The False Economy of Local Agent Execution
Running agent loops on client hardware eliminates token invoices while introducing unobservable failures, fragmented evaluation, and host-level security risks.
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Technical breakdowns of AI-native software, automation systems, and how they reach the people who need them.
Traditional SEO is rapidly being replaced by AI retrieval systems like ChatGPT, Google AI Overviews, Perplexity, and Claude. This article breaks down how Answer Engine Optimization (AEO) is replacing SEO.
Running agent loops on client hardware eliminates token invoices while introducing unobservable failures, fragmented evaluation, and host-level security risks.
Autonomous agent harnesses hide compounding token costs and context degradation. Production requires deterministic state machines.
Why high-agency builders, developers, and founders are rejecting forced algorithmic optimization and choosing deliberate, manual friction to reclaim t
