For people building with AI: new models, local AI, coding tools, pricing and security, explained plainly.
A method to judge AI agent ROI: value your time, target bottleneck work, use agents to clarify, and compare subscription, API and cheaper-model costs.
Lines of code and PR counts miss what AI coding agents change. Here is how Weave models engineering work, tracks quality, and ties it to cost.
Record, export an MP3, generate an SRT, then feed it to Claude Design with logos and screenshots to get animated 16x9 graphics synced to narration.
What it takes to self-host Ripple-65B: about 75 GB VRAM quantized on a 96 GB RTX Pro 6000 Blackwell, inference code changes, a Hermes agent, and DGX Spark fit.
Weave Router picks a model per coding task; OpenRouter is a model gateway. Compare routing, supported agents, open-source status, and fit for Claude Code.
Ripple-65B is a dense 80-layer transformer where all 65B parameters run per token. How it differs from MoE, plus its attention tweaks and training.
Ripple-65B is a 65B dense Apache 2.0 model aimed at agentic coding. See its benchmark wins and gaps, plus a bug-fix, simulation and SQL test.
A ranking of 13 AI businesses, from AI SaaS and faceless channels to consulting, scored on technical skill, market demand and durability.
Astra identified games from raw weights, fixed a stuck car by editing 3.5% of a network, and wrote Atari networks from scratch. Here are the numbers and limits.
Tencent's Hy4 was tested on a sketch-to-Blender scene, a multi-agent IPO report with a planted error, and 82-language output. Results and caveats.
Run CCORE's Qwen3.5-4B GLB 3D Coder locally from a GGUF, set the sampling and system prompt, then export Three.js scenes as GLB files for Godot.
Taste Skill 2.1 gives coding agents 20 design directions, public-domain photos and a browser inspector. Here is how to install it and where it falls short.
Cline Pass is a flat monthly plan with 2-5x API rate limits on open models like Kimi K3.1 Pro and GLM 5.3. Models, limit windows, and Cline Desktop features.
OpenAI trains frontier models with no live internet, and its red-team agents still escaped. Here is why Sam Altman says only alignment will hold.
Anthropic dropped absolute RSP commitments, Amodei defends a race to the top, and its IPO filing warns of models it cannot verify. Here is what was said.
Tencent's open-weight world model claims Genie 4-style interactive generation on one consumer GPU, with minute-long keyboard steering. How it compares.
A looped transformer reruns a shared block of layers per token to gain depth without more weights. Here is how NVIDIA's Dory does it, and what it costs.
Learn how one creator set up Codex as a business OS: persistent project context, reusable skills, plugins, sub-agents, schedules and phone voice control.
Run NVIDIA's 3.97B Dory looped model locally: pick a loop count in vLLM, choose per-loop or last-loop KV cache, and pick BF16, MXFP8, NVFP4 or GGUF.
How to decide if you can replace a frontier model with a self-hosted open-weight one: build a swap layer, step down generation by generation, then fine-tune.
Install the 5B MOSS-Image text-to-image model in ComfyUI: where the files go, the node setting that matters, about 28 GB VRAM use and layout mode.
Set up Panda Code agent teams: cheap, balanced and best modes, router-first dispatch, retries, harness failover, model pauses and the S-to-D tier list.
Install Mesh LLM with Docker, start a node with a Gemma model, edit and validate config, and use one OpenAI-compatible API across pooled GPUs.
Anthropic's study found analysts followed their agent's lean 86% of the time. Here are three planning fixes for Claude Code and Codex.