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Dev.to

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05:10
2026-10-20
dev.to
ai-agents

The limiting factor isn't capability

A developer built Merlin, a harness system around existing LLMs that works through long inputs in pieces from a programming environment, with a design that explicitly forbids modifying or retraining a…

05:10
2026-10-20
dev.to
ai-tools

Sloth Fridge: A Fridge Photo Turns Into a Shopping List

A developer built Sloth Fridge, an open-source tool that uses a local vision-language model (qwen2.5vl:3b via Ollama) to turn a single fridge photo into a categorized shopping list and to read receipt…

04:39
2026-10-20
dev.to
ai-products

The 21-case test that decides whether a RAG chatbot ships

A developer took a retrieval-augmented document chatbot for a regulated wealth-management client from demo to beta using a weighted 21-case evaluation, nine structured QA rounds, and a daily accuracy …

03:31
2026-10-20
dev.to
artificial-intelligence

RAG Context Budget: Pack Evidence Without Burying the Answer

A developer outlines a vendor-neutral "RAG context budget" policy for retrieval-augmented generation that caps prompt space for instructions, conversation, evidence, answer reserve, and a safety margi…

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