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Developer uses 3 LLMs from 2 vendors for better code review

A developer found that using a single large language model for code review or decision-making often resulted in biased or echoing feedback. To improve the quality of output, they now use three distinct models from at least two different vendors, including GPT-class and both mid-tier and top-tier Claude models. This approach allows for a more robust review process by highlighting divergences in reasoning, which are typically the most critical areas for attention. AI

IMPACT Developers can improve the quality of LLM-assisted tasks by using multiple models from different vendors to avoid biased feedback.

RANK_REASON The article discusses a personal workflow and opinion on using LLMs, rather than announcing a new product, research, or significant industry event.

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

COVERAGE [1]

  1. dev.to — LLM tag TIER_1 English(EN) · Fillip Kosorukov ·

    Three models, three opinions, zero dollars

    <p>A few weeks ago I was paying about $1.50 every time I asked my tooling for a "second opinion" on a decision. Three model calls, roughly fifty cents of tokens each, fired several times a day. On the invoice it rounded to nothing. In aggregate it was the most expensive habit I h…