A model ID is not an agent. Protocol, tool contracts, context recovery, and acceptance determine how much capability becomes reliable work.
Same DeepSeek V4 Flash, Different Agent: Why the Runtime Changes the Result
A model ID is not an agent. Protocol, tool contracts, context recovery, and acceptance determine how much capability becomes reliable work.
A short follow-up to I replicated the vision-only Pokémon run Anthropic showcased on the Fable 5...
I ran a 9-second WAV file through faster-whisper on a CPU with no GPU and no API key. It took 0.6...
Most agent failures I've debugged weren't reasoning failures. The model reasoned fine. It just picked...