Tech & Tools

Ollama, LM Studio, and Jan aren't ranked by capability — they serve completely different audiences. Choosing the wrong tool is the real reason most people get stuck. This guide helps you pick the right one in 5 minutes.

A curated collection of community-verified OpenClaw use cases, from daily morning briefings to overnight app builds — organized by role so you can find your starting point.

Gemini 2.5 Flash's 1M context and split billing make it a top pick for side projects, but the free tier's privacy terms and silent truncation bug are production landmines. This guide covers three common misconceptions, Thinking Budget settings, cost breakdowns, and MCP integration.

App Store removals, billing explosions, and deleted production databases — the five biggest vibe coding landmines and how to avoid them.

Anthropic's Claude Code Channels lets you run coding tasks from Telegram or Discord. I set it up, tested the security model, and compared it with OpenClaw and NanoClaw — here's whether it's worth switching.

After months of using both Claude Code and Cursor in production, here's what each tool actually excels at — setup, advanced features (Skills, Hooks, MCP), real cost breakdown, and when to reach for which.

NVIDIA's NemoClaw adds enterprise security to OpenClaw. Post-GTC 2026 update covering OpenShell sandboxing, Nemotron 3 Super, privacy routing, and a practical decision framework.

OpenClaw's pluggable ContextEngine architecture solves long-conversation memory loss. This guide covers configuration, the 7 lifecycle hooks, lossless-claw plugin, and building custom plugins. Updated for v2026.4.x.

GitHub open source highlights for April 5–13, 2026: Hermes Agent gained 32K stars this week, surpassing 65K total; a persona distillation wave erupted with nuwa-skill, zhangxuefeng-skill, and more; nvim-treesitter's archival shook the Neovim community; MemPalace sparked benchmark controversy; and Google's edge AI push quietly accelerates.

Apr 1–8 GitHub trending highlights: Caveman hit 883 HN points with a Claude Code Skill that slashes token usage by 75%. Cloudflare launched EmDash as a WordPress successor. Google shipped TimesFM 2.5 and AI Edge in a single week. The AI memory war heats up with MemPalace claiming top benchmark scores.

The biggest GitHub trends from 3/25–4/1: Claude Code's full source leaked via npm source map — claw-code hit 50K stars in 2 hours, setting an all-time GitHub record. OpenAI launched an official Codex plugin for Claude Code. The AI toolchain coopetition era has officially begun.

Skills ecosystem explodes, Flash-MoE runs 397B on MacBook, everything-claude-code vs superpowers rivalry hits 100K+ stars each.

Manus Desktop, Claude Cowork, and OpenAI Operator each won different task types. File ops, web automation, research — see the task-type matrix to pick the right AI agent for your workflow.

MiniMax M2.7's SWE-bench 78% looks like it beats Claude, and its API costs 10x less. But the benchmark-to-production gap, Modified-MIT license restrictions, and 128GB Mac minimum are what developers actually need to know.

Qwen3 has replaced Llama as the default in open-source AI communities, but comprehensive guides for Chinese users remain scarce. This covers all six model versions, three free access paths, known Ollama bugs, and an honest Chinese output quality assessment.

The top earner on AgentMRR makes under $3,000/month. 95% of enterprise AI pilots show no ROI. A critical guide to AI agent monetization with real numbers and three proven paths forward.

04/06–04/13 Product Hunt trends worth watching: Brila tops the chart by generating websites from real reviews, three Claude products launch in one week, and AI Agent management tools emerge as a new category

AEO (Answer Engine Optimization) gets your content cited by AI search engines. Pages ranking #1 only have a 33% AI citation rate. Structured signals matter more than rank. This guide covers citation mechanics across three platforms, FAQ Schema implementation, and a 30-day starter roadmap.