Liu WeiLIU WEI · 刘维 BASED IN SELANGOR, MALAYSIA · 34.03879

Liu Wei is building
embodied AI agents.

Founder & CEO @ DuoCode · Embodied-AI Researcher · APU CS, Year 2

liuwei@agent ~ zsh

$ whoami

> 刘维 · Liu Wei

$ cat about.md

> Founder & CEO @ DuoCode · Embodied-AI Researcher

  APU Computer Science, Year 2 · CGPA 3.87 / 4.00 · VC's List 24/25

  Shipped to enterprise (Daikin), startup (iMean), embodied robotics (EBKernel)

$ echo "$TAGLINE"

> AI Agent Builder & Embodied-AI Researcher

$

Awards

/ 01
  1. National

    APICTA Awards (Malaysia Digital) 2025 — Tertiary Student Project Finalist. SynTour: Vertex AI Gemini fine-tuned Malaysia travel agent (LangChain/LangGraph · n8n). Presented to the category judging panel 21 Oct 2025 (PIKOM, National Tech Association of Malaysia).

  2. International

    Deriv AI Hackathon Challenge 2026 — Certificate of Recognition · RM 2,000. 14–15 Feb 2026, TradeIQ (team lead). Five-agent LLM pipeline + Trading Twin behavioural simulation. Signed by Founder Jean-Yves Sireau and CEO Rakshit Choudhary.

  3. International

    Amazon Nova AI Hackathon 2026 — Bonus Blog Post Prize · USD 200 AWS credits. NovaTour, a voice-first travel planner on Amazon Nova Sonic/Lite/Act + Strands Agents SDK. Announced 10 Apr 2026 via Devpost.

  4. National

    MariaDB Hackathon MY 2026 — Proposal A+ rated, Finalist. seamless-rag: MariaDB-native vector + RAG toolkit using VECTOR(N) + HNSW + TOON v3 for token-efficient retrieval payloads. 23–39% token reduction vs JSON on real datasets (MovieLens, SF Restaurant Violations); 538 tests passing.

  5. University

    APU Vice-Chancellor's List. Excellent Academic Achievement, Academic Year 2024/25. Signed by Vice Chancellor Prof Dr Ho Chin Kuan.

Experience

/ 02

EBKernel · 上海具脑磐石科技有限公司

19 Nov 2025 – Jun 2026

Embodied Agent Algorithm Intern · Embodied-AI / Human-Computer Interaction Researcher · Fully remote · 弹性工作制 (flexible hours)

  • RynnBrain VLM × OmniGibson eval pipeline (sub-project from 03/2026): lifted BDDL true success 0% → 80% by stripping six classes of privileged information (GT segmentation → GSAM open-vocabulary perception; container AABBs → pixel-level snap; teleport → CuRobo trajectory planning). 60+ seeds × 3 BEHAVIOR-1K tasks; documented 28 falsified hypotheses. Three-machine remote pipeline: Mac ↔ RTX 4090 ↔ H100 cluster (SSH tunnels + rsync; vLLM TP=1).
  • Robot voice interaction: co-deployed a real-time stack on the Lejun (乐聚) humanoid for water-fetch / hotel front-desk / reception scenarios. Full domestic localisation: Alibaba Cloud TTS/STT, Agora (声网) RTC, TEN Framework. Researched 3C noise-suppression and microphone directivity at the hardware/software boundary.
  • Multi-cloud GPU-infra collaboration: worked across Huawei Cloud and partnered with the infrastructure teams of Kuaishou (快手) and DataCanvas · 九章云极 (Alaya NeW Cloud) to debug GPU container scheduling, heterogeneous-compute cluster orchestration (mixed deployment of domestic chips and NVIDIA), and shared-compute inference pipelines.

