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◆ About · TryWay Labs

From manufacturing supply chains to software engineering & operations.

A Delaware LLC, also licensed for business in mainland China. We run our own cross-border commerce, content, and data systems — and bring that experience to every client build.

Delaware LLC · Global clients · Async-first team
Who We Are

Two decades in cross-border trade & distribution

Most studios build and hand off. We build, launch, and operate — our own Amazon brand, our own content sites, our own trading and data systems. So when we design your store or your pipeline, we already know where things break at 2am, what actually moves conversion, and how to keep it running without a team of ten.

Delaware, USA LLCClients in 12+ countriesAsync-first team10 yrs cross-border commerce
What We Bring

Capabilities forged in our own operations

01 · Cross-Border Commerce

Amazon seller, first-hand

We run our own brand on Amazon US, backed by a family factory operating since 1995 — three decades of manufacturing and supply-chain management behind it. This isn’t theory; it’s a live P&L we manage every week.

Amazon Seller — 15,000+ family reviews at 4.7–4.8★ across Amazon US & CA
Data-driven PPC — weekly keyword triage and Kelly-criterion bid sizing; best-week ACOS 18.4%
Ads API automation — daily report pulls via Amazon Ads V3 API, no fragile screen-scraping
Payment rails — Mercury, Stripe, PingPong & Wise wired for global USD settlement
15,000+ reviews4.7–4.8★ACOS 18.4%Since 1995
02 · Engineering

Full-stack, from Workers to Rust

This very site is a zero-dependency Cloudflare Worker. Behind it sits a wide range of shipped systems — web, data, AI, and trading.

Web — Cloudflare Workers/Pages, WordPress, Shopify and Astro; 10+ sites live on the edge
Systems in Rust — a memory engine ingesting 15,750 records in 0.4s, 7.5× faster than Python
Python data & AI — a GC-MS reverse-analysis engine, an AI-text reducer, an on-device naming model
Trading & alt-data — a Polymarket auto-trader with 89 passing tests, plus a futures strategy engine
10+ sites liveRust · Python · JS89 tests passing0.4s ingest
03 · Operations

Infrastructure that runs itself

We keep our own fleet alive — edge, servers, home network, and a wall of automated alerts — so nothing needs a human watching it.

Edge & DNS — an OpenWrt router with transparent proxy, ad-filtering DNS, NAS, and 4-layer redundancy
Daemon layer — launchd jobs for daily traffic collection, config & vault backups, self-healing watchdogs
Observability — a 5-zone Cloudflare analytics pipeline into local SQLite, plus Search Console checks
Alerting — uptime, trading and system events pushed to Telegram in a closed loop
OpenWrt edge5-zone analyticslaunchd daemons24/7 alerts
04 · AI & Method

Judgment you can audit

We treat AI as an instrument, not an oracle. From business analysis to shipped code, every judgment is traceable, every claim is checked, and every system is built to be inspected and rebuilt.

Verified, not trusted — retrieval-grounded answers, adversarial self-review, and sources delivered by lookup rather than model guesswork; the gate is there to screen out self-deception, not to rubber-stamp
Convergent analysis — our own lean-startup engine (11 gates, 7 models) pressure-tests a business model down to its riskiest assumption and the single next experiment to run — priority set by constraint theory, not the loudest voice
Inspectable systems — single source of truth with no dual drift, zero-dependency runtimes, append-only archives, and semantic alerting; state is externalized so it can be read and rebuilt
AI-native engineering — full-stack systems in Rust, Python and Workers, built and verified through the Claude Code CLI: multi-agent orchestration, token discipline, and real-app verification before anything ships
Retrieval-grounded11 gates · 7 modelsSingle source of truthClaude Code CLI
Our Toolbox
RustPythonJavaScriptCloudflare WorkersCloudflare PagesWordPressShopifyAstroSQLiteOpenWrtlaunchdAmazon Ads API
Our Standard

Powered by Praxis

Everything above runs on Praxis — our in-house engineering standard: a zero-dependency edge runtime, a content-as-code pipeline, a retrieval-grounded AI assistant, and one-command operations. This very site is its reference implementation — and the standard is public.

Zero dependencies · Server-side rendered · RAG assistant · Deterministic ops
Read the standard →
Why Work With Us

Operator’s instincts, engineer’s discipline

Performance-first

Every site targets 90+ Core Web Vitals out of the box.

SEO from day one

Technical SEO and schema built in, not bolted on.

Data-backed

We instrument everything — decisions follow the numbers.

Meet the Founder

Robert S. Ang

Robert S. Ang is the founder of TryWay Labs, LLC. Twenty years in foreign trade and cross-border commerce, the last ten in business research and hands-on software development — he designs, builds, and runs every system the company ships, including the site you’re reading now. His method is AI-native: Claude Code CLI end to end, from the zero-dependency Cloudflare Workers architecture to the RAG-powered AI support widget.

Founder, TryWay Labs
20 yrs foreign trade & cross-border
10 yrs business research & engineering
◆ Get Started · TryWay Labs

Let’s build something that ships

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