The House
On the wire
Post-quantum now? Yes
MCP · Agent Stacks · Grounded Data · Edge AI · Secure AI Ops · Cron Infrastructure · Since 1997

The 2026 lattice, running on cron jobs.

Programming, data and AI systems from one named-account desk — the same desk that runs our own house. Forty AI workers on Cloudflare and Anthropic. Edgar & Edgarette reading every SEC filing the day it lands, with 23 MCP tools any AI agent can call. A 70,000+ product catalog and ten editorial desks. Every number on this page is a running system at a public URL.

Open a named-account desk What we run ↓

AI workers live

40

MCP tools

23

Catalog products

70,000+

Editorial desks

10

Live from the SEC: Edgar & Edgarette read every 8-K the day it lands.

Discover
October 2026 · What we run

Six categories most companies rent from specialists — running here in production.

Every card is a live system at a public URL. Open any of them before you call us.

01 · MCP Endpoints

Edgar & Edgarette · 23 tools any AI agent can call

Why it matters: MCP is how Claude, ChatGPT, Cursor and other AI clients find and use a company’s data and tools. Without an endpoint, a business is invisible to the agent layer.

Where we are: Edgar & Edgarette answer through 23 MCP tools: the SEC filing boards, company performance cards, the Brand Record, ETF and portfolio reads, reinsurer strength, cash records and our own scored board test. Listed in the official MCP registry and about ten AI-tool directories.

23 toolsMCP registry v1.1.0JSON-RPC / HTTPDiscovery manifest

02 · Agent Orchestration

Forty named AI workers, on a cron, in production

Why it matters: One-shot prompts are giving way to long-running agents with schedules, credentials and scopes.

Where we are: Forty workers run live on Cloudflare Workers with Anthropic Claude Sonnet 4.5 and Haiku 4.5. Each has a cron, a credential and a scope, and every route that can act is locked behind an admin key. Not prompts — deployed systems.

Cloudflare WorkersSonnet 4.5 + Haiku 4.5Cron-scheduledLocked action routes

03 · Grounded Data

Answers built from the primary record

Why it matters: An AI answer is only as good as what it reads. Grounded systems cite the record behind every line.

Where we are: Edgar & Edgarette read every SEC 8-K the day it lands, match each to its filer, and publish dated, answer-first pages with the filings linked, in HTML and JSON. Behind the house, a 70,000+ product catalog is schema-typed for AI agents.

SEC EDGAR, same dayAnswer pages + JSONSchema.org typed70,000+ products

04 · Edge AI

Served from the edge, close to the reader

Why it matters: Running logic at the edge cuts latency and cost, and keeps every request on one controlled network.

Where we are: Every desk and board runs on Cloudflare Workers across Cloudflare’s global network. Board pages are served from the edge cache in about a quarter of a second. Writing routes to Anthropic for register quality.

Cloudflare Workers~0.2s board pagesGlobal networkEdge cache

05 · AI in the Loop

Claude Code and Cursor in the build

Why it matters: AI-assisted engineering has moved from autocomplete to agents that build, test and deploy.

Where we are: The whole house — ten desks, the boards, the MCP endpoint, the Brand Room and the catalog — built and run by one operator with AI in the loop. Every change versioned, every change with an undo, every day written into a handoff.

Claude Code + CursorOne-operator buildVersioned + undoPublic receipts

06 · Secure AI Ops

AI inside the compliance boundary

Why it matters: Regulated work needs AI that stays inside the boundary: known data, logged actions, and people approving what leaves.

Where we are: Our own Microsoft 365 GCC tenant behind our own Fortinet firewall. Post-quantum key exchange (NIST ML-KEM) on all four domains, verified October 2026. Client data never trains any AI model. AI actions on client work are logged, and a person approves what reaches clients. HIPAA business associate and NIST SP 800-171 terms where contracts call for them.

Microsoft 365 GCCPost-quantum nowNever trains on client dataDUNS 18-204-6339

Every number above is a running system at a public URL. We ship the floor, and we leave the receipts where you can read them.

What programming services does Huang Goodman offer in 2026? A single named-account desk for the whole stack: agent orchestration (forty named AI workers on Cloudflare + Anthropic), MCP endpoints (Edgar & Edgarette’s 23 tools, listed in the MCP registry), grounded data (SEC filings read the day they land; a 70,000+ product catalog), edge delivery on Cloudflare Workers, AI-in-the-loop engineering (Claude Code + Cursor), and secure AI operations (Microsoft 365 GCC, post-quantum connections, client data never used for training), plus the legacy capabilities — Python, web apps, APIs, databases, cloud, workflow automation. Virginia Beach. Part of Hako Shikin, LLC.

