Local AI on four Macs: MLX capacity, speed and trust boundaries
Local AI gets a hardware question before it gets a leaderboard question: can the model and its working memory fit on the machine? Apple's distribute…
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OpenCode Needs Memory, Not Another Background Pipeline
I kept explaining the same project facts to new OpenCode sessions. Not the durable rules that already belonged in AGENTS.md . Those were present. Th…
The Portability Trap: When 'It Loads' Doesn't Mean 'It Works'
I ran a skill migration and nothing broke. Or so I thought. Break 3 in my migration diary noted that skills degraded silently. This is the deep dive…
Протестировал Vibecraft от Яндекса. Один вопрос остался без ответа
Всем привет. На связи Сергей Игнатенко, основатель ИИ-платформы VibePilot. C недавнего времени партнер Яндекс, у меня грант AI Studio Boost, платфор…
Loaded Obeyed: Why Your Agent Quotes Rules It Doesn't Follow
The file was loaded. The rules just weren't followed. Here's the two-failure diagnostic that tells you which one you have — and what to do for each.…
Kimi K3 in OpenCode: What One Finished Coding Task Actually Cost
Kimi K3 launched with impressive benchmark results—and a lot of debate about its price. For developers using coding agents, however, price per milli…
Разговариваем с датчиками на человеческом: как связать MQTT, TimescaleDB и LLM через Model Context Protocol (MCP)
А что, если не писать сложные SQL-запросы, не выгружать логи в CSV и не строить графики в Python? Просто спрашиваете у AI-агента: «Покажи максимальн…
I Built Two AI Tools. The Second One Told Me How I Should Be Learning AI.
The Problem TeachSim taught me LangGraph because the bot had to actually work, with real conversations running through it. GitHub Digest taught me a…
PewDiePie: разбираю self-hosted AI-workspace, который собрал 47 тысяч звёзд за пару дней
PewDiePie последние полтора года ушёл из развлекательного контента в технику: домашний сервер, локальные LLM, self-hosting. Результат — репозиторий…
OpenCode review 2026: the open-source terminal coding agent that challenges Claude Code
This article was originally published on aicoderscope.com TL;DR : OpenCode is an MIT-licensed, provider-agnostic terminal coding agent with 167k Git…
One Tool That Cuts Token Costs 40-80% for Claude Code, Codex, opencode, and openclaw
The problem isn't your prompts If you're running Claude Code, Codex, opencode, or openclaw and the API bill keeps climbing, you've probably tried wr…
Agentic LLM Inference Parameters Reference for Qwen and Gemma
This page is a practical reference for agentic LLM inference tuning (temperature, top_p, top_k, penalties, and how they interact in multi-step and t…
Give Your AI Persistent Memory: OpenCode + MemPalace in 10 Minute
The Problem Every OpenCode session starts from scratch. Your AI doesn't remember past conversations, decisions, or solved problems. You repeat conte…