From Startup Work to Trading
A reflection on how supply and demand, entry and exit, and resource commitments connect company building with financial trading.
Short
6 min read
Writing archive
Writing in 2026.
Writing organized by creation date.
AI Gateway: From Backend Scheduling to Cost Governance
Using multi-backend model access as the setting, this article explains how an AI Gateway handles resource scheduling, capacity control, failure switching, distributed state, usage accounting, and enterprise cost governance.
Short
16 min read
Part of the column “Technical Systems” · Chapter 9
Keeping Differences at the Configuration Layer: Architecture for a Multi-Domain Platform
Content, search, commerce, and growth systems repeatedly face the same challenge across multiple countries, industries, and scenarios: how to reuse stable capabilities while keeping business expressions distinct. How should boundaries be drawn between configuration, protocols, components, and orchestration?
Short
12 min read
Part of the column “Technical Systems” · Chapter 8
Where Exactly Is the Cache? Locality in a Multi-Layer Execution Service
Using a multi-layer execution service as an example, this article breaks down the multiple levels of locality across request identity, edge routing, execution resources, and backend caches, then presents reusable approaches to routing, invalidation, failover, and observability.
Short
13 min read
Part of the column “Technical Systems” · Chapter 7
From One Request to a Multi-Node Execution System: How the Architecture Evolves
Starting from the fault structure of a multi-node execution system, this article reviews how requests, state, storage, performance, and failures gradually cross boundaries, and discusses how the next architecture should be reorganized.
Short
19 min read
Part of the column “Technical Systems” · Chapter 6
AI Writes Well, But Is This Really What I Mean?
A personal reflection on using AI: it can make facts, feelings, and reasoning I already have much clearer, but it cannot replace the accumulation of knowledge or the formation of judgment. It can also leave me feeling pushed along by content and an intensified work state.
Short
5 min read
A Data Center Is Not a Report: From Data Production to Business Judgment
Starting from the different questions asked by analysis, operations, and engineering, this article organizes how a data center for a multi-source business platform should divide Tabs, define metrics, structure read and write paths, and handle billing, reconciliation, growth, and cost.
Short
22 min read
How a Marketing Campaign Becomes a Growth System: From Transaction Facts to Auditable Entitlements
Starting with referral rewards and transaction systems, this article designs reusable, auditable marketing infrastructure across campaigns, audiences, entitlements, budgets, attribution, risk, experimentation, messaging, and measurement.
Case
16 min read
AI Does Not Automatically Create Productivity: From Local Acceleration to System Value
Starting from a multi-system integration experience, this essay distinguishes creation, task efficiency, organizational productivity, and business value—and asks where value and cost actually come from when AI enters a complex system.
Short
5 min read
Part of the column “Engineering & AI Judgment” · Chapter 10
Starting with One Request ID: A Lightweight Observability and Reliability System for a Small Project
Starting from the observability problems of a small API service, this article distills the minimum implementation of request IDs, distributed Traces, service discovery, health monitoring, log queries, reliability, and infrastructure governance.
Case
15 min read
From “It Runs” to Maintainable: Architecture and Stability Lessons from Building DSH Plugins
A practical account of developing and debugging ChatLab, Agent Suite, and Quota Router, covering DSH plugin mechanics, common preview-version stability problems, and the boundaries that are easiest to get wrong when building plugins yourself.
Case
12 min read
How Managers of Managers Find, Develop, and Hand Off Leaders: HRBP, TA, and Technical Leadership
Hiring is not a request handed to HR or TA. Managers of managers, HRBPs, TAs, and hiring managers build a shared system for defining problems, hiring, developing, and handing off leadership responsibility.
Short
8 min read
Part of the column “Managing Managers & Multi-Team Outcomes” · Chapter 4
People, Work, and Money: The Operating Structure Managers of Managers Must Understand
A framework for understanding how an organization distributes people decisions, problem and priority decisions, budgets, and capacity—and for seeing what a manager of managers can decide, negotiate, or escalate.
Short
7 min read
Part of the column “Managing Managers & Multi-Team Outcomes” · Chapter 2
Keywords and Content Scale: From Demand to Page Governance
A content supply and retirement system for keyword expansion, existing content, multilingual pages, and AI-assisted production.
Case
2 min read
Part of the column “Search Engine Growth” · Chapter 5
SEO Experiments and Incidents: Let the Timeline Protect Judgment
A learning protocol for search delay, CUPED, page versions, and traffic incidents.
