AI agents & assistants
For sites, Telegram, Discord: answer from a knowledge base, run multi-step dialogues, classify data, call APIs, trigger automations, return structured output.
Agents, RAG, automation, backend and turnkey DevOps — architected to be predictable, observable and hard to break. Comfortable in adult & grey-area niches where most won't go.

For sites, Telegram, Discord: answer from a knowledge base, run multi-step dialogues, classify data, call APIs, trigger automations, return structured output.
Ingest, chunking, embeddings, pgvector, hybrid search, answers with source citations. Faster and cheaper than routing everything through an LLM.
System prompts, structured output, JSON contracts, guardrails, state machines, LangGraph, multi-agent orchestration.
Grounding, output validation, deterministic branches, fallback scenarios — fewer hallucinations, more trust.
Langfuse, token cost, latency, RAG tracing, run history, unit / smoke / QA scenarios.
n8n, Make, REST, webhooks, queues, Telegram & Discord APIs, Notion — glue that runs your business while you sleep.
ASP.NET Core / Node.js / Python, React & Next.js, CRMs, portals, admin panels, dashboards, realtime, Telegram Mini Apps.
VPS / dedicated (incl. offshore), Docker, reverse proxy, SSL, CI/CD, monitoring, logging, backups, secrets. Infra you can run without a DevOps hire.
Self-hosted SHKeeper & BTCPay — USDT/USDC & BTC, invoices, statuses, webhooks, automated payouts.
ComfyUI / Stable Diffusion, Higgsfield — APIs, pipelines, job queues, delivering results into your product.
TTS and voice-clone systems, voice libraries, automated audio pipelines wired into bots and content workflows.
Automation with n8n & webhooks · generative visuals via ComfyUI · audio via ElevenLabs, XTTS, F5-TTS, RVC.