Author(s): Ethan Mark Originally published on Towards AI. GitHub Copilot Dynamic Workflows: Build Incident Response Agents You Can Debug A practical implementation guide for turning one frantic, open-ended incident prompt into a bounded investigation your team can inspect, pause, and trust. More …

Author(s): Ethan Mark Originally published on Towards AI. GitHub Copilot Slack Task Contract: Turn Team Chat Into Safe Code Work A Slack thread can contain the clue, the workaround, the rejected idea, and the person who says “ship it.” That does not …

Author(s): Ethan Mark Originally published on Towards AI. OpenAI Prompt Cache Diagnostics: Find the Prefix Drift Making Your AI App Expensive Your agent did not get smarter overnight. It may simply have gotten more expensive. A long-running AI workflow can look healthy …

Author(s): Ethan Mark Originally published on Towards AI. OpenAI Agents API Artifact Contract: Make Long-Running Agent Work Reviewable OpenAI Agents API Artifact Contract An agent that says “done” has not necessarily delivered anything a person, service, or next agent can safely use. …

Author(s): Ethan Mark Originally published on Towards AI. GPT-Live-1 Tool Delegation: Keep Voice Agents Honest During Slow Work A full-duplex model can make a voice demo feel magical. A typed delegation contract is what keeps the same agent from talking over customers, …

Author(s): Ethan Mark Originally published on Towards AI. Embedded AI Evaluation: The Access Contract Enterprises Need Before They Trust Their Agents How to give independent evaluators enough access to test an AI agent honestly — without turning an assessment into a data …