shahrryyar — ai engineer · autonomous systems & speech models

Shahryar Sabir
Muhammed architects AI agents.

autonomous agents · speech synthesis · runtime guardrails · low-latency systems

AI Engineer in Sulaimaniyah, Kurdistan — building persistent agent operating systems (Zagros), leading AI R&D at RegaLabs on neural voice cloning (RegaLabs-TTS on Hugging Face), real-time conversational call agents, and building the runtime guardrails the agentic era requires: an on-device agent with an immutable permission gateway (RegaOS), a sub-millisecond SSE type boundary for LangGraph (langgraph-zod), and an AST architecture linter for machine-generated code (arch-guard).

🤗 Listen to RegaLabs-TTS >_ Agent Console AI Registry Resume
Shahryar Sabir Muhammed
shahryar sabir · rega labs r&d
Agent OS & Daemons

Zagros & RegaOS

Durable Tasks · MCP · ACP · Runners

Speech AI

53.2h Sorani

CosyVoice 3 · Zero-Shot Flow

Stream Validation

<1 ms / Chunk

langgraph-zod · SSE Gate

Systems Engine

<40 MB RAM

Reguant · Go + SQLite GitOps

draft № 01 — speech synthesis & voice cloning

Flagship Model Release: RegaLabs-TTS

Trained on 53.2 hours of phonetic Kurdish speech data with CosyVoice 3. Listen to the live audio synthesis demonstration, examine the checkpoint artifacts, and inspect the inference scripts.

Hugging Face Model Release v1.0.0
🤗 Model Card GitHub

RegaLabs-TTS: CosyVoice 3
Central Kurdish (Sorani) Adaptation

State-of-the-art neural speech synthesis and one-shot voice cloning for Central Kurdish (سۆرانی). Trained on 53 hours of curated Kurdish speech data, achieving natural intonation, authentic prosody, and seamless zero-shot voice adaptation based on FunAudioLLM CosyVoice 3.

Corpus 53.2 Hours
Flow Step Step 2300
Base Model 0.5B Flow
License Apache 2.0
Live Audio Demonstration
aran_en021.wav

Prompt Transcript (Sorani / English)

"سڵاو، بەخێربێن بۆ پڕۆژەی RegaLabs-TTS"

"Hello, welcome to the RegaLabs-TTS project"

0:00 0:03

Install via Git / Pip

pip install git+https://github.com/RegaLabs/RegaLabs-TTS.git

draft № 02 — speak to the agent shell

The Lab Console

Interactive command shell. Type zagros for Agent OS, model for Hugging Face TTS, agent for RegaOS, or help.

shahrryyar@autonomous-lab — zagros-agent.sh

Autonomous Agent Shell v3.0 — Zagros OS & RegaLabs Models Active.

Type zagros for Agent OS · model for Hugging Face TTS · agent for RegaOS · help.


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draft № 03 — the open-source universe

Public Instruments & Agent Guardrails

Agent operating systems, neural voice models, autonomous daemons, runtime boundaries, and lightweight PaaS engines. Filter by category or copy install commands directly.

draft № 01 Agent OS

Zagros

typescript · cloudflare workflows · mcp · acp · runners

The open-source operating system and runtime for persistent AI agents. Durable state machines that survive laptop closes and server restarts, hybrid execution across serverless cloud and local desktop runners, MCP tool bindings with OAuth 2.1, and ACP bridges to provider-native agent harnesses.

Durable State MachinesHybrid Cloud / Runner ProtocolMCP + ACP + A2A10 Milestone Gauntlets Verified
$ git clone https://github.com/RegaLabs/ZagrosAI.git && cd ZagrosAI && pnpm install
Deep Dive → source
draft № 02 HF Model

RegaLabs-TTS

python · pytorch · hugging face · cosyvoice 3

Central Kurdish (Sorani / سۆرانی) text-to-speech and one-shot neural voice cloning adaptation on Hugging Face. Trained on 53 hours of curated Kurdish speech data, achieving high similarity, prosody accuracy, and natural tone.

53.2h Sorani corpusStep 2300 flow model0-shot voice cloningApache 2.0
$ pip install git+https://github.com/RegaLabs/RegaLabs-TTS.git
🤗 Model Card ↗ Deep Dive → source
draft № 03 npm CLI

RegaOS

typescript · next.js · whisper · litellm · docker

A local AI agent daemon that hears your wake-word, sees your screen, and acts on your computer — with every side-effecting action gated behind an immutable PermissionGateway. CEO delegator, specialist agents, sandboxed shell, and instant hotkey kill switch.

paranoid · balanced · yoloappend-only audit logwin · mac · linux
$ npm i -g regaos
Deep Dive → source
draft № 04 Voice AI

Autonomous Call Agents

python · webrtc · fastapi · sip · voice ai

Real-time conversational call agents for Kurdish and multilingual environments. Sub-600ms end-to-end voice latency combining streaming Whisper STT, conversational LLM turn-taking with natural interruption, and RegaLabs-TTS speech synthesis.

