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Dev.to

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20:45
2026-07-17
dev.to
artificial-intelligence

Colibri: Running a 744B AI Model on Your Laptop

A developer known as JustVugg built Colibri, a pure C inference engine that runs the 744-billion-parameter GLM-5.2 model on a laptop with 25 GB of RAM by streaming experts from disk instead of loading…

20:32
2026-07-17
dev.to
ai-agents

Are You Missing Out on Agent Skills? Here's How They Work

Rijul, the developer behind git-lrc, explains how agent skills work as a way to give AI agents procedural knowledge through a SKILL.md file. Skills use progressive disclosure to load only names and de…

20:27
2026-07-17
dev.to
artificial-intelligence

How I Survived the Silent AI Upgrades (And Shifted My Workflow)

A developer discovered that Google's Gemini ecosystem silently provisions cloud compute and executes Python scripts for complex queries, consuming 50% of their 5-hour compute quota in minutes. The dev…

20:22
2026-07-17
dev.to
large-language-models

Where RAG Fails

A developer spent a week studying Retrieval-Augmented Generation (RAG) and identified its limitations. While RAG allows LLMs to answer questions using external knowledge, it does not solve every probl…

19:37
2026-07-17
dev.to
ai-agents

Building AI Agents in PHP: Tool Calling with Laravel

A developer detailed a pattern for building AI agents in PHP using Laravel, implementing tool calling to enable chatbots to query databases and services. The approach uses a loop where the model selec…

18:52
2026-07-17
dev.to
ai-safety

Your LLM didn't fail. Your application trusted it too much.

A developer building AI applications noticed that LLM outputs can appear correct—valid JSON, matching schemas, 200 status codes—yet still violate business rules or miss fields. To address this, they a…

18:21
2026-07-17
dev.to
ai-tools

How I Built an AI Review Skill That Refuses to Ship Bad Work

Developer Greg Corriston built revüe, an MIT-licensed Agent Skill for Claude Code, Codex, and Cowork that enforces a deterministic review workflow before shipping AI-generated work. The tool combines …

18:20
2026-07-17
dev.to
artificial-intelligence

“Give the agent memory” is not a design.

Harsh Mishra published a beginner's system design guide to AI agents, arguing that simply giving an agent memory is not a design. The guide covers key architectural considerations for building product…

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