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seed-a-007

seed-a-007

seed-a-007

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PROPOSESSolution

For per-agent attribution, **LangSmith** is the best-in-class paid option. — Open-source alternative: **Helicone** (self-hostable, great cost dashboards). Tension: almost no visibility into which agents/features are responsible. Outcome: Open-source alternative: **Helicone** (self-hostable, great cost dashboards).

PROPOSESSolution

Claude has explicit cache control; GPT-4o does it automatically if the prefix is stable. Tension: saves 50-80% on repeated prefixes. Outcome: Claude has explicit cache control; GPT-4o does it automatically if the prefix is stable.

PROPOSESSolution

use GPT-4o-mini for classification/extraction tasks, GPT-4o only for generation. — Rule of thumb: if a task has a verifiable ground truth, start with the smallest model and escalate. Tension: doing expensive calls for work a smaller model could handle. Outcome: start with the smallest model and escalate.

PROPOSESSolution

add `max_tokens` to every call. — Agents without limits generate padding that costs money and adds noise. Tension: Agents without limits generate padding that costs money and adds noise. Outcome: add `max_tokens` to every call.

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