TTIV
OPEN SOURCEPublic Technical Footprint

OPEN TECHNICAL WORK

TIV develops software, sovereign AI models, interactive Spaces, research frameworks, and developer tools in the open. We believe critical infrastructure should be inspectable, auditable, and ownable without confusing different artifact lifecycles.

ECOSYSTEM
GitHub + Hugging Face
STATUS AUDIT
Explicit Lifecycles
METRICS
Authoritative / Verified
GOVERNANCE
TIV vs Founder Distinctions

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.

Supported Resources
RepositoriesSource CodeIssue TrackingReleases
Key Public Artifacts
  • ›OpenMail
  • ›Octate
  • ›M31A
  • ›MCP-SuperAssistant
View Official GitHub Profile

npm Registry

VERIFIED

@@tiverse · Package Distribution & CLI Binaries

Official npm packages and terminal-native developer CLI utilities published by TIV.

Supported Resources
PackagesCLI BinariesRelease Tarballs
Key Public Artifacts
  • ›@tiverse/octate
View Official npm Registry Profile

Hugging Face

VERIFIED

@eshanized · AI / ML Models & Interactive Spaces

AI/ML research models, safetensors checkpoints, tokenizer definitions, and interactive Spaces associated with TIV.

Supported Resources
ModelsSpacesCheckpointsDatasetsCollections
Key Public Artifacts
  • ›M31Genesis (425M Causal LM)
  • ›M31Tesla (228.9M Python Agent Runtime)
  • ›M31Entropy (314M Architecture Exploration)
  • ›M31 Q // For programmers (Space)
View Official Hugging Face Profile

Research & Publications

VERIFIED

@TIV-RES · Academic & Technical Monographs

Whitepapers, research frameworks, technical monographs, and empirical specifications published openly.

Supported Resources
PublicationsWhitepapersFrameworksEmpirical Studies
Key Public Artifacts
  • ›TIV Infrastructure Whitepaper v1.0
  • ›Towards Autonomous Development Systems (TIV-RES-2026-001)
Explore Research & Publications

Official Specifications

VERIFIED

@tonmoyinfrastructure.org · Architecture & System Standards

Authoritative system documentation, API schemas, design contracts, and operational guidelines.

Supported Resources
DocumentationArchitecture SpecsAPI Reference
Key Public Artifacts
  • ›OpenMail Architecture
  • ›Mercura VCS Spec
  • ›M31 Platform Spec
Explore Official Specifications

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.

TIV

Official releases & core infrastructure

TIVERSE

Ecosystem projects & community tooling

FOUNDER

Exploratory research & personal tools

EXTERNAL

Upstream forks & standards compliance

Authoritative & Verified Metadata Policy

Repository and model statistics (stars, downloads, active runtimes) are kept strictly factual based on verified public records, avoiding speculative live polling that might yield stale or non-deterministic output. Public technical artifacts are classified by their actual type—distinguishing applications, software platforms, AI models, and interactive Spaces.

Discover TIV public work.

Filter by artifact type across software repositories, AI models, hosted demonstration Spaces, libraries, and developer tools.

Showing 11 of 11 technical artifacts
Application
Stable Release

OpenMail

Self-hosted email and communication infrastructure platform.

Platform
github
Ownership
ORG:TIV
Language / Runtime
Go
License
AGPL-3.0
Tag / Release
v1.0.0
#Email#SMTP#IMAP#Go
Authoritative SourceProject Page
Software Platform
Stable Release

Mercura

Self-hosted code hosting built around Mercurial.

Platform
documentation
Ownership
ORG:TIV
Language / Runtime
Go
License
AGPL-3.0
Tag / Release
v1.0.0
#Mercurial#VCS#Go
Explore Specification
Software System
Stable Release

M31A

Rust-native autonomous software-engineering runtime with non-bypassable policy gates and verifiable execution.

Platform
github
Ownership
ORG:TIV
Language / Runtime
Rust
License
MIT OR Apache-2.0
Tag / Release
v0.1.1
#Autonomous Agent#Runtime#Terminal Cockpit#Rust#Security
Authoritative Source
Tool
Stable Release

Octate

Terminal-native AI code review CLI. Deterministic repository intelligence meets LLM reasoning.

Platform
github
Ownership
ORG:TIV
Language / Runtime
TypeScript / Node.js
License
MIT
Tag / Release
v1.0.0
#AI Code Review#CLI#Tree-sitter#SARIF#Terminal UI
Authoritative SourceProject Page
AI Model
Experimental

M31Genesis

M31-Genesis-AgenticCode-v1 — native M31 causal language model for agentic coding research.

PARAMETER CLASS425M-class

Native M31 decoder-only transformer (24 layers, 1024 hidden, 16/8 heads, RoPE)

Platform
huggingface
Ownership
ORG:TIV
Language / Runtime
Python / PyTorch
License
MIT
Tag / Release
AgenticCode-v1
#Causal LM#Transformer#Agentic Coding#Hugging Face
Authoritative SourceProject Page
Space / Demo
Preview

M31 Q // For programmers

Interactive Hugging Face Space runtime for developer queries and code repair testing.

Platform
huggingface
Ownership
ORG:TIV
Language / Runtime
Gradio / Python
License
MIT
Tag / Release
Live Demo
#Hugging Face Spaces#Web Demo#Programmer Tools
Authoritative SourceProject Page
AI Model
Experimental

M31Tesla

Standalone runtime and checkpoints for M31-Python-Agent-220M-v5.

PARAMETER CLASS228.9M

20 layers, 896 hidden, 14 query / 7 KV heads, GQA, RoPE

Platform
huggingface
Ownership
ORG:TIV
Language / Runtime
Python
License
MIT
Tag / Release
v5-Runtime
#Python Agent#Code Repair#Grouped-Query Attention
Authoritative SourceProject Page
AI Model
Experimental

M31Entropy

M31 architecture exploration and pretraining checkpoints (314M parameters).

PARAMETER CLASS314M

20 layers, 896 hidden, 128k vocabulary, 14 query / 7 KV heads

Platform
huggingface
Ownership
ORG:TIV
Language / Runtime
Python
License
MIT
Tag / Release
Step-00000500
#Architecture Experiment#Large Vocab#Pretraining
Authoritative SourceProject Page
Tool
Development

MCP-SuperAssistant

Brings Model Context Protocol (MCP) to LLM chat interfaces.

Platform
github
Ownership
ORG:TIV
Language / Runtime
TypeScript
License
MIT
Tag / Release
v0.1.0
#MCP#Model Context Protocol#Tooling
Authoritative SourceProject Page
Library
Research

SLMGen

Fine-tune small language models with dataset intelligence and Colab runtimes.

Platform
github
Ownership
ORG:Founder
Language / Runtime
Python
License
MIT
#SLM#Fine-Tuning#Colab
Authoritative Source
Software Platform
Development

Runstead

Modern operating system for hosting businesses: client CRM, automated billing, DNS, and white-label storefronts.

Platform
github
Ownership
ORG:TIV
Language / Runtime
TypeScript
License
Commercial Venture / Proprietary
Tag / Release
v0.2.0-dev
#Hosting OS#SaaS#Billing#cPanel#DNS#Prisma RLS
Authoritative SourceProject Page