<600ms voice-to-voiceSIP & WebRTC full-duplexbarge-in interruption
Deep Dive → source
draft № 05 npm pkg

langgraph-zod

typescript · zod · sse streaming · open telemetry

The runtime type boundary for LangGraphJS agents. Derives production-ready Zod input/output schemas directly from state channels, validates live SSE streams in flight under 1ms per chunk, and strips internal scratchpads before they leak.

<1 ms per-chunk latency36 KB bundlezod v3 & v4 · OTel hooks
$ npm i langgraph-zod
Deep Dive → source
draft № 06 npm CLI

arch-guard

typescript · ast parsing · github actions · cli

The architecture and quality guardrail for machine-written code. A static AST linter for pre-commit hooks and GitHub Actions: layered boundary enforcement, duplicate-utility detection against existing helpers, and cyclic module graph checker.

<1 s full repository auditzero-overhead AST parseblocks AI PR debt
$ npm i -g arch-guard
Deep Dive → source
draft № 07 PaaS

Reguant

go · sqlite · nginx · systemd · docker

An ultra-lightweight, GitOps-first self-hosted PaaS in Go, SQLite, and Nginx. Deploy apps with zero downtime in Docker or bare systemd mode, Certbot auto-HTTPS, WebSocket build logs, S3/R2-replicated state, and SHA rollback.

<40 MB idle RAM~25–35 MB real footprintcurl | bash install
$ curl -fsSL https://raw.githubusercontent.com/shahrryyar/Reguant/main/install.sh | bash
Deep Dive → source
draft № 08 UI System

Rega-liquid

javascript · css · liquid glass design system

A content-first Apple-inspired Liquid Glass design system and component architecture for modern web applications: multi-tier optical lighting, concentric geometry, and RAF-throttled pointer physics.

Core & Enhanced tiers60fps zero-filter animationFull a11y compliance
Deep Dive → source

The Research Workbench — Upstreams & Core Engines

Reading Chairs
CosyVoice ↗

Voice synthesis engine
OpenCursor ↗

VS Code AI coding agent
openrabbit ↗

AI PR reviewer in Actions
langgraphjs ↗

Agent graph runtime
zod ↗

Schema validation engine
vercel/ai ↗

AI SDK streaming protocol

The guardrails and model adaptations in this portfolio exist because I live inside these codebases — CosyVoice flow architectures, LangGraph runtime graph execution, Zod schema ASTs, and the Vercel AI SDK streaming protocol.

draft № 05 — algorithmic roots & field notes

Foundational Threads

python · computer vision

leaf-disease-recognition

Teaching deep learning models to diagnose crop and leaf diseases from visual field data.

python · language theory

compiler-project

A complete hand-crafted compiler with tokenizer, recursive-descent parser, and AST code generator.

java · OOP fundamentals

Java

Object-oriented architecture patterns and algorithms — the foundational code threads.

draft № 06 — the journey

Engineering Timeline

AI Engineering & Autonomous Agents Lead

2026 — Present

RegaLabs.dev · Sulaimaniyah

Architecting Zagros (the open-source persistent agent OS), leading speech synthesis & voice cloning R&D (RegaLabs-TTS on Hugging Face over 53h Kurdish corpus), real-time conversational call agents with sub-600ms latency, and shipping open-source guardrails for agentic systems: RegaOS, langgraph-zod, and arch-guard.

Autonomous Systems & Software Architecture

2023 — 2025

RegaLabs.dev

Engineered and deployed distributed platforms including Reguant (GitOps self-hosted PaaS in Go & SQLite under 40MB RAM), full-stack microservices, WebRTC audio streaming, and high-performance databases (PostgreSQL, SQLite, Redis).

Computer Science Foundations

2023

University of Sulaimani

BSc in Computer Science. Deep dive into algorithms, compilers, data structures, machine learning architectures, and distributed systems design.

Cybersecurity Exploration & Systems Scripting

2021 — 2023

Security Exploration

Began programming journey with Python on Kali Linux. Systems scripting, network protocols (Wireshark/Nmap), and Linux kernel administration fundamentals.

education

BSc in Computer Science

University of Sulaimani

Sulaimaniyah, Kurdistan, Iraq

languages

Kurdish (سۆرانی / کوردی) Native
English Fluent
Arabic Advanced

draft № 07 — tech stack & deep learning

Specialized Tooling & Frameworks

The stack powering neural model fine-tuning, autonomous agent graphs, and high-throughput production backends.

— AI, Models & Agents —

PyTorch TensorFlow CosyVoice 3 Hugging Face Whisper STT Voice Cloning LangGraph.js Zod LiteLLM MCP Protocol ACP Bridge WebRTC Cloudflare Workflows ChromaDB OpenTelemetry AST Analysis

— Languages —

Python TypeScript JavaScript Go Java Rust Bash Kotlin Swift

— Frameworks & Frontend —

Next.js React Astro React Native Flutter Expo Node.js NestJS FastAPI Spring Boot

— Data Stores —

PostgreSQL SQLite Redis MySQL D1 MinIO R2

— Infra, DevOps & Security —

Docker Kubernetes Nginx systemd Certbot Ubuntu Server GitHub Actions WebSockets SIP / VoIP Nmap Wireshark