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Dev.to

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08:14
2026-09-23
dev.to
ai-tools

Why AI-Generated Code Still Needs a Professional Developer

An analysis of AI-generated code argues that AI coding tools can produce PHP, JavaScript, HTML, CSS, and database queries quickly but often introduce security, architecture, and maintainability proble…

08:05
2026-09-23
dev.to
large-language-models

Can GPT-6 Astra and Claude Opus 5.5 Leave Simple Work Alone?

A developer reports that recent frontier model upgrades from OpenAI and Anthropic, including the forthcoming GPT-6 Astra and Claude Opus 5.5, tend to overengineer simple tasks, turning basic framework…

07:18
2026-09-23
dev.to
large-language-models

How to Run Local LLMs on Apple Silicon

A developer guide details how to run local large language models on Apple Silicon, noting that as of Ollama 0.19 (March 2026), Ollama replaced its Metal-backed llama.cpp inference path with Apple's ML…

07:16
2026-09-23
dev.to
large-language-models

LLM Quantization Explained for Mac Users

A developer published an explainer on LLM quantization for Mac users, detailing how weight precision reduction works and why GGUF filenames like Q4_K_M, Q5_K_M, and Q4_0 are not interchangeable at the…

06:42
2026-09-23
dev.to
ai-agents

Claude Code MCP setup and usage rules

A developer detailed a year-long effort to refine a Claude Code MCP setup, settling on four active servers across two machines: Context7 and CodeGraph on a work laptop, plus Discord and Chrome extensi…

06:39
2026-09-23
dev.to
ai-agents

AI Agent Sandboxing: Practical Guide for Production Safety

Imversion Technologies Pvt Ltd has published a practical guide arguing that AI agent sandboxing should be treated as a control plane rather than a simple wrapper, with isolation chosen based on the bl…

06:20
2026-09-23
dev.to
large-language-models

How Much VRAM Do You Really Need to Run a 70B LLM?

A developer's technical breakdown of local LLM memory requirements shows that a 70-billion-parameter model needs roughly 140 GB of VRAM at FP16, 70 GB at INT8, and about 35 GB at 4-bit quantization, m…

06:03
2026-09-23
dev.to
large-language-models

The Blank Screen Test

A developer benchmarked GPT-6 Sol, GPT-6 Astra, and Claude Opus 5.5 on three web apps built from identical English briefs with no prototype or design system, finding that Opus 5.5 consistently priorit…

05:25
2026-09-23
dev.to
large-language-models

Will Jev Replace LLMs? A Support Ticket Routing Example

TypeSafe AI has introduced Jev, described as its first "System One" model, designed to make constrained classification decisions such as routing support tickets to billing, product, or technical teams…

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