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Hi, I’m @tinylion1024.

Essays on AI products, agent engineering, and the product and business consequences of technical change.

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Models & ReasoningAgent Products & UXAI Software EngineeringAI Business & GrowthAI & Society

Atlas Is Gone. The Browser Agent Is Not.

OpenAI is retiring Atlas while moving its browser-agent capabilities into ChatGPT and Codex. The reversal suggests that task continuity matters more than owning a new browser shell.

Multi-Agent Safety Is Becoming a Protocol Problem

Once agents from different organizations negotiate, delegate, and transact, safety expands beyond model alignment into identity, authority, reputation, commitments, and control planes.

Enterprise AI Budgets Are Moving From Answers to Execution

Ai4's agenda centers agents, evals, observability, and live workflow demos. The signal is not that autonomy is solved, but that buyers now evaluate completion, control, and measurable outcomes.

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