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thinkthinkingIdeas Worth Spreading

00

Research

real questions, answered with real data

  1. WHO ARE YOU?model identity & cross-vendor identity confusion16 vendors · 27 models · 10 languages · 29,700 answers001
  2. TOKEN ECONOMICSthe DeepSeek execution line — how a price anchor rewrites the model marketbuilt on real ZenMux traffic · anchored to DeepSeek pricing002
  3. AGENT HARNESSModel + Harness = Agent — Copilot design facing Autopilottracking ~400 agent papers / projects / products003
  4. TOKEN DEALSreal billing data from ZenMux — tracking model price deals & developer savings353.11B tokens · $132,087 saved · 69% average discount004
01

Methodology

turning practice into reusable systems

M / 001an AI-native product operating methodVIBE WORKINGOnce coding agents accelerate development first, product thinking, design, and context handoffs become the new bottlenecks. Vibe Working redesigns the whole product pipeline.7 interactive chapters · OPC and team mode · Context as interfaceEnter the interactive essay
02

Writing

public writing & research notes

  1. The DeepSeek Execution Line — what happens when every “Eastern model” is priced like DeepSeek?

    WeChat blog · in Chinese

  2. We spent $1,000 asking 27 models from 16 vendors, 29,700 times: who are you?

    WeChat blog · in Chinese

  3. Agent Product Design (1) | Prologue: Break It to Build It — Deconstructing Everything with First Principles

    WeChat blog · in Chinese
03

Work

from perception algorithms to LLM infrastructure

  1. 005

    ZENMUX

    ZenMux · the LLM insurance company

    Product Lead · Co-Founder | 2025 —

    Designed the “LLM insurance company” from zero to one: unified OpenAI / Anthropic / Gemini protocols, provider routing, automatic failover, fallback models, observability and billing — call insurance and high availability for agent and AI-coding workloads.

    4 protocols unified · global mainstream providers · ~2M content views · ~$100k attributable conversion

  2. 006

    TBOX

    Ant Group · Tbox agent platform

    Product Lead | 2025 —

    Owned the agent development platform for Tbox (百宝箱): developer-facing agent building and orchestration, the end-to-end flow from create and debug to publish — so developers can compose and iterate agents efficiently on Tbox.

    agent dev platform · build / orchestrate / debug / publish

  3. 007

    AGENTOS

    enterprise agent platform

    Product Lead · Co-Founder | 2023 — 2025

    Proposed “Copilot design facing Autopilot”; led the end-to-end architecture — agent lifecycle, control/LLM/skill engines, XUI, task flows, knowledge base and data engine; ran an ~30-person R&D team across complex enterprise and government scenarios.

    9 major releases · 20+ enterprise/gov customers · 100+ industry skills · 20+ industry agents

  4. 008

    PADDLEPADDLE

    PaddlePaddle · developer platform & open source

    AI Product Manager | 2022 — 2023

    Owned AI Studio LLM products and the PaddleX pipeline tooling; ran the PaddleDetection / Paddle3D open-source ecosystem — shipped RT-DETR and PP-YOLOE+, grew a 10k-developer community, launched ERNIE Bot applications.

    PaddleDetection 10k+ stars · GitHub Trending multiple times · 1000+ enterprise POC leads

  5. 009

    CATL

    CATL · perception algorithms to mass production

    Autonomous Driving Algorithm Engineer | 2018 — 2022

    Built visual perception for autonomous driving (2D/3D detection, tracking, lane finding), deployed on Xavier via TensorRT with on-vehicle delivery; designed the wireless-BMS frequency-hopping architecture into mass production; drove V2G products and national standards.

    LKA / AEB on-vehicle · wireless BMS in production · V2G pilot stations

04

Open Source

code as a calling card