalls after the pilot: unchanged handoffs, weak approval design, missing exception routing, and no operating model for reviewers, owners, and rollback.
2026-06-09 · 11 min
Temporal Activity Retry Patterns for LLM API Calls: Backoff, Circuit Breaking, and Cost Caps
How to configure Temporal retry policies, circuit breakers, cost caps, and provider failover for LLM API calls in production workflows.
2026-06-08 · 8 min
Fund, Defer, or Kill: An AI Triage Model for Portfolio Operators
A four-decision triage model for portfolio operators classifying AI initiatives by workflow evidence, ownership, data readiness, and maintenance burden.
2026-06-07 · 8 min
Voice Is the Interface. The Artifact Is the Product.
Voice agents create business value when they leave behind useful artifacts: decisions, action items, open questions, evidence, handoffs, and review paths.
2026-06-04 · 7 min
LangGraph vs Direct API Orchestration: When the Framework Earns Its Weight
A decision framework for choosing between LangGraph and direct API calls — based on orchestration complexity, not ecosystem momentum.
2026-06-03 · 8 min
A Smoke Test Is Not a Product Gate
One impressive voice-agent call is weak evidence. Production readiness requires repeatable scripted tests, boundary checks, artifact review, and cost controls.
2026-06-02 · 7 min
When CrewAI Crews Need a Supervisor: Escalation Hierarchies and Human-in-the-Loop Gates
How to design escalation hierarchies and HITL gates for CrewAI crews — when supervision adds safety vs when it adds friction and approval fatigue.
2026-06-01 · 8 min
The Silence Policy: The Most Underrated Voice-Agent Feature
Voice agents earn trust when they know when not to speak. Silence policy turns restraint into an explicit design layer for real meetings.
2026-05-28 · 7 min
LangChain Callback Architecture: Building Production Observability Without Third-Party Lock-In
How to build custom LangChain callback handlers with OpenTelemetry integration for vendor-independent observability — what to trace, how to structure it, and what it costs.
2026-05-27 · 8 min