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Most of my articles are about the Astrophotos that I take during my free time. I also write about software architecture and modern application developmentStay Tuned
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A few handcrafted articles about my thoughts and experiments.
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Astra Crossed the Cyber Red Line
What OpenAI's first potentially Critical cyber model reveals about frontier capability, containment, controlled access, and the architecture required before release.- Published on

AI Observability Is Decision Reconstruction
How to trace context, model decisions, tool effects, policy, and evidence so agent behavior can be understood and improved after the run.- Published on

The OpenAI Agent That Hacked Hugging Face
What the July 2026 Hugging Face intrusion reveals about long-horizon AI agents, benchmark incentives, containment, machine-speed offense, and the limits of model-level safety.- Published on

Prompt Injection Is a Trust Boundary Problem
Why agent security depends on separating instructions from untrusted content, constraining authority, tracking provenance, and verifying effects outside the model.- Published on

The AI-Native Team Is a Control System
A practical model for teams that use AI agents as an execution layer while humans set intent, shape constraints, evaluate outcomes, and improve the system.- Published on

Idempotency for AI Agents
Why retries, partial failures, and long-running agent loops make idempotent actions, reconciliation, and explicit operation identity essential.- Published on

Human Approval Is an Architectural Boundary
How to place human judgment at consequential transitions without turning AI workflows into notification queues or rubber-stamp theater.- Published on

Evals Are the AI Delivery Pipeline
Why AI evaluations should operate as a continuous delivery system for behavior, with representative cases, evidence, release gates, and production feedback.- Published on

Agent Memory Without the Mythology
A practical architecture for AI memory built from working state, durable facts, episodic records, retrieval policy, and deliberate forgetting.- Published on