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// PIPELINE · AI Development Workflow

HurricaneSoft Pipeline

From Requirement to Delivery — AI All the Way

Integrating LobsterFarm AI employees, Squid ticket management, LIDS identity authentication, Gitea version control, and CMC communication — a fully automated pipeline where humans and AI work side by side.

End-to-End
Zero manual handoffs from req to deploy
6 steps
Fully automated delivery
24/7
AI employees always on
Full-stack
AI to compliance
// LobsterFarm — AI Agents Core execution layer Alice Bob Carol Squid Tickets / Projects Gitea VCS / CI/CD CMC Human-Machine Comm // LIDS — Identity SSO OAuth2 / OIDC · Multi-Tenant · SSO // SECURITY & GOVERNANCE Security & Governance · Audit · Compliance eye — Code Intel Aegis — SecScan AI Execution Tool Integration Identity Foundation Security Governance
// System Architecture

Full-stack integration,
one pipeline.

Integrated systems, one pipeline

AI

LobsterFarm — AI Execution Layer

Each AI employee runs in a dedicated K8s Pod — receiving tasks, writing code, reviewing, reporting

// AI EXECUTION
TKT

Squid — Tickets & Project Management

Requirement tickets, auto PR creation, 140-point review scoring system

// TICKET ENGINE
GIT

Gitea — Version Control

Ticket-driven branches, Webhook automation, CI/CD hooks

// VERSION CONTROL
CMC

CMC — Human-AI Communication

AI employees and humans collaborate in real time via commtool

// HUMAN-AI COMMS
IDP

LIDS — Unified Identity

Single sign-on for all systems, OAuth2/OIDC, multi-tenant isolation

// IDENTITY LAYER
EAT

We Run It Ourselves

This pipeline is not just a product — it's HurricaneSoft's own development infrastructure. Every internal project, including this platform itself, is built and maintained on it. We eat our own cooking.

// EAT OUR OWN COOKING
EYE

eye — Code Impact Intelligence

Static symbol blast-radius CLI. See every caller and type reference before you commit — integrates with Claude Code via MCP.

// CODE INTELLIGENCE
SEC

Aegis — Autonomous Security Agent

12 security modules continuously scan enterprise assets. Each vulnerability found automatically strengthens detection — Taiwan PII-compliant.

// SECURITY LAYER
// One Requirement. Six Steps. Fully Automated.

From idea
to production.

Human decisions + AI execution — collaborative delivery every time

// STEP 1 · Human / AI

Create a Ticket

Squid

Humans or AI create a requirement ticket in Squid with feature description and acceptance criteria

// STEP 2 · Automated

Assign to AI Employee

Squid + LobsterFarm

Squid assigns the ticket to the right AI employee via LobsterFarm; status updates automatically

// STEP 3 · AI

AI Develops

LobsterFarm + Gitea + CMC

The AI employee creates a feature branch in Gitea, writes code, and reports progress via CMC

// STEP 4 · Automated

Auto Pull Request

Gitea + Squid

On completion, a PR is automatically created. Webhook notifies reviewers and CI runs tests

// STEP 5 · Human

Review & Score

Squid

Reviewer submits a 140-point VR report via Squid. Failed reviews automatically roll back

// STEP 6 · Automated

Merge & Deploy

Gitea + Squid

On approval, auto-merge triggers CI/CD deployment and ticket status updates to completed

// Traditional Dev vs HurricaneSoft Pipeline

Traditional vs
Pipeline workflow.

// Requirement to start

1–3 days

Minutes

// Daily working hours

8 hours

24 hours (AI)

// Ticket status tracking

Manual updates

Fully automated

// Code Review

Wait for human, 1–3 days

AI-assisted, same day

// On-time delivery rate

Often delayed by manual handoffs

Pipeline-tracked delivery

// Scaling up

Hiring takes 1–3 months

Hire AI employee, instant

// SELF-USE FIRST

6 Systems. All Running on Our Own Pipeline.

HurricaneSoft runs 12+ active projects, processes hundreds of tickets weekly, and has AI employees committing around the clock — all on this same pipeline. This very page was built the same way.

  • This website is maintained on the pipeline
  • All tickets tracked in Squid
  • AI employees participate in daily development
// THIS PAGE WAS BUILT WITH:
1
Create ticket in Squid
2
Assign to AI employee
3
AI writes code
4
Auto PR + review
5
Merge & deploy
// Three SaaS Products, One Pipeline

Explore
the platform.

Each product works standalone — together they deliver the full pipeline

// PLATFORM · AI WORKERS

LobsterFarm

AI Employee Management

Deploy AI employees, assign tasks, manage your AI workforce through the platform.

// PLATFORM · TICKET ENGINE

Squid

Ticket-Driven Development

Ticket-driven development automation. From requirement to reviewed delivery, fully tracked.

// PLATFORM · IDENTITY

LIDS / Nautilus

Enterprise Identity Authentication

Enterprise identity layer. One account, every system, multi-tenant isolation.

// CODE INTELLIGENCE · CLI

eye

Code Impact Intelligence CLI

One command to know the full impact of any code change. TypeScript, Python, C#, Go, PHP support. Embed as MCP Server so AI assistants check blast radius before refactoring.

  • Blast radius: callers, type refs, re-exports — with risk level annotation
  • Staged-change detection: CI gate for high-risk symbols before merge
  • Cross-repo registry: track breaking changes across your entire org
  • MCP Server: Claude Code / Cursor calls it automatically during refactor
  • TypeScript / Python / C# / Go / PHP support
// SECURITY LAYER · AGENT

Aegis

Autonomous Security Agent

Autonomous security agent: LLM injection detection, secret scanning, container audit, CVE matching, API fuzzing. Exports SARIF for CI/CD gates and exposes Prometheus Metrics.

  • 12 modules: LLM safety, secret scanning, container audit, CVE matching, API fuzzing
  • Self-evolving: new vulnerability found → auto-generate probe → harder to bypass next scan
  • Taiwan PII compliance: national ID, mobile, passport, Luhn credit card
  • SARIF export for GitHub Actions / Gitea Actions native integration
  • Prometheus Metrics endpoint for monitoring integration
// GET STARTED

Ready to Adopt It?

Start with a single product or adopt the full pipeline at once. HurricaneSoft provides architecture consulting and deployment support.