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TechFusion Automata/Future Divisions & Projects
Open Source & Research Portfolio

Standout Public Projects & Why They Matter

A strong intersection of autonomous agent engineering, quantitative market microstructure, and agentic developer tooling. Below is a detailed breakdown of our key open-source repositories and experimental architectures.

01Autonomous Agents & LLMs
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Simulacra UAT

Autonomous User Simulation & Qualitative UX Testing Platform

Tech Stack
PythonPlaywrightLLM Agentic LoopsSynthetic Persona Modeling

What It Does

Instead of relying on brittle, selector-based end-to-end assertions (e.g., standard Cypress or Selenium scripts), Simulacra deploys a fleet of autonomous, persona-driven browser agents (such as SMB Owners, Enterprise Buyers, Software Engineers, and Low-Tech Consumers). These agents explore applications organically, exhibit human-like cognitive biases and hesitations, detect confusing UX patterns or dead-end flows, and rage-click misleading elements.

Why It’s Valuable for Developers & AI Practitioners

For Developers

Uncovers real-world drop-offs, accessibility traps, and onboarding friction before human users hit production, generating automated System Usability Scale (SUS) metrics and Customer Effort Scores (CES).

For AI Researchers

Serves as a reference implementation for grounding LLMs in dynamic web environments with multi-step reasoning, perception feedback loops, and memory.

Status: Active Open-Source ArchitectureNavigate to project landing page
02Quantitative & Prediction Markets
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Dubstrata 5-Minute BTC Harness

5-Minute Prediction Market Research & Algorithmic Execution Engine

Tech Stack
PythonuvPolymarket CLOB & Kalshi APIsParquet IndexingWebSockets

What It Does

An institutional-grade research and live execution harness for trading binary prediction markets (specifically 5-minute Bitcoin Up/Down contracts on Polymarket). Implements a Three-Stage Positioning Framework supporting both continuous simulated paper-trading and live CLOB execution.

Why It’s Valuable for Developers & AI Practitioners

For Quants & AI Practitioners

Prediction markets have rapidly become one of the most volatile and information-dense frontiers in financial ML. This repository provides a complete pipeline for orderbook microstructure analysis, alpha decomposition, calibration, and forecast evaluation without lookahead bias.

For Engineers

Demonstrates high-throughput WebSocket ingestion, real-time state machine design, and deterministic trade execution against decentralized orderbooks.

Status: Active Open-Source ArchitectureNavigate to project landing page
03Autonomous Agents & LLMs
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Agentic Operating System (AOS)

Next-Generation Inference Kernel & Semantic OS Architecture

Tech Stack
PythonFastAPIGemma / Local LLMsVector DatabasesGenerative UI

What It Does

Rethinks the foundational compute paradigm by shifting from the traditional Kernel → Application → User hierarchy to an Inference Kernel → Tool Interface → Agentic Intent model. Includes an inference daemon managing context token budgeting, a shell agent translating intent to system APIs, a Semantic File System (semantic_fs), and streaming generative UI.

Why It’s Valuable for Developers & AI Practitioners

For AI Engineers

Addresses one of the biggest frontiers in software engineering: operating system-level agent orchestration. The semantic_fs replaces rigid directory trees with vector-indexed retrieval, providing an architectural blueprint for agent-native operating environments.

Status: Active Open-Source ArchitectureNavigate to project landing page
04Autonomous Agents & LLMs
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Strata

Geopolitical Situation Monitor & Autonomous Multi-Agent Investigation Hub

Tech Stack
PythonFastAPIDubstrata MCP 1.3.0Causal Knowledge GraphsMulti-Agent SOPsLive Telemetry

What It Does

A macro risk intelligence workstation and multi-agent cockpit compliant with the Dubstrata MCP Standard 1.3.0. Screens international geopolitical cascades and financial contagion streams, detects systemic anomalies, traverses causal knowledge graphs, and autonomously orchestrates 5 specialized subagents bounded by strict Standard Operating Procedures (SOPs) with cryptographic audit logging.

Why It’s Valuable for Developers & AI Practitioners

For AI Engineers & Quants

Provides a reference implementation for deterministic multi-agent orchestration via MCP 1.3.0. Rather than unconstrained LLM loops, agents query causal graphs, debate across structured operational roles, and enforce verifiable compliance gates.

For Systems Developers

Features an interactive glassmorphic cockpit with Server-Sent Events (SSE) telemetry, real-time graph visualization, and Diátaxis-compliant technical documentation.

Status: Active Open-Source ArchitectureNavigate to project landing page
05Developer Tooling & Infrastructure
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Aura Partner Research

Autonomous B2B & Developer Intelligence Engine

Tech Stack
ReactViteFastAPIGoogle Gemini APIIMAP/SMTP Protocols

What It Does

An autonomous discovery and lead intelligence pipeline tailored for developer ecosystems. Dynamically crawls GitHub niches, rotates search heuristics with Gemini, parses technical profiles and star graphs, refines Ideal Customer Profiles (ICPs), and writes hyper-personalized multi-channel drafts directly into email inboxes (Gmail, Outlook, Yahoo) and social formats (LinkedIn, X).

Why It’s Valuable for Developers & AI Practitioners

For Builders

Combines LLM-driven web crawling, prompt expansion, and native protocol integrations (IMAP/SMTP draft generation) into a unified, privacy-first local server architecture.

