AI-Based Enterprise-Grade CRM
Rohit is excellent to work with and a master of his craft.
I help teams turn difficult AI ideas into reliable products and share what I learn.

Short takes. Real experiments.
AI news, ideas, and things I’m building.
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Sakana’s Fugu Max and Ultra v2 turn learned routing into an API product. Builders should measure accepted-task cost, drift, and opacity.

Anthropic’s September report shows why model identity, transcript custody, agent traces, and account revocation now belong in one security review.

Cognition’s SWE-2 turns Kimi K3 into a cost-aware Devin worker. Here’s how to read its benchmarks, effort levels and Terminal-Bench 4 gap.