How to Add an Audit Trail to an AI Workflow
Build a provider-neutral AI workflow audit trail with correlated spans, approval events, version fields, redaction, and a UI-free reconstruction test.
Topic collection
AI implementation
Build, integrate, deploy, and operate useful AI systems.
How to Build a Queue-Backed AI Workflow
Build a queue-backed AI workflow with durable job records, restart recovery, bounded retries, timeouts, artifacts, and a tested dead-letter path.
How to Build an AI Feature for Messy Business Documents
Build document AI as a provenance-first pipeline: preserve layout, extract into a typed contract, validate evidence, and route exceptions to review.
How to Integrate an AI Agent With Existing Business Systems
Connect an AI agent to existing business systems with a contract-first adapter, read-only pilot, approval-gated writes, and verifiable outcomes.
How to Migrate a Chatbot to an AI Agent
Migrate a chatbot to an AI agent in capability slices: preserve the working chat path, add one verified tool boundary, replay real conversations, and roll back safely.
How to Prevent AI Agent Tool Schema Drift
Prevent AI agent tool schema drift with one versioned contract, compatibility gates, executable tests, and runtime checks for stale tool definitions.
How Do I Scope an AI Agent Proof of Concept?
Scope an AI agent proof of concept around one workflow, a contained tool boundary, observable outcomes, representative tests, and an exit gate.