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12:48
2026-06-28
dev.to
developer-tools

Quitter Vercel : héberger son app Next.js sur un VPS

A developer migrated a Next.js application from Vercel to a VPS to control costs and infrastructure. The key technique is using Next.js's standalone output mode to reduce Docker image size from 1 GB t…

12:39
2026-06-28
dev.to
large-language-models

Stop Asking the LLM Whether Its Source Is Real

A developer building technical dossiers warns against asking LLMs to verify their own hallucinated citations, as the model lacks access to a real database and suffers from self-evaluation bias. Instea…

12:38
2026-06-28
dev.to
artificial-intelligence

No Agent Grades Its Own Homework

A developer demonstrates that AI code review quality degrades when the reviewer is the same model that wrote the code, due to a documented self-preference bias. The solution involves using a separate …

12:38
2026-06-28
dev.to
artificial-intelligence

Your AI Writes Tests That Can Never Fail

A developer warns that AI-generated tests often pass without actually verifying behavior, creating a false sense of security. The solution is mutation testing, which checks if tests can detect code ch…

12:37
2026-06-28
dev.to
developer-tools

I Versioned the Way I Think. Then I Forced It to Comply.

A developer built a four-layer configuration system to enforce coding principles in Claude Code, moving beyond the suggestion-based CLAUDE.md file. The system includes a brain (CLAUDE.md), references,…

12:32
2026-06-28
dev.to
large-language-models

A Four-Type Framework for LLM Wiki by karpathy

A developer building a personal knowledge base using Karpathy's LLM Wiki framework discovered that storing only declarative knowledge (facts and definitions) is insufficient for expert-level reasoning…

12:01
2026-06-28
dev.to
artificial-intelligence

Top AI Papers on Hugging Face - 2026-06-28

Hugging Face's top-voted AI papers for June 28, 2026, reveal a shift from models that 'know how to answer' to systems that 'know how to act, remember, adapt, and generate context-aware content.' The r…

11:41
2026-06-28
dev.to
large-language-models

I Benchmarked Speculative Decoding — a = 3.5 Wasn't Enough

A developer benchmarked speculative decoding using Qwen2.5-0.5B-Instruct as the draft model and Qwen2.5-1.5B-Instruct as the target model on a CPU. Across code, JSON, and story generation tasks, specu…

11:41
2026-06-28
dev.to
ai-agents

hack with Hyd 2.0

A developer built SupportMind, a customer support agent with persistent memory and intelligent routing. The system uses Hindsight for session memory and cascadeflow for query routing, reducing costs f…

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