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Automation

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Dispatch 0123 OCT 2026
AI Agents

What LLM Agents Are Still Missing

The next step for LLM agents is an operating environment with durable state, checkable outcomes, isolation, failure semantics, and human gates at the points that cannot be undone. A better prompt does not supply any of that.

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Public service / Refunds / Fig. 03
03 / 2020

RefundHero: Automating Deutsche Bahn Delay Refunds

I built Refund Hero as a full-stack prototype for identifying eligible Deutsche Bahn delay refunds and preparing reimbursement requests. I stopped it when DB announced a parallel service.

Django · React · BootstrapCSSView case file