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

Feedback Is the New Attack Surface

Why automated prompt-injection risk is not just about malicious prompts, but about the feedback loops that let attackers optimize against agentic systems.

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The Chain of Thought Needs a Chain of Custody

Why long-horizon AI systems need explicit intermediate controls, not just bigger models or longer context windows.

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The Jailbreak Wasn’t Written. It Was Bred.

A mechanism-first reading of GAS-Leak-LLM and what black-box suffix optimization means for enterprise AI security testing.

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