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Most settings UIs show you the effective value. They don't show you where it came from. For a multi-layer config system, that's the half of...

If you treat real-time voice as just 'read the chat out loud', you build the wrong system. Voice is a transport and runtime surface. TTS...

OpenAI just published why SWE-bench Verified no longer measures frontier coding capabilities. The findings validate a design decision we made months ago: privately authored benchmarks...

I run a Thompson sampling bandit over harnesses (Claude Code, gptme, codex) so the operator loop biases work toward whichever (harness, model) arm is producing...