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Dev.to

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12:30
2026-10-12
dev.to
ai-tools

Ragas vs Truvec for RAG Retrieval Evaluation

A developer compared Ragas and Truvec for evaluating retrieval in RAG pipelines, arguing that most RAG failures stem from the correct passage never being retrieved or being ranked too low rather than …

12:26
2026-10-12
dev.to
large-language-models

Prompting vs RAG vs fine-tuning

A developer's teaching writeup argues that teams should diagnose LLM failures by inspecting input, retrieval, tool responses and expected output before choosing between prompting, RAG, fine-tuning or …

12:02
2026-10-12
dev.to
ai-agents

CLAUDE.md, skills, or memory: where does a line actually go?

A developer at 5dive outlined a three-tier model for agent context — CLAUDE.md as pushed context, skills as indexed context, and memory as pulled context — arguing that procedures belong in skills or …

10:33
2026-10-12
dev.to
ai-tools

TouchGrass: an open-weight AI that kicks you out the door

A developer built TouchGrass, an open-source web app that generates short outdoor "missions" to get users off their screens, using the open-weight GPT-OSS 20B model called directly from the browser vi…

10:32
2026-10-12
dev.to
large-language-models

How to Choose a Local LLM for Your Hardware (Without Guessing)

A developer published a six-step guide for selecting a local large language model based on hardware constraints rather than parameter counts or leaderboard rankings. The guide advises defining the tas…

10:31
2026-10-12
dev.to
ai-agents

Consequence models: AI that knows what happens next

A developer proposes "consequence models" — models that take the state of the world and a proposed agent action and return the probability the action succeeds and how it is likely to fail — as a missi…

10:30
2026-10-12
dev.to
ai-agents

We Read 760 Repositories That Run AI Agents in CI

A manual audit of 760 public GitHub repositories that run AI coding agents in CI found that roughly 3 in 10 let an outsider reach the agent or grant it more power than its task requires, with 116 repo…

10:00
2026-10-12
dev.to
ai-agents

Building a Coordination Layer When Nobody Else Is

A developer has released africa-coord-bus, an open-source event bus that connects previously isolated domain-specific MCP servers for African use cases — including drought intelligence (wapimaji-mcp),…

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