iMean · 椰子宇宙(杭州)科技有限公司

15 Sep 2025 – 02 Feb 2026

Algorithm Intern (Sole Engineer, Voice Agent) · Algorithm Department (算法部门) · Onsite Hangzhou Sep–Nov 2025 · Remote Dec 2025 – Feb 2026

  • Owner of the full Web + iOS voice-agent stack: cross-tested STT (Deepgram, ElevenLabs, Gemini), TTS (ElevenLabs, ChatGPT TTS), and LLM (GPT-4o, Gemini, Gemini Live cascaded vs. native multimodal).
  • Voice infrastructure across LiveKit, FastRTC, TEN Framework — WebSocket and WebRTC underneath. Abstracted OpenAI Agents SDK, Gemini ADK, and LangChain/LangGraph behind a single multi-provider interface so orchestration could be swapped without touching business logic.
  • Engineered streamed long-context management, dual-tier (short + long) memory over vector recall, and per-session state machines that switched cadence and tone (podcast tempo, calm voice) based on the detected scene. Earned formal team-lead and company recognition under an ambiguous spec.

Daikin Malaysia · 大金

2025 – Ongoing ● live

Team Leader, Enterprise Systems (4-Module Lead) · APU university–industry collaboration project · Ongoing delivery

  • Leading delivery across four enterprise modules: (1) IoT-device interconnection + sensor data ingest; (2) form-assistant + work-order ticketing system; (3) internal wiki knowledge base; (4) on-prem RAG question-answering assistant (locally deployed Ollama). Own architecture, integration, and cross-team handoff.

Open source

/ 03
DuoCode2 / pipeline-infra AGPL-3.0 · TS

DuoCode growth engine: a 4-phase Discover → Prepare → Design → Finalize pipeline. 30+ live SME sites; 428 tests; 19-region locale.

polanyi-design Pinned · 5 ★

Claude Code Skill — a frontend cognitive engine grounded in Michael Polanyi's tacit-knowledge framework.

search-harness Pinned

Agent CLI + skills; a 5-track roadmap: search-result persistence · agent orchestration · native multimodal pass-through · codebase context-search · CUA E2E testing.

seamless-rag MariaDB Finalist

MariaDB-native RAG toolkit (VECTOR + HNSW + TOON v3, 23–39% token saving); 538 tests passing.

Council Multi-agent

Local-first multi-agent + multi-user social-deduction game. Mistral AI cognition + PowerSync 6-stream isolated sync + 3D rendering.

SynCVE Private · on request

Real-time emotion recognition: ensemble OpenCV + SSD fusion · FasNet anti-spoofing · EMA temporal smoothing (α = 0.2, ablation-tuned) · two-stage Gemini reporting · ~1–2 s e2e.

SightLine iOS · Accessibility

iOS + Gemini Live accessibility platform for the blind. Apple Watch sensors · 18 function-calling tools · adaptive LOD engine.

TradeIQ Deriv · RM 2,000

AI-powered trading platform. 5-agent LLM pipeline · DeepSeek V3 streaming · "Trading Twin" dual equity-curve simulation. Team lead.

NovaTour AWS · USD 200

Voice-first travel planner on Amazon Nova Sonic/Lite/Act + Strands Agents SDK + Google Maps tool orchestration.

arus — Banjir Drill Google ADK · Cloud Run

Browser-playable Malaysian flood-coordination simulator. Three modes (PLAY / COACH / AUTO) on Gemini 2.5 Pro + Google ADK 1.27 + Veo 3 + Cloud Run.

Astrolabe Auth0 · RFC 8693

Agent observability — RFC 8693 token exchange + Auth0 FGA. Post-authentication audit + scope-bound risk classification.

mcp_creator_growth MCP · 6 ★

Context-aware MCP server: a learning sidecar for AI coding assistants. Quizzes + persistent debugging memory.