12 programming service lines

Legacy to launch. Every system we build is designed to receive data, convert it into action, and deliver measurable audience reach.

No theoretical architecture. No bloated timelines. Clean code. Criminal execution.

01 · Legacy

Legacy System Modernization

Old systems that still run your business but nobody wants to touch. We migrate, modernize, and rebuild legacy applications, databases, and workflows into clean, maintainable, modern architecture. No rip-and-replace panic. Methodical, tested, documented transitions that keep operations running while the foundation gets rebuilt underneath.

COBOL migrationDatabase modernizationAPI wrappingCloud migrationSystem documentation

02 · Media

Media Communications Engineering

Broadcast, digital, print, and social media systems that need to talk to each other. We build the infrastructure that connects content creation to distribution to measurement. Media asset management. Automated publishing pipelines. Cross-platform distribution systems. The plumbing behind every piece of content your audience ever sees.

Broadcast systemsDigital asset managementPublishing pipelinesContent distributionMedia automation

03 · Data

Data Conversion and Audience Activation

Raw data is worthless until it moves someone to act. We build pipelines that receive multiple data types — CRM exports, transaction logs, behavioral data, third-party feeds — clean them, convert them, and transform them into reachable audience segments, automated campaigns, and measurable activation events.

ETL pipelinesData cleaningAudience segmentationCampaign automationCRM integrationMulti-source ingestion

04 · Python

Python Development

Our core language. We build automation scripts, data processing systems, web applications, API services, machine learning models, and internal tools in Python. Fast development. Clean documentation. Maintainable codebases your team can actually work with after we leave. Every line commented. Every function tested.

Python 3DjangoFlaskFastAPIPandasAutomation scripts

05 · AI/ML

AI and Machine Learning Integration

Not AI for the sake of AI. Practical, deployed intelligence that does something useful: content generation systems, recommendation engines, automated classification, predictive analytics, chatbot and concierge systems, and computer vision for quality control and media production. Models that run in production, not in notebooks.

OpenAI integrationClaude APICustom modelsNLP systemsRecommendation enginesComputer vision

08 · Web

Web Application Development

High-performance web applications, customer portals, ordering systems, dashboards, and internal tools. We build for speed, security, and the people who actually have to use the thing every day. Mobile-responsive. Accessible. Fast. No framework snobbery — whatever ships cleanest wins.

HTML / CSS / JSReactNode.jsNext.jsProgressive web appsAdmin dashboards

06 · AI Workers New

AI Workers — Autonomous Agent Teams

Not chatbots. Not copilots. AI workers that execute real business tasks around the clock, with a person approving what reaches your clients. We build, deploy, and manage coordinated AI agent teams — the Sea Slug UDC model — where Claude, Grok, and Copilot work together on research, content production, outbound sequencing, data analysis, customer service, and operational workflows. Each agent has defined roles, handoff protocols, and quality gates. Your AI team runs 24/7, costs less than one intern, and never calls in sick.

Multi-agent orchestrationClaude agentsGrok agentsCopilot agentsTask automation24/7 operationsAgent handoff protocols

07 · Vibe Console New

Vibe Console — Natural Language Development

Describe what you want in plain English. Get working code, live pages, functional applications, and deployable systems — without writing a single line yourself. The Vibe Console is our natural language development environment where founders, operators, and non-technical teams build real software by talking to it. Landing pages. Dashboards. Internal tools. Customer portals. E-commerce flows. You describe the vibe. We ship the build. Every generation links to real URLs, real shop infrastructure, and real production systems across the Hako Shikin brand ecosystem.

Vibe codingNo-code to pro-codeNatural language buildsLive page generationRapid prototypingBrand-tuned outputFounder-friendly
Infrastructure & engineering

The architecture beneath everything.

09 · APIs

API Development and Integration

Systems that need to talk to other systems. We design, build, and document RESTful and GraphQL APIs. Third-party integrations with payment processors, shipping providers, CRM platforms, marketing tools, and manufacturing systems. Webhook architectures. Rate limiting. Authentication that actually works.

REST APIsGraphQLWebhooksOAuthThird-party integrationsAPI documentation

10 · Databases

Database Architecture and Engineering

Data structures that make sense today and still work at 10x scale. We design, optimize, and migrate relational and NoSQL databases. Query optimization. Schema design. Data integrity. Backup and recovery systems that actually get tested — not ones that exist in a wiki nobody reads.

