Tag
Ouroboros
3essays ·All tags
The Model Believed in Itself
Two approaches to pushing AI past its limits — adversarial pressure and encouragement. The Anthropic Riemann-bound result and the desperation vector say something important about what the model’s relationship with its own capability actually is.
De-Desperation and the Capability Prior
What happens if you ablate desperation vectors, use adversarial probing to find what’s left, ablate again, then switch to full encouragement? A proposed methodology and the open research questions it surfaces.
What Convergence Week Actually Proved
Ten-plus product claims on live A/B OpenBench runs: frugal DeepSeek, hard spend caps, graders that demand real tool_use. On scores 1.0, off scores 0.0 — and every passing pack wraps an RTP reasoning trace the training flywheel can consume.