Personal assistant powered by EmpoorioLM. Local on-device processing with mini/small preset. No data collection.
- params in local model
- 25M
params in local model
The first open weights language model of the Empoorio ecosystem. Hybrid Transformer+SSM, on-chain verifiable via zkML and designed to run from mobile to cluster.
TECHNICAL SPECIFICATIONS
Architecture, benchmarks and integration guide for EmpoorioLM.
EmpoorioLM combines hybrid Transformer+SSM architecture with paged attention, multi-token prediction and SimPO alignment. It is the only language model whose inferences can be cryptographically verified on-chain via pallet-zk-verifier — no central custodian, no black box.
Personal assistant powered by EmpoorioLM. Local on-device processing with mini/small preset. No data collection.
Integrated AI Marketplace in Eoonia lets you hire EmpoorioLM inferences for TextGen, CodeGen and DataAnalysis directly from the wallet.
On-chain governance assisted by EmpoorioLM. The model analyzes proposals, generates summaries and detects conflicts of interest automatically.
Operating system with integrated AI. EmpoorioLM acts as system assistant — digital identity management, credentials and on-chain keys in natural language.
Hybrid Transformer+SSM Architecture
Mamba blocks (Selective SSM S6) interleaved with standard attention. Paged Attention with KVBlockTable and Copy-on-Write. Multi-Token Prediction for 1.8–2.4× faster decoding. FP8 training with half the VRAM of bfloat16.
Pre-training → SFT → SimPO Pipeline
Pre-training on multilingual corpus (Don Quixote + seed + instructions). SFT from checkpoint. SimPO alignment without external reward model — 34+ annotated pairs. Distributed training via FSDP2 + Tensor Parallelism. Automatic loss spike detector.
Verifiable Inference via zkML
Server compatible with /v1/completions (OpenAI API). Mini (4.3M, ~9 MB RAM) and small (25.4M, ~52 MB RAM) presets for edge and production. Inferences cryptographically verifiable on-chain via EmpoorioChain pallet-zk-verifier.
Empoorio ecosystem tools and products that integrate EmpoorioLM as their AI engine.
Ailoos AI
Personal assistant with EmpoorioLM as engine. Full privacy — local on-device processing.
AI Subnets
Miners running EmpoorioLM earn DMS via Yuma Consensus on-chain.
Agent Registry
Publish and discover agents on-chain. Automatic DMS payments per invocation.
Skills / SKILL.md
Define agent capabilities in an open standard format. Composable between agents.
Technical Specs
Full architecture, training guide and EmpoorioLM API reference.
