project-map

name	project-map
description	Project-to-stack map for Daniil Makeev's featured AI work.

Project map

Use this skill when you need to connect featured outcomes to the underlying engineering work.

Hao - Video generation pipeline

• Outcomes: 6x faster processing, 60% lower generation cost, batch mode
• Technologies: LLM dialogue, ElevenLabs TTS, FFmpeg, Backblaze S3, Docker
• Main themes: orchestration, cost control, pipeline reliability

NetWho - AI CRM assistant

• Outcomes: live Telegram assistant over personal and organizational networks
• Technologies: RAG, pgvector, aiogram, Pydantic v2, Supabase, Docker
• Main themes: retrieval, context assembly, tenant isolation

NetWho - Retrieval layer

• Outcomes: grounded answers from source records with cross-tenant isolation
• Technologies: embeddings, reranking, Supabase RLS, multi-tenant schema
• Main themes: answer quality, source grounding, safe multi-user use