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Monograph · Track Record

Experience & Systems

Production engineering and high-leverage systems. Where scale meets uncompromising reliability. For earlier internship velocity, explore Internships.

Metric 01
0
P0/P1 incidents (12 mo)
Metric 02
95%
Regression coverage
Metric 03
60%
Regression effort saved
Metric 04
120+
Core initiatives protected
I. Production Ownership

Full-Time Engineering

Current: E-commerce, SWESince: 2024.06Focus: Quality & Automation
Active Full-time · 2024.06 — Present

Leading E-commerce Company — Software Engineer (Business Security)

Business Security & Quality Architecture● Zero P0/P1 Production Record
Stage 01
Traffic Gateway
Anti-crawler & isolation
Stage 02
Circuit Breaker
Degradation switches
Stage 03
Auto Regression
95% API + UI coverage
Stage 04
Release Gate
120+ initiatives guarded

Owning end-to-end quality design and validation architecture for high-concurrency traffic gateways, anti-crawler defenses, and automated safety switches.

Responsibility 01
Led end-to-end quality design for traffic gateway anti-crawler systems, frontend security frameworks, and circuit breaker / degradation platforms.
Responsibility 02
Defined validation strategies for high-traffic, high-concurrency request scenarios, including abnormal traffic and multi-region data isolation coverage.
Responsibility 03
Built an API + Web UI automation framework that significantly increased core regression coverage and reduced release regression effort.
Responsibility 04
Established requirement audit and release control loops that maintained zero P0/P1 production incidents over an extended period.
CI/CDAPI AutomationQuality GovernanceHigh-Concurrency VerificationLLM IntegrationPrompt Engineering
II. Independent Systems

Open-Source & Agent Architecture

All Repositories on GitHub
Editorial poster for the Digital Twin repo01 · Operating layer

Digital Twin

stevenchouai/digital-twin

A file-first operating layer that turns my knowledge base into a working digital twin for research, writing, site updates, and continuous refinement.

Dedicated on-site explainer pageWiki-centered working memoryLearning loop for durable rules and patterns
Markdown · Codex Skills · ObsidianInspect
Agent Scorecard visual showing trace evidence, checks, and an invest-more verdict02 · Evaluation layer

Agent Scorecard

stevenchouai/agent-scorecard

A trace-first standard and CLI for judging whether an AI agent is worth more token budget, permissions, and autonomy in my real workflows.

Scores evidence, not vibesChecks tools, artifacts, verification, and busyworkGood/bad traces with deterministic reports
Python · Agent Evals · JSONL TracesInspect
Terminal gateway visual for the CLIProxyAPI repo03 · Model access layer

CLIProxyAPI

stevenchouai/CLIProxyAPI

A proxy server that exposes OpenAI/Gemini/Claude/Codex-compatible APIs for CLI and coding tools, with OAuth login, provider routing, and multi-account load balancing.

Codex + Claude Code OAuth supportProvider routing for coding toolsMulti-account load balancing
Go · OAuth · OpenAI-compatible APIInspect
Blueprint-style cover for the Claude Code Sourcemap repo04 · Source research layer

Claude Code Sourcemap

stevenchouai/claude-code-sourcemap

An 8-chapter interactive tutorial deconstructing Claude Code's internal architecture from its leaked source map. Bilingual (中文 / English), free and open-source.

1884 source files analyzedBilingual (中文 / English)Live site with interactive diagrams
VitePress · TypeScript · MermaidInspect
High-contrast poster for the Manage Up repo05 · MCP communication layer

Manage Up

stevenchouai/manage-up

An anti-fluff workplace communication system packaged as both an MCP server and a reusable skill warehouse for manager-facing writing.

npm-published MCP serverEight report and communication skillsBLUF + data-anchored anti-fluff framework
MCP · Markdown · ShellInspect
Knowledge Harness visual showing vault input, runtime query, and run outputs06 · Memory runtime layer

Knowledge Harness

local/knowledge-harness

A quiet runtime layer for querying my Obsidian knowledge base, recording run artifacts, and turning digital-twin experiments into repeatable workflows.

Separates content from executionRecords prompts, runs, and outputsDesigned for reviewed improvement proposals
Python · Obsidian · CodexInspect
Poster-style website cover for Steven Chou's personal site07 · active

Personal Website

stevenchouai/stevenchouai.github.io

My public narrative system: a Next.js site, MDX writing archive, and AI-assisted publishing workflow designed to compound proof over time.

Static and dynamic deployment pathsMDX blog with search, tags, RSS, and structured dataVisual editorial system for project and article covers
Next.js · React · TypeScriptInspect