Tag

#advisor

Articles tagged "advisor" — 3 entries.

Article №56 fine-tuning NeMo ~16 min read — synthesis of a two-day advisor build on one Spark
Machine that Builds Machines

The Refusal Floor Is Trainable — What a Frozen Curveball Proved About Prompts vs Weights

A 30B model with a hand-tuned prompt contract refused 3 of 9 adversarial pretexts and fabricated private-looking state 3 times. A 4B trained for 21 minutes refused 9 of 9. The bench that saw the difference was frozen before training — and that discipline is the whole method.

uses fieldkit.arenafieldkit.eval

Upcoming inference NIM planned ~14 min read
Machine that Builds Machines

Gates Before the Advisor — Recall Floors, Raw-Base Preflights, and the Bench That Ate Its Own Spec

Before the Advisor trained: a 182-source corpus pack with recall gates on two retrieval lanes (BM25 and live pgvector + NIM embedder), raw-base preflights that failed two NVIDIA bases honestly, and the rebuild that caught the bench's own spec contaminating its retrieval context.
Upcoming agentic Foundation planned ~14 min read
Machine that Builds Machines

Governed Routing With Receipts — When the Local Lane Consults the Frontier, and What It Costs

The Advisor's router is deterministic and observables-only: it escalates on detectable failure signals — a citation outside the retrieved set, a rank-sanity anomaly — never on vibes. Route bakeoffs at $0 and $0.0033, a no-egress gate for private state, and a receipt a script re-verifies.