Stack

/ 04

ML / DL / RL

PyTorchTensorFlowJAXNumPyPandasscikit-learnHugging FaceONNX RuntimeW&BRLHF / DPOAblation Design

AI Agents

LangChain / LangGraphOpenAI Agents SDKGoogle ADKAnthropic Agent SDKClaude Code (skills + sub-agents)CrewAIAutoGenPydantic AIVercel AI SDKMCPbrowser-usePlaywright (CUA)Vertex AI fine-tuning

Inference / Serving

vLLM (TP=1)SGLangOllamaTGINVIDIA TritonH100 / RTX 4090 opsKV-cache & prefix-cache tuning

Voice / Real-time

LiveKitFastRTCTEN FrameworkWebRTCWebSocketDeepgramElevenLabsGemini LiveAgora 声网Alibaba TTS

Embodied AI

OmniGibsonBEHAVIOR-1KGSAM (Grounded-SAM)CuRoboBDDL eval designIK branch analysisLejun 乐聚 humanoid

Computer Vision

OpenCVDeepFaceFasNet anti-spoofingRetinaFaceMTCNNEnsemble Detector FusionEMA Temporal SmoothingCUDA 11.8 / cuDNN

GPU Infra

Huawei CloudKuaishou 快手 infraDataCanvas 九章云极 (Alaya NeW)GPU container debugheterogeneous-compute scheduling

Google Cloud

Vertex AIGemini 3.1 / LiveFirebase (Firestore + Auth + Vector)Cloud RunCloud BuildRoutes / Places / MapsApigee

Edge / Web

Vercel (REST v13, ISR, edge)Cloudflare (DNS, CDN, Workers, Turnstile)Next.js 15/16React 19SwiftUIThree.jsTailwind CSS

Backend / Data

FastAPIDjango ChannelsMariaDB (VECTOR/HNSW)pgvectorSupabase + PowerSyncUpstashRedisDockern8nsqlglot

Observability / Eval

OpenTelemetryLangfusePromptfooLighthouse CIGemini-as-judge evalTOON v3 token benchmarking

SEO / GEO

Schema.org JSON-LDmulti-locale canonicalsitemap + hreflangLighthouse-gated a11y / perfGEO (AI Overviews / ChatGPT Search / Perplexity)

Writings

/ 05
2026 · 04 · 02 · Multi-Agent · OSS Comparative

The Agent Team Problem: Seven Open-Source Approaches to Orchestrating AI Coding Agents

Comparative analysis of OrbitDock · codex-autorunner · Squad · Open-Inspect · Multica · Symphony · AionUi (20.7K ★) on four axes (identity / platform / infrastructure / state). Surfaces Symphony's Erlang-style zero-persistence as fault tolerance for agent coordination.

2026 · 03 · 31 · Source-Level Study

The Harness That Makes the Model Useful: A Source-Level Study of Claude Code

513,237 LOC TypeScript across 1,902 files; 40 tools / 9 categories; 101 commands; 20 service modules. Thesis: 95% harness, 5% model interaction. Custom Ink renderer; 4-layer permissions; git-worktree multi-agent isolation.

2026 · 03 · 31 · Architecture Anatomy

Inside Claude Code: How a 513K-Line Codebase Turns an LLM Into a Coding Agent

Anatomy of a 1,902-file codebase: Yoga-WASM rendering pipeline (60 fps double-buffer, viewport culling), Mailbox-async multi-agent isolation, MCP defer-load (300+ integrations), 4-layer permission stack with audit trails.

2026 · 03 · 30 · Architecture Proposal

What Kind of Context Search Engine Do We Actually Need?

Distinguishes search ("where is X?") from orientation ("what does this codebase look like?"). Proposes an MCP-based, token-budget-constrained engine with 4 tools and a ~1,500-LOC reference. Generic embeddings only score 0.42–0.49 on code retrieval.

2025 · Engineering Practice

My AI-Assisted Development Policy

A personal framework for using AI coding tools responsibly — how I stay productive without losing engineering rigor, and the rules I hold myself to.