cdsv.dev

Work

Projects that run in production

From proprietary generative pipelines to open-source tutors, grouped by what they do.

01

Generative Media & Video

Pipelines that turn a brief or a live UI into finished, narrated video.

01 · Generative Media & VideoProprietary

vorch: AI Ad Production Pipeline

The in-house engine behind CDSV Studio. vorch takes a text brief and produces finished ad material: product stills, social and cinematic video ads, and narrated spots, mostly on a single local 16 GB GPU.

  • Gemma 4
  • llama.cpp
  • ComfyUI
  • FLUX.2 Klein
View case study →
01 · Generative Media & Video

TrainGen: Auto-Generated Training Videos

Narrated, dual-language (BG + EN) training videos generated straight from the real product UI.

  • Playwright
  • Claude (vision + text)
  • OmniVoice-BG
  • FFmpeg
View case study →

02

AI Systems & Automation

Agents, RAG and voice systems running in real products.

02 · AI Systems & AutomationPrivate

Tourism AI Platform

An AI-powered tourism platform for Bulgaria: recommendations, multi-day itineraries and conversational booking.

  • LangGraph
  • Claude
  • FastAPI
  • Next.js
View case study →Live ↗
02 · AI Systems & Automation

AI Code Reviewer

A LangGraph multi-agent system that reviews pull requests like a careful teammate.

  • LangGraph
  • LLMs
  • GitHub Actions
  • Python
View case study →
02 · AI Systems & Automation

Voice AI Receptionist (Bulgarian)

A voice agent that answers inbound calls in Bulgarian and gets things done.

  • ASR
  • LLM intent routing
  • TTS
  • HTTP APIs
View case study →

03

AI for Compliance & Operations

Domain-specific AI for high-stakes, document-heavy workflows.

03 · AI for Compliance & OperationsPrivate

Compliance Hub

An AI-powered compliance hub that helps Bulgarian companies stay ISO 45001 ready.

  • LLMs
  • RAG
  • Structured knowledge
  • ISO 45001
View case study →Live ↗

04

Computer Vision & Retrieval

Embeddings and vector search applied to retail and operations.

04 · Computer Vision & RetrievalPrivate

Toy Recognition System

Point a camera at a toy and identify it instantly at the point of sale.

  • CLIP
  • FAISS
  • Web scraping
  • Roboflow API
View case study →Live ↗

05

AI Tutors & Education

Learning environments that move people from syntax to intuition.

05 · AI Tutors & EducationOpen source

DS-Tutor

Interactive data science lessons with an AI tutor that explains, hints and guides.

  • Python
  • NumPy
  • Pandas
  • Matplotlib
View case study →
05 · AI Tutors & EducationOpen source

SQL-Tutor

Adaptive SQL tutoring with semantic answer scoring and unlimited practice.

  • LLMs
  • Semantic similarity
  • SQL
View case study →