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Field notes from building production AI

Agentic AI architecture: an agent control loop of goal manager, planner, tool router, executor and verifier, with memory, safety monitor and telemetry attached to every stage and an approval gate on the path to any external system
August 2026 · Guide

Agentic AI Architecture: What Breaks in Production

Architecture is a failure-containment problem, not a component list. Which design decision stops which production failure, and how to tell if yours is ready.

Human-in-the-loop AI: an agent proposal passing through a human approval queue before the action reaches the customer, with a gate health dashboard alongside
August 2026 · Guide

Human-in-the-Loop AI: Where the Approval Gate Belongs

Human-in-the-loop and full autonomy are settings on the same system. Where approval belongs, how to tell if a gate is working, and when to remove it.

AI agent observability: a six-span request trace with latency and cost per span, feeding an AI agent dashboard that tracks cost, latency, evaluation score, and drift
August 2026 · Guide

AI Agent Observability: A Practical Best-Practices Guide

You cannot fix what you cannot see. A vendor-neutral guide to tracing, span-level evals, and what to instrument in production.

AI agents for sales: incoming lead signals passing through a human approval gate into a production outreach workflow
August 2026 · Guide

AI Agents for Sales: What Actually Ships to Production

What separates a production-grade AI sales agent from a demo: clear ownership, a human approval gate, and hard stop conditions.

The five-layer framework for moving enterprise AI from a successful demo to a resilient production system
August 2026 · Framework

The AI Adoption Framework: Why Most Enterprise AI Never Reaches Production

A five-layer framework for moving enterprise AI from successful demos into resilient, production-grade systems.

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