Qwen3

Everything Fervor AI has published that touches Qwen3 — 2 pieces, newest first.

• Same Bytes, Different Model: What AutoRound's Calibration Corpus Does to a GGUF Quantization

  Two GGUF files with identical size and tensor map can differ by half in KL divergence because AutoRound's rounding search lets the calibration text choose each weight's…

• ContextPilot Trains an Agent to Delete Its Own Context, and the Reward Never Asks What It Deleted

  ContextPilot's terminal reward is answer correctness plus format plus an invalid-call penalty, with no term for whether a given deletion was safe, so the model learns…