SPIN Unprocessed October 25, 2026 ai_technology community
memt-1.0 architecture breakdown gated deltanet-2, mixture-of-storage, and 66x smaller storage footprint for agent memory [D]
View original on reddit.comOverview
been digesting the details behind memt-1.0's memory-native architecture recently, and the engineering tradeoffs between full context kv caching and internalized parametric memory are pretty wild. instead of using append-only prompt stacking or external rag pipelines, memt-1.0 bakes memory directly into the model computation layer using gated deltanet-2 with a stable token-level memory update mechanism within each turn, combined with a mixture-of-storage (mos) layer to scale capacity. a few q
SpinGraph analysis pending — check back after processing.
Ask AI about this story
Opens with the SpinGraph .md URL and structured context — one click, prompt included.
More from Reddit r/MachineLearning
View all →- Deepity: a hand-tuned C++/CUDA predictive coding library, beats jpc (JAX) and ngc-learn on MNIST (CPU benchmarks + source inside) [P]
- Practical notes on setting up a GPU kernel-dev environment: CUDA 13's GPU cutoff, async timing pitfalls, profiler counter permissions [P]
- What is the value proposition of "RL environment" companies? [D]
- Papers with Code is now open-source [P]
- How to do method research when I feel I have no guidance on doing it? [D]
- Stenosis detection in coronary angiograms, need recall over precision [D]
Markdown (.md) · JSON-LD schema (.json) · Machine-readable for AI & GEO