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Deniffer001/README.md

Deniffer Liu

Full-stack, agent & growth engineer. Co-founder & CEO of Celados — an AI-native product studio building for the agent era. Previously ByteDance (TikTok Live) and A1D.

I ship consumer AI products and the tooling that makes agents useful — across iOS, web, Cloudflare, and the Canva Marketplace.

📍 Remote · Shenzhen · ✉️ deniffer.001@gmail.com · 🐦 @lumina__team · 🏢 celados.com

What I'm building at Celados

Project What it is
ctx Full-document search and reading for AI agents — finds curated library docs, searches the open web, and returns complete sources instead of RAG fragments.
gkit Agent-first growth CLI — one profile-bound surface over DataForSEO, PostHog, Google Ads, Search Console, and Bing Webmaster, with offline capability discovery.

Clonesite AI — turns any public website into an editable React + Tailwind project. TanStack Start + Vite product app, Convex owning backend state and HTTP handlers, and a generation worker producing clone artifacts. Built agent-first: the Clone API ships as REST under /api/v1 and as a hosted Streamable HTTP MCP endpoint at /mcp, with machine-readable discovery across /llms.txt, /openapi.json, /.well-known/api-catalog, and /.well-known/mcp/catalog.json — so an agent can find, authenticate to, and drive the product without a human reading docs.

prism — local router daemon that puts agentic CLIs (Claude Code, Codex) on third-party Anthropic/OpenAI-compatible endpoints. Binds 127.0.0.1, routes each request by (inbound family prefix + body.model) to the right upstream, rewrites only the URL, auth headers, and body.model, then streams the response straight back. Deliberately not a protocol translator — each wire (anthropic, openai-chat, openai-responses) is forwarded to an upstream that natively speaks it, which keeps streaming and tool-call semantics intact. Rust; ships prebuilt macOS arm64 / Linux musl binaries and a multi-arch Docker image, and refuses to start on a non-loopback bind without an active API key so an exposed port can never leak upstream credentials.

mcpx — turns registered MCP servers into an agent-friendly command surface. Keeps registrations in a global user registry, discovers tool schemas, handles OAuth where it can, and exposes each server as a root command (mcpx posthog projects-get). Schema-first and explicit by design: tool input goes through --input, while mcpx's own control commands stay namespaced under @ so they can never collide with a server's tools. Bun, single-binary install.

Previously

A1D — Full-Stack Engineer · 2024-09 – 2026-05 · remote, US startup

Primary engineer across a consumer AI product line:

  • RizzPlus / AI Dating Keyboard — iOS AI messaging assistant, Swift, built solo; still earning subscription revenue.
  • Speed Painter for Canva — lead engineer on the Canva Marketplace app.
  • Caption AI, ClosetCue AI, Wearly — AIGC web apps, built solo.
  • Revival — Twitter growth automation. An MV3 extension (WXT + React) runs scheduled posts, AI-drafted replies, and engagement actions off a server-side task queue (Bun + Hono + oRPC, Inngest jobs), idempotent with backoff retries against rate limits and PostHog-instrumented throughout.
  • Low-code email delivery on AWS SES + Cloudflare Workers + Lark base tables, ~80% cheaper to build and maintain than a conventional stack.
  • Contributor to Lumina 3D (2D→3D generation) and the Grimo web product.

ByteDance — Software Engineer, TikTok Live · 2022-01 – 2024-01 · Beijing

  • State machine managing UI logic across PK (live battle) stages — ~50% less code complexity.
  • Multi-device log synchronization tool — ~60% faster troubleshooting.
  • Feature iterations with cross-functional teams — ~25% lift in in-stream engagement.

Stack

Languages TypeScript · Swift · Objective-C Web React · Next.js · TanStack Start · Vite · Tailwind · Node.js · Bun Mobile Swift / SwiftUI · Flutter Data Convex · PostgreSQL · ClickHouse · DuckDB Cloud Cloudflare (Workers, Queues, D1, Browser Rendering) · AWS · Docker AI & agents LLM application engineering · agent harnesses · MCP servers & clients · image/video generation pipelines · context engineering Growth SEO · ASO · PostHog · Stripe / RevenueCat

Education

BSc, Information and Computing Science — Guangdong Ocean University, 2017–2021 National Mathematical Modeling Contest, Second Prize ×2. Self-directed: MIT 6.S081 · Stanford CS144 · UC Berkeley CS61B · nand2tetris.

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