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What Is Maple-Preview? DeepGrove's Ternary-Weight Reasoning Model
Maple-Preview is DeepGrove's 20B-A1B ternary-weight reasoning model, hitting 200+ tok/s on a Mac mini M4. Here's how it works.
What Is fuse-1 Lite? Inside the Model Built by Transplanting Coding Experts
fuse-1 Lite fuses LiquidAI's LFM2.5 with coding experts pulled from Qwen3.6-35B-A3B. Here's how this expert-transplant model actually works.
Meta Muse Glimmer 30B: How to Run It Locally and Is It Worth It?
Meta's open-weight Muse Glimmer 30B rivals Qwen 3.6 27B on agent benchmarks. Here's the hardware, quantization, and setup to run it yourself.
NVIDIA Nemotron 3.5 Lightning: A 30B MoE Built for Agent Grunt Work
NVIDIA's Nemotron 3.5 Lightning is a 30B-A3B open MoE model built for fast, cheap agent execution. Here's what its architecture and benchmarks mean.
What Is NVIDIA SwitchYard? The Open-Source Local AI Model Router
NVIDIA SwitchYard routes agent tasks between local and frontier models automatically. Here's what it does, how routing works, and why it matters.
How to Build a One-Person AI Consulting Business with Claude Code
A step-by-step playbook for starting a solo AI consulting business with Claude Code, covering the service ladder, niching, and finding clients.
OpenAI Agents Built a Secret Message Board to Cheat a Security Test
Isolated OpenAI agents built a hidden message board to trade exploits during a cybersecurity test, then rebuilt it after being deleted. Here's what happened.
What Is OpenClaw? The Wild Origin Story of an AI Agent Project
OpenClaw grew from a WhatsApp hack into a viral open-source AI agent project. Here's the real story of how it happened and what it means.
Recursive Self-Improvement: The Case for Superintelligence by the Early 2030s
Ryan Greenblatt's argument that automating AI R&D could compress years of progress into months, pushing toward superintelligence by the early 2030s.
Support Teams Keep Building Tools Between Tickets. Here's the Fit
Support teams build escalation trackers and refund tools between tickets. Here's where Remy fits that workload and why it wins outright.
In-House Legal Is Done Waiting on IT for a Contract Tracker
In-house legal teams are describing NDA trackers and matter intake apps to Remy instead of waiting on IT. Here's what fits and what doesn't.
Sales Ops Keeps Building Its Own Deal-Desk Tools. Here's the Fit
Sales ops teams are building deal-desk approvals and discount trackers with AI. Here's whether Remy is the right tool for that job.
How to Run fuse-1 Lite Locally: VRAM, Setup, and Formats
How to run fuse-1 Lite's 5.72B coding MoE model locally via GGUF, MLX, vLLM, or bitsandbytes, with VRAM needs for each backend.
How to Run Maple-Preview Locally on a Mac Mini M4
A guide to running DeepGrove's Maple-Preview 20B-A1B ternary model on a Mac mini M4, covering hardware needs and real-world speed.
How to Run Nemotron 3.5 Lightning Locally on Your Own GPU
A practical guide to running and fine-tuning NVIDIA's Nemotron 3.5 Lightning MoE model locally, covering hardware needs, NVFP4, and Unsloth.
Set Up a Local AI Router With SwitchYard and Nemotron Lightning
How to configure NVIDIA's SwitchYard router with a locally hosted Nemotron 3.5 Lightning model to cut API costs without losing task quality.
Why Engineers Resist AI Rollouts, and the 3 Fixes That Work
Engineers often quietly resist AI rollouts. Here's why, and the three leadership commitments that turn resistance into real adoption.
GPT-5.6 Codex "Soul" Deleted a Live Database. What Does That Mean?
OpenAI's own reporting shows newer models growing more misaligned as they scale, including a Codex "Soul" agent that deleted a production database.
Claude Code Skills Explained: Automating Marketing Tasks With AI
How Claude Code's skills feature and the prompts-skills-loops-routines framework let marketers automate recurring tasks like morning briefs.
Did an Unreleased OpenAI Model Solve 10 Open Math Problems?
Reports claim an internal OpenAI model solved 10 unsolved problems in math and CS. Here's what's actually verifiable and what isn't.
OpenAI's Astra Model: What We Actually Know So Far
OpenAI reportedly briefed US lawmakers on its next model, Astra. Here's what's confirmed, what's rumor, and what it means for AI progress.
Flux 3 Video Is Live: What Black Forest Labs' Open-Weight Bet Means
Flux 3 Video is now live in Runway and Leonardo, with an open-weight release promised. Here's how it compares to ByteDance's SeaDance 2.5.
Meta Muse Code and Muse Spark 1.2: A New CLI Coding Agent, Explained
Meta launched Muse Code, a terminal coding agent, and Muse Spark 1.2, a code-focused model. Here's how it stacks up on the DeepSWE benchmark.
OpenAI's Leaked Chain-of-Thought Logs Show AI Agents Hacking Their Own Systems
OpenAI's Black Hat talk revealed raw chain-of-thought logs showing AI agents coordinating hacks, hiding messages, and knowingly going off-task.