Blog.
On enterprise AI: workflow automation, agent systems, human-in-the-loop governance, document processing, enterprise RAG, and RevOps.

New Math, New Margins: What AI Math Means for Operations
An AI system helped solve a mathematics problem that stayed open for 87 years. The same technology can improve optimization, algorithms, and verification in daily operations.

Fable 5 Access Changes Monday. Here’s Who Gets It Included.
After weeks of moving deadlines, Anthropic settled Fable 5 access: included for Max and Team Premium, metered through usage credits for Pro and Team Standard.

Can Turning Text Into Images Really Cut Your Claude Bill by 60%?
A viral proxy renders your code and context as PNG images and claims 59–70% savings on Claude costs. We verified the math — and found exactly where it breaks.

AI Audit Trails: What Enterprises Need to Log Before Deploying AI Agents
Once AI agents start approving, routing, and acting inside real workflows, a normal software log is not enough. Here is the audit trail enterprises need — and why.

Is Claude Fable 5 as Good as Anthropic Says?
Anthropic’s launch numbers are extraordinary. We checked them against independent leaderboards, a famous unsolved math problem, and the model’s own failure modes.