Most AI integrations start with a chat-completions-shaped abstraction. That is a useful default, but...
An MCP Server Should Not Flatten Your AI API Into a Prompt Box
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I checked every MCP server in the official registry. About 1 in 10 is broken.
There is a number going around that roughly half of all remote MCP servers are dead. I had repeated...
OpenAI’s Evaluation Playbook Puts Harness Design at the Center of Model Testing
OpenAI is urging a broader view of frontier-model evaluation: benchmark results reflect not only the...
The memory layer that never calls an LLM: what that buys, and what it costs
Part 4 of **The Answerability Problem, and the one that isn't about abstention. Parts 1–3 argued that...