Case
2 min read
Part of the column “Search Engine Growth” · Chapter 8
Indexing, Submission, and Recovery: Reliable Search Operations
A recoverable URL state machine and an incident workflow for separating submission, crawling, indexing, and algorithm context.
Case
3 min read
Part of the column “Search Engine Growth” · Chapter 4
Links and Authority: From Link Count to Citable Relationships
A source-quality and referral framework that keeps third-party authority metrics separate from ranking facts.
Case
2 min read
Part of the column “Search Engine Growth” · Chapter 7
Structured Data and Media SEO: Make Page Facts Understandable
A verifiable content model for structured data, images, video, and related-page context.
Case
2 min read
Part of the column “Search Engine Growth” · Chapter 6
The SEO Search Map: From Discovery to Value
A project-based introduction to discovery, crawling, indexing, clicks, and business conversion.
Case
3 min read
Part of the column “Search Engine Growth” · Chapter 1
The Technical SEO System: URLs, Rendering, Migrations, and Performance
A page contract for identity, crawl boundaries, rendering, migrations, and Core Web Vitals.
Case
3 min read
Part of the column “Search Engine Growth” · Chapter 3
SEO to GEO: From Discoverable Pages to Reviewable Answer Evidence
Connect SEO page engineering, AI-search observation, and claim–evidence evaluation into a replayable loop.
Case
8 min read
Part of the column “Search Engine Growth” · Chapter 9
SEO Value Is Not Traffic: Connect Search to the Funnel
A practical value model for search, page consumption, Web2App handoff, and retention.
Case
3 min read
Part of the column “Search Engine Growth” · Chapter 2
Governance Boundaries for Managers of Managers
How safety, fairness, evidence, dissent, and accountability constrain authority when managers of managers control outcomes and resources.
Short
2 min read
Part of the column “Managing Managers & Multi-Team Outcomes” · Chapter 6
Managing Teams as a Manager of Managers: Authority and Resources
How a manager of managers can coordinate frontline managers, make cross-team choices, and use authorization and resources without taking back daily management.
Short
3 min read
Part of the column “Managing Managers & Multi-Team Outcomes” · Chapter 3
Why Manage Managers, and What Kind of Person Fits the Role?
Why a manager of managers is needed, what complexity the role must carry, and how to judge whether a person fits that responsibility.
Short
3 min read
Part of the column “Managing Managers & Multi-Team Outcomes” · Chapter 1
Retaining and Replacing Frontline Managers
How a manager of managers builds durable succession by transferring capability, relationships, and outcomes rather than preserving empty positions.
Short
1 min read
Part of the column “Managing Managers & Multi-Team Outcomes” · Chapter 5
My DSH Workbench: Nine Plugins
DSH has been out only a few days, and I've already installed nine plugins on it. Notes on what each one fills in, how it works, and which one is the most useful.
Short
5 min read
Business Model Canvas: Nine Boxes
Business Model Canvas explained through nine questions: what each box answers, how the pieces fit together, and why a project's needs change across company stages.
Method
5 min read
Three Lenses on One Project: Canvas, Pitch, Due Diligence
A note on a distinction: the business model canvas is 'made for yourself,' the startup pitch is 'told to others,' and investor due diligence is 'others scrutinizing you'; the three differ completely in purpose, focus, and framing — don't mix them up.
Method
5 min read
Management Retrospective: Eight Judgments from Execution to System
A practical management framework built from eight recurring judgments: problem definition, boundaries, alignment, context, closed loops, resources, teams, and retrospectives.
Short
8 min read
Thinking Training (4): Structured Thinking in Practice
A hands-on companion to the Five Lenses method: four scenarios — interview, promotion, reporting, and cross-team collaboration — show how to apply the structured tools and the Five Lenses to real problems.
Short
3 min read
Part of the column “Thinking Practice” · Chapter 4
A Fresh Start
This site is being rebuilt from an old static blog into a personal publication about technology, work, and life — and it also records the trade-offs made along the way.
Method
4 min read
Building a Return-to-China Proxy from Scratch: VLESS + Reality Pitfall Notes
From a temporary SSH direct connection, to accommodating phones and family, and finally converging on sing-box as a maintainable return-to-China network setup.
Case
10 min read
Departure Under Sunlit Flames
A farewell, reflection, and word of thanks at the end of an eight-and-a-half-year career journey.
Short
2 min read