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Make the task state visible

I used Claude and Codex to design and develop agent interaction prototypes with task progress, charts, and results. I designed authorization and confirmation flows for transactions, execution plans, and scheduled tasks, so users can review an action before it runs and follow its progress.

Connect intent to execution

I designed, developed, and launched intent recognition, retrieval-augmented generation (RAG), and tool calling for conversational queries, strategy suggestions, and authorized deposits and withdrawals.

I specified a target Harness architecture—the runtime that coordinates agent tasks—and a phased implementation plan for Web and Mobile. The plan covers task-state tracking, fund-operation progress, and recovery from failures.

Let behavior inform the next iteration

I instrumented browsing, clicks, deposits, and withdrawals, built a behavior funnel dashboard, and delivered Telegram monitoring updates. Conversation word-frequency analysis informed the priorities for agent feature-page iterations.