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  • Russia, Stavropol

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ekhodzitsky/README.md

On-Device Speech AI · Agentic Systems · Senior Backend

About

Rust / Go — on-device speech AI and agentic developer tools: STT and speaker-diarization engines that run fully offline and ship inside a single binary, plus typed clients and guardrails for AI coding agents. Local-first by default: zero cloud APIs, zero vendor lock-in, models that ship inside the binary.

Prior production backend — Node.js / TypeScript (NestJS, Moleculer) and Python (FastAPI, Django): REST APIs and gateways from scratch, message brokers, payment & telephony integrations, large legacy refactors, and email / document (PDF/DOCX) pipelines.

Flagship — gigastt

On-device Russian speech recognition — live WebSocket streaming, RTF ~0.1 (≈10× real-time on M1). 3.55% WER (golos_crowd_1k, in-domain). One binary. No cloud.

cargo install gigastt && gigastt serve
# WebSocket: ws://127.0.0.1:9876/v1/ws
# REST API:  http://127.0.0.1:9876/v1/transcribe

GigaAM v3 + ONNX Runtime · INT8 with 0% WER loss · WebSocket streaming + REST · Homebrew tap · CoreML / CUDA / CPU

Open source

Speech AI — Rust + ONNX Runtime, fully offline

  • polyvoice — speaker diarization without Python · ~18.5% DER VoxConverse-test (collar 0; pyannote 3.1 = 11.3%) · crates.io + pypi
  • phonex — generic on-device STT engine · 12 languages, single binary · crates.io

Agentic developer tools

  • kimi-wire — typed Rust client for the Kimi Code CLI Wire protocol · typed events, pluggable transports, secret redaction · Go twin: kimi-wire-go
  • mcp-guard — production guardian & proxy for MCP servers · process pool, timeouts, audit logging, rate limiting, tool permissions
  • kimi-lite — native AI coding CLI in Go · single binary, zero runtime deps

Backend

  • go-ozon-marketplace — Go microservices e-commerce backend · 8 services · Saga · Outbox · CQRS · Kafka · ClickHouse · mTLS
More — STT engines, on-device translation, agent tooling
  • nihostt — Japanese STT (ReazonSpeech-k2-v2) · CER ~1.1% (clean) · INT8 ~155 MB · crates.io
  • phostt — Vietnamese STT (Zipformer-vi RNN-T) · ~75 MB model · crates.io + pypi
  • localmt — offline Android translation SDK in Rust · GGUF/Hy-MT packs, llama.cpp via JNI, arm64-v8a
  • cargo-kimi — Cargo subcommand scoring Rust files 0–100 on contract quality (Hoare triples, panic safety, typestate, Result discipline) · crates.io
  • coad — Contract-Orchestrated Agent Development · methodology for safe, reviewable, bounded agent work
  • kimi-dotfiles — composable configs, instructions, and skills for Kimi K2.6
  • gitr — async typed git CLI wrapper for agents and automation · JSON output, MCP server · crates.io
  • omk — Wire-first orchestration for Kimi CLI · archived June 2026 (post-mortem in the README)

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Pinned Loading

  1. gigastt gigastt Public

    Local STT server powered by GigaAM v3.

    Rust 12 1

  2. kimi-lite kimi-lite Public

    Go port of the MoonshotAI/kimi-code AI coding assistant. Single binary, no runtime dependencies.

    Go 2

  3. polyvoice polyvoice Public

    Speaker diarization for Rust — who spoke when. ONNX-powered: Silero VAD, WeSpeaker embeddings, Pyannote segmentation, K-means/AHC clustering, overlap detection. Python bindings & CLI included.

    Rust 3 1

  4. mcp-guard mcp-guard Public

    Production-ready guardian and proxy for MCP servers. Process management, timeouts, audit logging, rate limiting, and tool permissions.

    HTML

  5. jobsmith jobsmith Public

    AI-powered job application assistant for HeadHunter. Automates search, evaluation, CV generation, and PDF compilation.

    Rust

  6. go-ozon-marketplace go-ozon-marketplace Public

    Микросервисный e-commerce backend на Go: 8 сервисов, Saga, Outbox, CQRS, mTLS, Kafka, ClickHouse. Pet-проект для портфолио.

    Go