For people building with AI: new models, local AI, coding tools, pricing and security, explained plainly.
AREX-2 scores 81.8 on MLE-Bench Lite and 70.7 on FrontierCS. See the 5-hour curve and how much of the gain comes from skills versus training.
AREX-2 is BAAI's 27B open-weights model trained to try, check and revise for hours. See its MLE-Bench Light scores and what it means for harnesses.
Devin vs Claude Code, Codex, Cursor and other coding agents: how much each does unattended, where it runs, how you review work, and what fits which job.
Yes, Simulon is on Google Play. Here's how to find the Android app, what the listing says about pricing and credits, and what to check before installing.
Usually yes. A new session stops the old chat history from being resent with every request. Here is the token math, when it backfires, and how to check.
Herdr is a terminal runtime for coding agents; Panda Code is a desktop app with diffs and teams. Compare remote work, status, persistence and updates.
Six habits that stretch your Claude Code plan: handoff files, trimmed context, steady model and effort settings, /usage checks, and sub-agent cache TTL.
Inkling 2 Small is available only through the Thinking Machines console with paid API credits. Here is what access looks like and what the $426 run shows.
MiniCPM-OCR leads four of six benchmarks against 15 open OCR models and runs fast, but charts, reading order and footers still trip it up.
How to run OpenBMB's MiniCPM-OCR 1.0 locally with vLLM, what VRAM it needs, and how it handled formulas, charts, newsprint, invoices and Chinese contracts.
Herdr 0.9.5 adds multi-machine SSH, the --machine flag, per-client UI, safer updates, session persistence and agent self-reporting. Here is what to know.
How a coding agent like Codex or Claude Code can drive an Olares One: what the setup involves, example prompts for STL files and ComfyUI, and what to verify.
A 4-bit Qwen 3.8 27B on a 24GB Olares One drove OpenCode to design firmware and OpenSCAD enclosures for an ESP32 GPS speedometer. Here is what held up.
Inkling 2 Small is a 594B-parameter, 17B-active multimodal MoE. Hands-on tests in HTML, multilingual output, circuits and vision, plus benchmark standing.
Run local AI on a weak Linux machine with 4GB RAM and no GPU: the RAM budget, model sizes that fit, Ollama setup, and realistic CPU-only speeds.
Run StarCoder2 15B locally with Ollama or llama.cpp. Install commands, approximate quantized sizes, and the VRAM or unified memory each setup needs.
Set up Tencent's DSpine draft model with Qwen3.8-27B on SGLang: install steps, serve flags, block size 16, H100 memory use and the A100 problem.
DSpine vs DFlash2 on Qwen3.8-27B: acceptance length, agent throughput, and a hands-on H100 test that hit about 156 tokens/s versus 33.
Local votes blocked data centers while AI use climbs. Here is how that hits neo clouds, big tech, offshore siting, overbuild risk and orbital compute.
Nvidia MotionBricks generates game character and Unitree G1 robot motion from a destination and style, trained on about 700 hours of mocap, code released.
DSpine is Tencent's roughly 2B draft model for Qwen3.8-27B. See how it speeds up speculative decoding and how it differs from DFlash2 and Eagle 3.
Realbotix Echo robots start just under $12,000 for a tabletop unit and run about $60,000 full size, plus $20 a month. Only 250 ship in 2H 2027.
Gemini Omni 1.2 Flash costs about 7 cents per second at 720p. See what a 3 to 15 second clip costs and how draft-then-upscale to 1080p or 4K works.
Billion Context cut costs 58% on Context Bench and survived a 1.48M-token test, but needle recall fell from 69% to 27%. Here is what the numbers mean.