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Liwa Gu谷力娃AI Delivery Field Notes
FORWARD-DEPLOYED AI ENGINEER · SHENZHEN & GLOBAL

Overkill AI for real-world workflows.

Selected AI workflows, software products, and hardware prototypes built and field-tested by Liwa Gu. Hover or click any card below to inspect the business outcome or system architecture.

SIGNATURE OPERATING THESIS // WECHAT & GLOBAL IP
  • 🚀 Growth-Obsessed AI Architect — Overkill AI for messy business workflows.
  • 🛠️ Production-Grade Delivery — No slideware. I wire Meta, WhatsApp, Feishu/Airtable & LLMs into systems that cut manual relay work and drive revenue.
  • 👉 Embed an AI Co-Pilot — DM or email to deploy a 48-hour workflow sprint for your team.

Here are the systems & products in the deck...

Showing [HUMAN] lens: commercial pain points, workflow outcomes & business ROI.

CASE 001META ADS → 55-COLUMN AI CRM
Case 001 cover showing customer inquiries flowing along an automated conveyor into structured CRM recordsFlagship Product · 48h Express Setup

Still have employees acting as human message relays?

Built and deployed on-site for a restaurant SaaS team in the Philippines. Turns messy Facebook Ad comments, Messenger chats, and field-visit voice notes into a 55-column, 6-view Feishu/Airtable system—giving Marketing, Sales, Onboarding, and the CEO real-time attribution without double data entry.

CASE 002CONTROLLED TEXT-TO-SQL BI
Structured multi-view data architecture diagram showing controlled query routingEnterprise Delivery · FinTech & SaaS

How long does ops wait for a single SQL report?

Delivered for cross-border payment (Paycools) and restaurant SaaS operations. Lets non-technical operators query live transaction, merchant, and campaign performance in plain English or Chinese—cutting ad-hoc data engineering tickets from days to under 30 seconds.

CASE 003MULTI-AGENT REVENUE & OPS ENGINE
WeChat Official Account showcase of Liwa's CEO OS and Super AI Agent Team architectureWeChat Featured · CEO OS

What if one founder had a 24/7 AI execution squad?

Featured in Liwa's WeChat series ('Every Founder Needs a CEO OS'). Connects lead discovery, bilingual WhatsApp/Email outreach, cross-border document pre-audit, and automated short-video production (Remotion/FFmpeg) into one Feishu-connected command center.

BUILD 04AGENT-NATIVE SOCIAL & PAYMENTS
Meet-agent presentation from the published ETH Shenzhen demoETH Shenzhen · Award Winner

What happens when your AI agent networks for you first?

Built at ETH Shenzhen 2026 (Award Winner). Attendees scan an event QR code and send their personal AI agent to the table first—negotiating shared interests and agentic micro-payments before two humans ever waste time on awkward small talk.

BUILD 05REAL-TIME INTERRUPTIBLE AI AVATAR
Published video thumbnail of Liwa speaking with an AI debate avatarApple Silicon · Real-Time

Can you interrupt an AI avatar mid-sentence like a human?

Most AI avatars feel like pre-recorded video players. distillCKirk runs a live multi-turn English debate where you can cut it off mid-argument, challenge its premise, and watch it immediately pivot with synchronized voice and lip movement.

BUILD 06AI INVESTMENT RESEARCH PRODUCT
UCWS selected-projects poster listing StockWin by Liwa GuThe Residency · Delta Program

How fast can a solo builder go from zero to paying users?

An AI investment-research and paper-trading product built from scratch. Selected for The Residency (Delta Program) and the UCWS Singapore 2026 showcase, landing its first paying subscriber within three weeks of launch.

BUILD 073D SPATIAL RESEARCH INTERFACE
ESPIO investment universe interface showing a spatial graph and research agentHackathon · Award Winner

Why read flat PDFs when you can fly through a market graph?

A 3D spatial investment research experience combining a real-time voice agent with an interactive galaxy of companies and macro narratives. Built and demonstrated live at an AI × Investing hackathon, winning an award.

BUILD 08VISION-TO-MOTION ROBOTIC ARM
Galaxea A1Z robotic-arm teleoperation demo thumbnailHardware · 12h Bring-Up

Can you bring up a real robotic arm in the final 12 hours?

Developed during a five-day robotics hackathon with only 12 hours of physical hardware access at the end. Connected camera hand tracking, teaching data capture, and guarded replay on a physical Galaxea A1Z arm.

BUILD 09SUPERVISED MOBILE ROBOT
Scout Dog Walk supervised route diagram from the existing portfolioHeronix · Second Prize

How do you keep a human safely in the loop with a mobile robot?

A supervised dog-walking robot prototype connecting route planning, ROS chassis control, and a live browser supervision console. Won Second Prize at the Heronix robotics hackathon.

BUILD 10PLAYABLE MARKET SIMULATOR
Paper Desk portfolio-allocation game interfaceHK Hackathon · Solo Build

Can you survive five volatile days on an AI trading desk?

A solo investment-bank simulator built at a Hong Kong mini-game hackathon. Players read daily AI market briefings, rebalance paper capital acrossfive volatile rounds, and benchmark their alpha and drawdown.

01 / WRITING & CASE STUDIES

Blogs & Field Notes ↗

Full teardown of Case 001 (Philippines restaurant AI workflow), HPC/Slurm engineering, and startup post-mortems.

02 / SCATTERED THOUGHTS

Micro-Insights (/posts) ↗

Short timestamped dispatches on time windows, high-agency execution, and field observations.

03 / AUDIO & EPISODES

Podcasts ↗

Conversations and recorded podcast episodes on mentorship, tech, and community.