A minimum set of math for reading AI, LLM, and image-generation articles — the aim isn't to derive anything, just to recognize weighted sums, S-curves, probabilities, and the 'nudge toward the answer' step of training.
Tested WAI-Anima v1 on Windows + RTX 4060 Laptop GPU (8GB VRAM). Headless execution via ComfyUI API hit a tqdm OSError on startup, but launching ComfyUI normally generates a single image in 55 seconds. Includes the workaround and timing notes.
Tested WAI-Anima v1, Anima preview3-base, and WAI-Illustrious v160 side by side on M1 Max 64GB ComfyUI with same seed/prompt. WAI-Anima inherits Anima's atmospheric lighting and natural running poses but still loses to WAI-Illustrious on tag control and character consistency. Includes i2i pipeline test (denoise 0.5), ~275s generation times, and how the Anima derivative ecosystem (WAI-Anima, CottonAnima, Kirazuri, RDBT) expanded in two months.
Running local models and still getting refusals? LLM safety stacks five layers: input filter, system prompt, RLHF, Constitutional AI, output filter. Where abliterated and uncensored variants cut, and which blocks survive on Gemini, Claude, and local LLMs.
Google DeepMind's AI writing tool Fabula was demoed at CHI 2026 by Piotr Mirowski. Co-designed with 42 professional writers using convergent iteration for story structure. But the timeline shows Fabula was first demoed in May 2025 and entered early access in September 2025 — still a research prototype with no general availability.
Bryan Cantrill's 'The Peril of Laziness Lost' argues that LLMs have zero cost to write code and no motivation to abstract. Humans must serve as the 'deletion engine' or systems will bloat endlessly.
I tested local Vision LLMs (Gemma 3, Qwen2.5-VL, Llama 3.2 Vision, Gemma 4) to see if they could look at character illustrations and pixel art and generate RPG-style stats in JSON format.
colleague.skill, yourself-skill, nuwa-skill and other 'human distillation' OSS tools are exploding in popularity, primarily in China. Seeing a tool that distills colleagues, I wondered 'what if I distilled myself?' and researched how.
UC Berkeley's RDI team demonstrated that major benchmarks including SWE-bench and WebArena can be manipulated to near-perfect scores without completing any tasks. They identified 7 vulnerability patterns and released BenchJack, an automated benchmark attack tool.
Four Japanese tech giants form a new company backed by mega-banks and Nippon Steel to build a trillion-parameter foundation model for physical AI, with roughly ¥3 trillion in combined public-private funding.
Based on the 2025 Maintainers Summit consensus, coding-assistants.rst was merged into the Linux kernel, establishing rules for AI-assisted contributions: no Signed-off-by for AI, Assisted-by tag attribution, and full human responsibility.
A research project reverse-engineered Google DeepMind's SynthID image watermark using FFT-based spectral analysis. The V3 bypass achieves 91% phase removal while maintaining SSIM 0.997. Is removing an invisible watermark copyright infringement? Analysis from DMCA, EU AI Act, and Japanese law perspectives.
