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Dev.to

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08:59
2026-10-01
dev.to
large-language-models

When Chat Templates Go Wrong

A developer analysis explains that local language models which load cleanly but over-generate, ignore system prompts, or drop earlier instructions are usually suffering from a mismatched or misrendere…

08:39
2026-10-01
dev.to
ai-tools

Polymarket Trading Bots: How to Build the Decision Engine

A developer outlines how to build the decision engine for a Polymarket trading bot, arguing that normalizing market data and comparing a model's probability estimate against the market-implied price i…

08:38
2026-10-01
dev.to
generative-engine-optimization

Hinglish Changes Which Brands AI Recommends

A study of 480 AI answers collected in India found that AI engines recommend different brands when the same buying question is asked in Hinglish versus English, with Perplexity's brand list shifting 2…

06:04
2026-10-01
dev.to
large-language-models

The cost of proving it works

Arize's 2026 cost model breaks production evaluation spend into traffic volume × sampling rate × evaluation surfaces × evaluator cost plus human review and retention, while offline evaluation is datas…

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