AI isn't magic.

But applied right, it works like it.

Cognaptus automates enterprise workflows and incubates AI tools for startups—bridging operational efficiency and product innovation.

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Recent from Cognaptus

Attention with Doubt: Teaching Transformers When *Not* to Trust Themselves

Why inference-time uncertainty, not post-hoc calibration, may be the missing piece in trustworthy transformer deployment

Blog
DeltaEvolve: When Evolution Learns Its Own Momentum

Why LLM-driven discovery stalls on full-code memory—and how semantic deltas turn evolution into a momentum-based optimizer.

Blog
FIRE-BENCH: Playing Back the Tape of Scientific Discovery

Why today’s agentic AI can code, run experiments, and still miss the point—and how FIRE-BENCH exposes the gap.

Blog

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