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

The Jailbreak Factory Needs a Quality Department

A practical reading of two red-teaming papers showing why enterprise LLM safety needs both cheap adversarial probes and disciplined evaluation governance.

Blog
The Model Remembers What the Firewall Forgets

Why LLM safety has to connect fine-tuning privacy, adversarial prompting, and runtime guardrails instead of treating prompt filters as a strategy.

Blog
Skill Issue, Literally: Repairing Agent Instructions Without an Answer Key

SkillAudit shows how agent skills can be improved without hidden tests by comparing with-skill and without-skill executions, but only when correctness leaves an observable trace.

Blog

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