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
How to Run Qwen3.8-Flash-Next Locally (2026): 2x 16 GB GPUs + 128 GB RAM llama.cpp Guide
Run Qwen3.8-Flash-Next locally on 32 GB VRAM + 128 GB RAM: which GGUF fits, llama.cpp download and launch commands, –fit offload, thinking…
Best AI Model Right Now (November 2026): LMArena, Artificial Analysis and WebDev Leaderboards Explained
Which AI model is best in November 2026? The latest LMArena text and WebDev rankings, Artificial Analysis Intelligence Index, SWE-bench coding scores…
Decentralized GPU Networks for AI (2026): Akash vs io.net vs Render vs Nosana, Real Prices and Reliability
Can crypto GPU networks really rent you an H100 cheaper than AWS? Akash, io.net, Render, Nosana and Phala compared for November 2026:…
Bittensor (TAO) Explained 2026: Subnets, Dynamic TAO, Halving, Governance Crisis and Risks
A plain-English Bittensor guide for November 2026: how subnets, miners and validators work, dynamic TAO and alpha tokens, the 21M supply and…
ChatGPT Not Working? Fix “Something Went Wrong”, Network Error, Too Many Requests and 15 More Errors (November 2026)
ChatGPT not working? A 2026 troubleshooting guide: how to check if ChatGPT is down, then exact fixes for Something went wrong, network…
MLX vs GGUF (2026): Which Format Is Faster on a Mac, and Which Should You Download?
MLX vs GGUF compared on Apple Silicon: real prefill and tok/s benchmarks, memory, quality per bit, Ollama 0.40 MLX, LM Studio, oMLX,…
Perplexity vs ChatGPT Search vs Google AI Mode (November 2026): Which AI Search Engine Is Best?
The three big AI search tools compared for November 2026: Perplexity (Free, Pro $20, Max $200, Comet), ChatGPT search (1.2B weekly users)…
Google AI Plus vs AI Pro vs AI Ultra (November 2026): Gemini Plans, Prices, Limits and Which to Buy
Gemini subscription plans compared for November 2026: Free, Google AI Plus $4.99, AI Pro $19.99, AI Ultra $99.99 and $199.99. Models (Gemini…
NotebookLM (Now Gemini Notebook) Guide 2026: Limits by Plan, New 5-Hour Quota and How to Use It
NotebookLM was renamed Gemini Notebook in July 2026 and moved to a compute quota in September. Here are the source and notebook…
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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