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Dev.to

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16:04
2026-10-28
dev.to
artificial-intelligence

Why Do AI Models Hallucinate, and How Can We Reduce It?

A developer building a retrieval-augmented generation (RAG) document Q&A project found that connecting an LLM to a knowledge source reduces but does not eliminate hallucinations, which can arise eithe…

15:35
2026-10-28
dev.to
artificial-intelligence

Echoes: A Private Memory Garden Powered by Local AI

Developer Tanmay Dalvi built Echoes, a local-first memory archive that lets users record family stories, oral histories and personal milestones with dates, people, places and tags, then browse them vi…

15:35
2026-10-28
dev.to
artificial-intelligence

Wraith - A Ghost in your terminal

A developer built Wraith, a terminal-themed web interface that runs the open-weight Qwen 2.5 3B model locally through Ollama and gives it four distinct personas — Geocities, Fortran, Deleted File and …

15:09
2026-10-28
dev.to
ai-agents

Could You Switch AI Providers by Friday?

A developer examined their Calendrz codebase after reports that Replit shifted its default Replit Agent model provider from Anthropic to OpenAI, with The Information reporting a contract worth over $1…

15:07
2026-10-28
dev.to
large-language-models

Wiring Android's MediaPipe LLM Inference API to a Streaming UI

A developer published a pattern for streaming on-device LLM token output from MediaPipe's LLM Inference API into a Jetpack Compose Text component without dropped tokens or jank. The approach bridges M…

15:05
2026-10-28
dev.to
ai-agents

The pre-merge checklist for AI-generated diffs

A developer published a ten-point pre-merge checklist for reviewing AI-generated code diffs, aimed at closing the review gap where agent-authored pull requests are often merged by the same person who …

13:37
2026-10-28
dev.to
artificial-intelligence

The Autonomous FinOps Hacker: AI-Driven Rust Refactoring on AWS

A developer has outlined an architecture for an "Autonomous FinOps Hacker" that uses Claude 3.5 Sonnet on Amazon Bedrock to automatically translate expensive Node.js Lambda functions into Rust compile…

13:06
2026-10-28
dev.to
ai-agents

How to write tool descriptions for AI agents

A developer published a detailed guide on writing tool descriptions for AI agents in MCP servers, arguing that the name, description and input schema are the only things a model sees when selecting an…

13:03
2026-10-28
dev.to
ai-agents

Asking my CI "why did that fail?": GitHub Actions cognee

A developer contributed a GitHub Actions data-source connector, github_actions_source(), to the open-source cognee-community project, converting completed workflow runs into markdown documents that co…

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