Android Engineer · Organizational Intelligence Engineer · Research Scientist. Building products that make humans more capable — and measurement instruments that prove it.

An 8B model with a short tool list can beat a 70B model on the full catalog. Keep the cheaper model; filter what it sees — no fine-tune required.

AI models are starting to act like appliances, locked into one narrow way of working, instead of the flexible infrastructure they used to be. Drew Breunig, an AI and data strategist working with the Overture Maps Foundation, joins us to explain why, and...

A practical framework for identifying gaps, conflicts, and quality risks in retrieved context before they reach the model.

It started with a customer complaint. "𝗜 𝘁𝗿𝗶𝗲𝗱 𝘁𝗼 𝘁𝗿𝗮𝗻𝘀𝗳𝗲𝗿 𝟭𝟬𝟬 𝗯𝗶𝗿𝗿, 𝗯𝘂𝘁 𝘁𝗵𝗲 𝘁𝗿𝗮𝗻𝘀𝗮𝗰𝘁𝗶𝗼𝗻 𝗳𝗮𝗶𝗹𝗲𝗱.

Agent Router gives agent builders proven Envoy traffic handling without proxy expertise. One integration point for every model and MCP tool, with failover, credentials, and usage controls built in.