Learn how Crucible Pro 2.1 improved accuracy to 94.1% and reduced hallucinations through smarter reasoning.

A technical walkthrough of the server-sent events architecture that powers real-time output in Crucible.

Inside the architectural decisions that make Fast Mode fast without sacrificing reliability or performance.

The technical and research challenges behind expanding Crucible's context window, and what the change enables.

What production-scale extraction jobs reveal about precision, recall, and how to get better results from your schema.

How a contract review product used Crucible to extract clauses with near-zero hallucination rate.

How an investment research team processes 200 earnings reports with a two-stage Fast and Deep Mode pipeline.

Reasoning v2, Crucible Pro, 256K context, structured output mode, and a fully rebuilt dashboard.

Adaptive reasoning depth, 14-point benchmark gains, and 22% lower latency. No migration required.

How to build a three-stage contract review pipeline that extracts, flags, and summarizes in a single workflow.

A two-pass pipeline pattern for synthesizing large bodies of research without losing nuance.

The problem with general-purpose models in high-stakes domains, and why we chose to build something narrower.

Predictability, structured outputs, reasoning transparency, and stability. The four things we optimize for.