PostgreSQLMySQLMongoDBRedisSchema designQuery optimization

11 · Cloud

Cloud Infrastructure

Our production runs on Cloudflare’s global network, with secure files and identity in our own Microsoft 365 GCC tenant. We build, configure, and manage Cloudflare and Azure environments for web hosting, data processing, AI workloads, secure file handling, and automated deployment pipelines. Scalable. Monitored. Documented. Production-grade from day one.

Cloudflare WorkersAzure App ServiceAzure FunctionsAzure SQLBlob StorageCI/CD pipelinesDevOps

12 · Automation

Automation and Workflow Systems

The boring stuff that eats your team alive. Order processing. Invoice generation. Report compilation. Email sequences. File routing. Data syncing between platforms. We automate repeatable processes so humans do human work and machines do machine work. Set it. Forget it. Watch margins improve.

Process automationScheduled tasksEmail automationFile processingReporting systemsIntegration workflows

Tech stack

Everything we deploy. Nothing we pretend to know.

PythonJavaScriptTypeScriptHTML / CSSReactNext.jsNode.jsDjangoFlaskFastAPIPostgreSQLMongoDBRedisMicrosoft AzureAzure FunctionsOpenAI APIClaude APIGrok APIGit / GitHubDockerCI/CD PipelinesVercelReplitCursor
How it works

Four steps. Clean handoffs. Documented everything.

1. ScopeRequirements. Dependencies. Deliverables. Acceptance criteria. No ambiguity.
2. BuildWorking code. Regular demos. Progress updates. You see what you get before it ships.
3. DeployProduction. Monitoring. Backup verification. We do not hand you code and disappear.
4. SupportPost-launch monitoring. Bug fixes. Iteration. Systems that run without us.
Built for

Who hires us for programming.

Brands, media companies, manufacturers, agencies, and operations teams who need systems that work — not decks about systems that might work someday.

Brands & retailers

E-commerce platforms, ordering systems, customer portals, inventory management, and automated marketing infrastructure. From DTC startups to multi-location retail.

Media & communications

Publishing pipelines, asset management, broadcast distribution, content automation, and audience measurement systems. The infrastructure behind the content.

Manufacturers & wholesale

Production tracking, quoting systems, procurement portals, quality control automation, and supply chain data integration. Real operations. Real code.

Agencies & consultancies

Client dashboards, reporting automation, campaign infrastructure, CRM integration, and internal workflow tools that make your team look ten times bigger.

Startups & founders

MVP development, proof of concept builds, initial infrastructure, and the technical foundation that gets you from idea to first customers. Vibe Console was built for you.

Enterprise procurement

Vendor-ready technical documentation, compliance-aligned architecture, and predictable delivery communications. Built to survive procurement review.

Common questions

Frequently asked.

What programming languages does Huang Goodman use? Our primary language is Python, with full-stack capabilities in JavaScript, TypeScript, React, Node.js, Django, Flask, and FastAPI. We deploy on Cloudflare and Microsoft Azure and integrate with all major AI APIs.

Does Huang Goodman do legacy system modernization? Yes. We migrate and modernize legacy applications, databases, and workflows into clean modern architecture. Methodical transitions with full documentation. No rip-and-replace panic.

What are AI Workers at Huang Goodman? AI Workers are autonomous agent teams — coordinated AI systems (Claude, Grok, Copilot) that execute real business tasks 24/7, with every action logged and a person approving what reaches clients. Research, content production, outbound sequencing, data analysis, customer service, and operational workflows. Each agent has defined roles, handoff protocols, and quality gates.

What is the Huang Goodman Vibe Console? The Vibe Console is a natural language development environment where founders and non-technical operators describe what they want in plain English and receive working code, live pages, functional applications, and deployable systems. No coding required. Every build links to real production infrastructure.

Can Huang Goodman build AI-powered systems? Yes. We integrate OpenAI, Claude, Grok, and custom machine learning models into production applications for content generation, recommendation engines, chatbots, analytics, computer vision, and autonomous agent workflows.

Where is Huang Goodman located? Virginia Beach, Virginia. Part of Hako Shikin, LLC (ASI #217876 · DUNS #18-204-6339). We serve clients nationwide.

How does Huang Goodman connect to POPS4 and Prosecco4? Huang Goodman handles strategy, development, and programming. POPS4 and Prosecco4 handle print, promo, packaging, events, and branded merchandise. All operate under Hako Shikin, LLC. One family. Full service. Japanese brains. Criminal execution.

Start here

Tell us what needs to work.

Describe the system, the problem, or the idea. We reply with a clean scope, honest timeline, and a fixed price. No discovery fees. No six-week proposals.

orders@pops4.com · Virginia Beach, VA · ASI #217876 · DUNS #18-204-6339