Real-time 3D telemetry of ethicalabs/Echo-DSRN-114M-v0.1.2 processing "can you please order a pizza" through the Intent classifier LoRA adapter.
Each orange lattice is a DSRNBlock slow state manifold. The red sphere is live entropy. The right panel shows the surprise gate firing token by token as the model converges on [TAKEAWAY_ORDER].
I built this because I'm a visual learner and I wanted to see the surprise gate open and close on each token. I needed to see what was happening inside the network, not just trust that it was working.
Turns out it's also a decent way to explain the architecture to someone who's never heard of this.
NEW RELEASE: Esper 3.1 for the all-new Qwen 3.5 27b!
- Esper is our full-stack, full-cycle coding, DevOps, and architecture specialist! - Our newest, best DeepSeek technical datasets emphasize more challenging queries and tough real-world coding tasks across a variety of programming languages and development paradigms: - Titanium 3 for coding and reasoning in DevOps and architecture: sequelbox/Titanium3-DeepSeek-V3.1-Terminus - Tachibana 3 for high-difficulty code production in a variety of topics and programming languages: - sequelbox/Tachibana3-Part1-DeepSeek-V3.1-Terminus - sequelbox/Tachibana3-Part2-DeepSeek-V3.2 - Mitakihara for MLOps, AI building, use, expertise, and research: sequelbox/Mitakihara-DeepSeek-R1-0528
We're very excited to build on the new Qwen 3.5 - look for Shining Valiant, Guardpoint, and the rest of our crew coming soon!
We're also planning for new datasets with the upcoming Deepseek V4, including improved agentic and deep-thinking capabilities, and making use of Deepseek's architecture innovations!
See our Experimental Reasoning models and open-source datasets: @sequelbox
Help us keep working for open source AI with a donation - used directly for new models and datasets: sequelbox/SupportOpenSource
Fight for open source. It's an investment in your own future with AI. Closed-source providers will get more expensive, restrictive, and punitive in the long run if they win.