How TIV thinks about technology.
Technology is a layered system. From applications people use, through software infrastructure, compute, networks, optical systems, and the physical infrastructure that underpins everything. Each layer builds on the one below.
Technology layers.
TIV organizes technology into six layers. Each layer depends on the layers below it. This model guides how TIV builds and where it invests research.
TIV technology map.
How TIV's projects, infrastructure, and research connect. Select a node to explore related work.
Select a node to see its connections and related work.
Layer by layer.
Each layer, its current state, and what it contains.
Software Infrastructure
Shared software foundations — the libraries, tools, and systems that application-layer projects are built on. This layer enables reuse and consistency across projects.
Compute
Servers and computational infrastructure — the machines that run software systems. TIV researches efficient, self-managed compute architectures.
Network
Routing, switching, and network systems — the infrastructure that connects compute resources. TIV researches network architecture and protocols.
Optical Systems
Fiber optics and optical communication systems — the physical layer of network infrastructure. TIV researches optical transmission and experimental optical communications.
Physical Infrastructure
Hardware and physical infrastructure — the tangible systems that underpin all technology layers. This is where software meets the physical world.
M31 Systems & Architecture.
How TIV's agent systems, causal language models, and interactive tools relate across our computational hierarchy.
The M31 Engineering & Research Family
M31 encompasses autonomous developer systems, native causal language models, lightweight Python agent runtimes, and large-vocabulary pretraining checkpoints. Each project within the ecosystem maintains an independent lifecycle category, distinguishing stable operational software from experimental research checkpoints.
Relationships defined via explicit metadata, not nominal inference.
M31A
Rust-native autonomous software-engineering runtime
Single-crate, high-assurance Rust runtime with deterministic lifecycle control, 11-stage non-bypassable policy gates, evidence-based completion, and terminal cockpit.
M31Genesis
Native M31 causal language model for agentic coding research
Native M31 decoder-only transformer with 425M parameters, designed for software engineering, code synthesis, and agentic workflows.
M31Tesla
Standalone runtime and checkpoints for M31-Python-Agent-220M-v5
Custom 228.9M model with grouped-query attention and standalone Python runtime for code repair experiments.
M31Entropy
Large-vocabulary architecture exploration and pretraining checkpoints
Exploration of 128,000-token vocabulary representation density in a 314M parameter causal transformer.
M31 Q
Interactive demonstration Space for programmers on Hugging Face
Interactive demonstration Space hosted on Hugging Face allowing researchers and developers to test M31 capabilities directly in the browser.
Projects sharing the M31 prefix represent discrete engineering efforts with distinct lifecycle properties. M31A is an active stable release, whereas M31Genesis, M31Tesla, and M31Entropy are experimental research artifacts. Project names do not imply external entity affiliations (e.g. M31Tesla has no association with Tesla, Inc., nor does M31Entropy imply a thermodynamic architecture).
PUBLIC TECHNICAL FOOTPRINT
TIV develops and distributes sovereign technology across verified, authoritative public registries and platforms. We do not aggregate arbitrary personal activity; all resources shown here are officially associated with TIV and its engineering lineage.
GitHub
VERIFIED@eshanized · Source Code & Development Systems
Official code repositories, system implementations, and developer tooling developed under TIV and its founder.
- ›OpenMail
- ›Octate
- ›M31A
- ›MCP-SuperAssistant
npm Registry
VERIFIED@@tiverse · Package Distribution & CLI Binaries
Official npm packages and terminal-native developer CLI utilities published by TIV.
- ›@tiverse/octate
Hugging Face
VERIFIED@eshanized · AI / ML Models & Interactive Spaces
AI/ML research models, safetensors checkpoints, tokenizer definitions, and interactive Spaces associated with TIV.
- ›M31Genesis (425M Causal LM)
- ›M31Tesla (228.9M Python Agent Runtime)
- ›M31Entropy (314M Architecture Exploration)
- ›M31 Q // For programmers (Space)
Research & Publications
VERIFIED@TIV-RES · Academic & Technical Monographs
Whitepapers, research frameworks, technical monographs, and empirical specifications published openly.
- ›TIV Infrastructure Whitepaper v1.0
- ›Towards Autonomous Development Systems (TIV-RES-2026-001)
Official Specifications
VERIFIED@tonmoyinfrastructure.org · Architecture & System Standards
Authoritative system documentation, API schemas, design contracts, and operational guidelines.
- ›OpenMail Architecture
- ›Mercura VCS Spec
- ›M31 Platform Spec
Technical Footprint Governance & Classification
TIV maintains a strict boundary between official corporate/ecosystem work, founder exploratory projects, and external contributions. Hugging Face profile usernames or GitHub personal accounts are attributed transparently without conflating individual maintainership with corporate capitalization.
Official releases & core infrastructure
Ecosystem projects & community tooling
Exploratory research & personal tools
Upstream forks & standards compliance