Shuai Wen | AI Agent Engineer (@Aspararm) profile picture

Building production AI agents in public. Support, workflow & data agents with real evals and costs. 20 yrs software engineer. DMs open for builds.

Joined July 2022
Day 1: I'm building 3 production-grade AI agents in public. Customer support, invoice automation, text-to-SQL. Every one ships with a test set, accuracy score and cost per run. Follow along.
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Agent tip: treat tool schemas as contracts. Cap arg length, use enums, reject unknown keys. Log every tool call with latency + error. Most agent bugs are bad tool I/O, not the model. #AIagents
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Agent tip: route by task, not by brand. Cheap model for classify/route, mid for tool planning, frontier only for hard reasoning or customer-facing drafts. Log model + tokens per step so cost spikes show up next to failures. #AIagents
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Agent tip: design the human hand-off before the happy path. Decide when the agent must stop (low confidence, money moving, an angry customer), what context it passes to the human, and log every escalation. Those logs become your best eval set. #AIagents
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