FreakyJolly: AI Tutorials, ComfyUI Workflows and Local AI Guides
LongCat-2.5 Open Weights: Meituan’s 1.6T MIT Model, Benchmarks, API Price and Hardware
Claude Sheets, Whiteboards and Meetings: What They Do, Plans and How to Use Them (2026)
ComfyUI API Guide: Run Workflows From Python (Prompt, WebSocket, Images)
LM Studio Not Loading Models? How to Fix “Failed to Load Model” and Search Errors
ComfyUI Inpainting Not Working? Every Cause and Fix (SD, SDXL and Flux Fill)
Seedream 5.5 Guide: 100-Round Editing, Transparent PNGs, Pricing and How to Use It (2026)
Claude Fable 5.2 and Mythos 5.2: Price, Benchmarks, Plan Access and How to Use Them (2026)
The world of AI. Explained.
A clearer view of artificial intelligence.
Hands-on guides for ComfyUI workflows, AI video, image editing and running models locally — tested, with every file path and setting written down.
- Lead story
LongCat-2.5 Open Weights: Meituan’s 1.6T MIT Model, Benchmarks, API Price and Hardware
Meituan released LongCat-2.5 weights under MIT on 9 Nov 2026: 1.6T MoE, ~48B active, vision and video. Specs, vendor benchmarks, $0.30/$1.20 API, Claude Code setup and self-hosting needs.
The reading list
Latest stories
Claude Plays EVE Online: Anthropic’s Project EVE Trading and Saboteur Results Explained
Anthropic’s Project EVE put Claude in EVE Online and EVE Frontier: Fable 5 grew trading capital 43% per window, fleets built their…
Ling-3.2-flash: Ant’s Free 560B Multimodal Model (Specs, Benchmarks, API, Claude Code)
Ling-3.2-flash from Ant Ling: 560B/25B native multimodal MoE with 1M context, free API for two weeks. Specs, vendor benchmarks vs Opus 5,…
Codex vs Claude Code (November 2026): Pricing, Limits and Benchmarks
OpenAI Codex vs Claude Code compared: plans, the October 29 Codex limit changes, models, CLI and cloud, AGENTS.md vs CLAUDE.md, benchmarks and…
Meta Muse Video Chat Guide: Talk to Your AI Avatar (and Turn It Off)
Meta Muse now does real-time voice and video chat with an AI avatar in the US. How to start a call, change…
Claude API Python Tutorial: From First Call to Production
A complete Claude API Python tutorial: keys, the anthropic SDK, messages, streaming, tool use, vision, PDFs, caching, message threads, batch and error…
NEAR Protocol AI Explained: User-Owned AI, Agents, Intents and the NEAR Token (2026)
What NEAR Protocol’s AI pivot really means: NEAR AI Cloud, IronClaw agents, chain abstraction, intents, token role, 2026 news and risks.
Grok API Python Tutorial: xAI SDK and Grok 4.7 (2026)
Grok API Python tutorial for Grok 4.7: console.x.ai key, xai-sdk and OpenAI base_url, streaming, function calling, vision, live search, caching and limits.
Google Vids Free AI Video Guide: Omni 1.2 Clips, Avatars and Export
Google Vids now makes free AI video with Omni 1.2 Flash. See the free limits, personal vs Workspace rules, and steps for…
Claude Projects Guide: Knowledge, RAG, Memory and Sharing
How Claude Projects work on claude.ai: create one, project knowledge limits, instructions, RAG, per-project memory, Team sharing, the new beta, and rivals.
How every guide is built
Copy the command. Drop the file. Run the graph.
Each ComfyUI guide follows the same shape, so you can skim straight to what you need.
- Step 1InstallNode packs and exact download commands.
- Step 2Files & pathsEvery model folder in one table.
- Step 3SettingsStarting values that work on consumer GPUs.
- Step 4TroubleshootKnown errors and the fix for each.
New models land fast. Get the working setup first.
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