Status: Active Open-Source ArchitectureNavigate to project landing page
06Quantitative & Prediction Markets
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Meta-Marker

Dynamic Regime Classifier & Market Intelligence Engine (MIE)

Tech Stack
PythonFastAPIMetaTrader 5 (MT5) APISQLiteCandlestick Charting UI

What It Does

Solves the classic flaw of static technical indicators by dynamically scoring, backtesting, and re-weighting indicators (EMAs, RSI, MACD, Stochastic, Break-of-Structure) based on how well they perform in specific real-time market regimes (e.g., Strong Trend, Tight Range, Expanding Volatility).

Why It’s Valuable for Developers & AI Practitioners

For Quants & ML Engineers

Replaces naive lagging indicators with adaptive regime-conditional scoring. Connects directly to desktop MetaTrader 5 via IPC sync loops to produce a live confidence score matrix.

Status: Active Open-Source ArchitectureNavigate to project landing page
07Developer Tooling & Infrastructure
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Cold Outbound Skills

Modular Claude Code Agentic Skills Suite

Tech Stack
Claude Code SkillsYAMLAPI Tooling (Prospeo, Google Maps)

What It Does

An open-source library of 29 modular Claude Code skills organized across 5 operational tracks: Strategy & ICP Intake, Infrastructure Provisioning, List Building, Stepwise Copywriting, and Deliverability Incident Response.

Why It’s Valuable for Developers & AI Practitioners

For Agent Developers

Serves as a masterclass in modern agentic skill authoring for Claude Code. Demonstrates how to write deterministic YAML contracts, chain multi-step workflows, and build tool calling interfaces for local agent runtimes.

Status: Active Open-Source ArchitectureNavigate to project landing page
08Quantitative & Prediction Markets
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PolyData v2

HyperSync On-Chain Polymarket Data Pipeline

Tech Stack
PythonEnvio HyperSyncPolygon CTF Exchange V2 ContractsCLOB API

What It Does

A high-speed indexing pipeline that streams order events and trade settlements directly from the Polygon CTF Exchange V2 contract across millions of blocks with zero RPC throttling, bypassing deprecated subgraphs.

Why It’s Valuable for Developers & AI Practitioners

For Data Engineers & Researchers

Provides unconstrained access to historical on-chain orderbook event logs and trade records for backtesting and predictive modeling.

Status: Active Open-Source ArchitectureNavigate to project landing page
09Developer Tooling & Infrastructure
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Media Magic (Mina Media Engine)

Autonomous Media Studio & Deterministic Video Generation Pipeline

Tech Stack
PythonFFmpegFastAPIAsync QueuesInteractive Switchboard

What It Does

A low-latency, deterministic media operating system designed for instant AI video editing, subtitle generation, interactive presentations, and automated broadcasting pipelines with an interactive switchboard.

Why It’s Valuable for Developers & AI Practitioners

For Content Developers

Eliminates manual timeline scrubbing by providing programmable cuts, automated silence removal, multi-modal asset synthesis, and instant export.

For AI Engineers

Bridges generative LLM reasoning with real-time media manipulation pipelines via declarative execution schemas.

Status: Active Open-Source ArchitectureNavigate to project landing page
10Developer Tooling & Infrastructure
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ProposalFlow

Autonomous Upwork Proposal & Teleprompter Studio

Tech Stack
TypeScriptReactLLM ExtractionDiátaxis EngineLucide

What It Does

An autonomous pitch generation and teleprompter environment for client acquisition. Parses job postings, extracts key technical requirements and client pain points, and synthesizes structured, high-conversion proposals with synchronised teleprompter pacing.

Why It’s Valuable for Developers & AI Practitioners

For Agency Builders

Compresses outbound response times from hours to seconds while adhering to rigorous Diátaxis framework documentation structures.

For AI Engineers

Demonstrates persona-driven prompt engineering and real-time structured LLM formatting for high-stakes business communication.

Status: Active Open-Source ArchitectureNavigate to project landing page
11Developer Tooling & Infrastructure
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Alchemy CRM (Laravel CRM)

Reactive Sales Pipelines, Omni-Channel Visitor Chat & Automated Motions for Laravel

Tech Stack
PHP 8.2+Laravel 11-13LivewireTailwind CSSREST API v2SQLite/MySQL

What It Does

An enterprise-grade, open-source CRM package engineered natively for the Laravel ecosystem (venturedrake/laravel-crm v2.4.0). Eliminates SaaS seat costs by turning any Laravel application into a complete revenue operating system with multi-stage visual sales kanbans, deal velocity tracking, omni-channel live visitor chat, automated sales playbooks (lead routing, dynamic follow-ups), and machine-accurate REST APIs.

Why It’s Valuable for Developers & AI Practitioners

For Laravel Developers & Founders

Runs natively within existing Eloquent models, migrations, and tenancy architectures. Eliminates recurring third-party SaaS fees (Salesforce, HubSpot) and removes brittle webhook synchronization lag.

For Systems Architects

Exposes a comprehensive REST API v2 with machine-accurate contract schemas, reactive Livewire components, and event-driven automation hooks for outbound and inbound marketing workflows.

Status: Active Open-Source ArchitectureNavigate to project landing page
Continuous Exploration

Looking to deploy or collaborate on these systems?

These repositories form the operational bedrock of TechFusion Automata and our specialized divisions like TechFusion Alchemy and Dubstrata. We welcome architectural collaboration, research partnerships, and venture discussions.