Felix Hartmann

Faster token generation did not necessarily mean a faster bug fix in u/FeydRowan’s private C++/CUDA experiment. The 3-bit Qwen3.8-27B decoded at 153 tok/s versus 132 for NVFP4, yet needed 18 minutes per task instead of 13. Its score was similar; the extra work appeared in longer reasoning. The setup: nine real regressi

Open-source API client with local collections, readable request files, Git collaboration and a CLI for automated API tests.

Two-stage MOSS-Image-Base at a reported 6 megapixels: Ciclosporin’s 16-image gallery pairs a base pass with an 8-step DMD refinement. Portraits, a restaurant, welding and glassblowing scenes, architecture, infrared-style trees, a private jet and a surfer show the range. The creator calls it the current T2I state of the

Claude can sketch a logo, but getting to a usable mark still takes a designer’s process. A graphic designer has built a Claude Code skill that starts with research and concept development, then creates and checks the final SVG. They’re unsure whether Opus 5.5 changes this, but a plain request for a logo doesn’t reliabl

Pokémon Red makes the starter choice matter before the first gym. PokéBench gives every model a fresh save and the same prompt, then shows one screenshot per turn with the game state and on-screen text; there are no map hints or pathfinding help. Its public leaderboard reads milestones from the game’s RAM. Opus 5.5 wal

DeepSeek V4.1 Flash now has a public DSpark implementation for Apple Metal, with the ds4-v41-m3ultra branch targeting a 512 GB M3 Ultra. An included 91-minute agent turn shows 101,377 tokens decoded, 4.583 million tokens prefilled at a 99.5% cache-hit rate, 56 tool calls with no mistakes, and context growing from 3k to

An offline-first knowledge and education server with a browser-based Command Center, local AI chat, offline reference collections, maps, and installable tools.

Открытый медиаклиент для Android TV и ТВ-приставок с интерфейсом для большого экрана и настройками просмотра.

GreyNoise reports that a threat actor used hundreds of AI agents—an OpenAI Codex harness paired with a DeepSeek model—to exploit two PaperCut NG/MF vulnerabilities. The campaign compromised at least 440 instances across 395 organizations in 48 countries. GreyNoise observed a path from an empty workspace to remote code

A model can decide what to attempt. It cannot be the thing that decides whether its own attempt stayed inside the boundary. That boundary needs a separate mechanism, with a failure mode that does not depend on the same model being right.

Silence should only create a candidate boundary. A thinking pause and a finished turn can look identical to the microphone. The semantic gate is useful, but I would trust the pipeline only if speech arriving after a false decision can still cancel the queued model call - and any resulting action. Otherwise the system h

I nearly sent this boundary failure back into training as a missing lighting case. The raw frames said otherwise: reflection from the polished strip clipped the camera columns carrying the boundary. Calibration and depth geometry stayed stable. Locking a lower exposure brought the boundary back on the same route. More

Sawyer Merritt's post about SpaceXAI's Grok @Bot template sharing is interesting — he built a Home Robots template that controls multiple home robots from a single chat. I got to test something similar last month, and the demo is genuinely impressive. Chat as a coordination layer for several robots works. The caveat: t

The key distinction is student size: 9B versus 4B. My verdict: interesting candidates for supervisory, planning, or diagnostic roles, but not control-loop components by default. Local execution is only the starting condition. Measure latency, power, recovery, and safe fallback on the target device with degraded sensors