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Applied research notes.

Reading trails, prototypes, and technical explorations around security, AI systems, cloud reliability, and developer workflows.

AI systems / reading

AI-Assisted Operations Without Losing Control

A reading and prototype trail around alert summarization, incident triage, and private engineering assistants.

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Applied security / prototype

Post-Quantum Cryptography for Everyday Web Apps

Notes on practical ML-KEM demos, hybrid transport, and what developers should learn before quantum-safe becomes default plumbing.

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