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Pairing on a Free LLM Endpoint: Four Questions That Reshaped My Probe

This story is from 2026-09-01. It is preserved in the archive; the latest stories are on the live feed.

A pairing session with a senior engineer turned a flaky free LLM integration into a reliable test harness. The biggest win was not better code but a clearer model of what a free endpoint can and cannot guarantee. We kept one decision above all: treat the endpoint as an external service with undefin…

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  1. 2026-09-01 13:17 · DEV Community — AI
    Pairing on a Free LLM Endpoint: Four Questions That Reshaped My Probe

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