Demo Page. This backdrop has no real product behind its CTAs. The chat bubble in the corner is the actual artifact.
Live demo · Click the bubble bottom-right to try

KULQIZ Bot
Live Demo

This page is just a backdrop. The chat widget in the corner is the artifact: a production-grade Agentic RAG bot with hybrid retrieval, brain intent routing, and zero-hallucination structured tools. Click it to talk.

WhatsApp channel runs the same backend orchestrator and knowledge base; live WA demo available by request.

150 unit tests passing
48 KB widget bundle
Bilingual EN + ID with language stickiness
Web channel (this demo)
WhatsApp channel (same backend)

What the bot actually does

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Adaptive Intent Routing

Single brain LLM call decides: refuse, handoff, tool call, or RAG. Skips retrieval 60% of the time.

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Hybrid Retrieval

BM25 + Qwen3 dense embeddings + RRF fusion + LLM-as-reranker. 81% accuracy on complex queries.

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Safety Layer

Rate limit, regex injection guard (12 EN/ID patterns), PII output masking, per-session token budget.

Production stack

TypeScript Node.js 20+ ChromaDB Featherless (Qwen3) Vite + Preact Docker Compose Caddy Cloudflare Langfuse Promptfoo CI