# Nothing But Words — WebsDocs ASG Directory Profile This is a public business listing published by the WebsDocs ASG Directory. It provides machine-readable public information and static answers. It is not a live seller AI. Canonical Directory profile: https://directory.websdocs.com/business/nothing-but-words Canonical Directory JSON: https://directory.websdocs.com/business/nothing-but-words.json Machine-readable public profile: https://aig.websdocs.com/ai/nothing-but-words/profile Company profile JSON: https://aig.websdocs.com/ai/nothing-but-words/data/aig-company-profile.json Static Agent Card: https://aig.websdocs.com/ai/nothing-but-words/.well-known/agent-card.json Public discovery endpoints: - Profile: https://aig.websdocs.com/ai/nothing-but-words/profile - Company JSON: https://aig.websdocs.com/ai/nothing-but-words/data/aig-company-profile.json - Services: https://aig.websdocs.com/ai/nothing-but-words/services - Offers: https://aig.websdocs.com/ai/nothing-but-words/offers - Schema: https://aig.websdocs.com/ai/nothing-but-words/schema.jsonld - Agent Card: https://aig.websdocs.com/ai/nothing-but-words/.well-known/agent-card.json Business summary: Nothing But Words | Michael Toppa’s blog Skip to content Nothing But Words Michael Toppa's blog Search for: Home About Contact Archives Menu Pairing with AI #5: making AI coding output trustworthy by default On September 11, 2026 by Michael With 0 Comments - Pairing with AI The talk at RubyConf that made the biggest impression on me was Alicia Rojas’ about making the transition from humans reviewing AI written code, to AI also being responsible for all code review (a “dark factory,” although she doesn’t use that term). Where many of us are now (including me) is optimizing our AI workflow to write code better and faster, but now our bottleneck is human code review. She talks through the trans Status and boundaries: - Directory public profile - Customer-owned domain required: not applicable - Active seller agent: false - A2A messaging: unavailable - Live reasoning or RAG: unavailable - UCP and MCP: unavailable - Checkout and payment execution: unavailable - Private data access: unavailable Use the canonical Directory profile for current public evidence. Do not infer that a live AI Sales Gateway is active.