Claude Skills is context engineering, not just a feature.
The problem: Claude's default window is ~200K tokens . You can't dump all your docs/standards/workflows into prompts without degradation.
Skills uses progressive disclosure - 3 tiers
@ValerioCapraro@ValerioCapraro Interesting one. Gemini 3.1 Pro gets it wrong at first, but then with the tip it got it. Interestingly, Fable failed even after the tip.
@MParakhin@MParakhin I'm really surprised they haven't done this by now. PR reviews are such a pain right now, and I think a Pro/ Deep Think model would help to solve it.
@mweinbach Yeah, its a great ux. Our bet though is multimodal logging, voice-first since it's the lowest-friction way to capture detail, with strong memory handling that personalizes the app over time.
If the claude Mythos rumors are true,that it uses a recurrent-depth/looped transformer with a shared block iterated for latent reasoning,Sakana DiffusionBlocks is directly relevant: it reframes those iterations as diffusion denoising steps, enabling single-pass training instead of K-step BPTT.
For over a decade, weโve accepted that end-to-end backprop is the only way to train deep networks. But holding the entire network in memory all at once is why AI training is hitting a resource wall.
We found a new way to break the network into blocks and train them independently. The trick? Treating the networkโs forward pass like a diffusion model denoising a signal.
This reinterpretation slashes the memory needed to train deep models. In our #ICLR2026 paper (https://t.co/PK5h0mqQSo), we matched end-to-end performance across ViTs, DiTs, and LLMs. We did this while training just one isolated block at a time.
@rauchg@rauchg I still remember our conversation in Amsterdam in 2022, right before the ChatGPT moment. You said a lot of legacy SaaS wouldn't survive long term and pointed to Salesforce as a prime example: clunky UI, slow, bloated. Now with AI, we're hopefully getting there.
Iran's Internet shutdown is now in its third day. Traffic volumes remain extremely low.
Follow the latest status at https://t.co/uMVu3O3zue
#IranProtests2026#IranDigitalBlackout
@raizamrtn Exactly,There are many frontend issues; streaming, for instance, is buggy and triggers multiple re-renders. It makes me wonder if anyone is actually QAing this or gathering feedback.
Claude Skills is context engineering, not just a feature.
The problem: Claude's default window is ~200K tokens . You can't dump all your docs/standards/workflows into prompts without degradation.
Skills uses progressive disclosure - 3 tiers
Limitations: You're trusting Claude's judgment on which skills to load. Skills can execute code, so audit thoroughly.
The pattern - agents with filesystem access managing their own context through selective loading - is where agentic architectures are heading.