ShipLabs Memorandum // Est. 2024
Independent Systems Lab
ShipLabsShipLabs

Lean AI-Native Systems Engineering & Strategic Consultancy

AI-Native Agency

High-throughput AI engineering.
Zero PowerPoint.

We are a lean, developer-first AI consultancy. We deploy autonomous agent loops and orchestrate highly optimized data pipelines for teams turning complex operations into reliable software, and we harden fast-built apps so they are safe to put in front of customers.

⚡ High throughput code
•
💼 Operational AI Focus
•
◆ Built for Production Scale
OpenAI Select Partner
OpenAI Partner Network // Select Tier

Selected to build what comes next.

ShipLabs is an OpenAI Select Partner, helping organizations build, deploy, and scale reliable AI systems responsibly and effectively.

01 // The Thesis

Why We Are Lean and AI-Native

Traditional technology consulting is broken. Incumbent firms deploy heavy armies of junior analysts and project managers who build beautiful presentations and deliver zero working software. This model is collapsing under the weight of its own bloat.

ShipLabs operates differently. We are an AI-native, engineering-driven agency. We utilize highly advanced coding agents, automated unit testing, and model-guided generation loops to operate at a scale that once required dozens of developers.

Our lean architecture means we have no middle management, no unnecessary alignment meetings, and no corporate overhead. When you partner with ShipLabs, you work directly with veteran software engineers who build, ship, and support production-ready AI systems.

Operational Protocol

"Our metric of success is simple: lines of operational, high-performance code running in your cloud infrastructure within weeks. We build deep integrations into legacy databases, write deterministic validation wrappers around probabilistic LLM outputs, and make your business workflows autonomous."

We specialize in operational environments where reliability matters: complex regulatory requirements, multilingual customer interactions, high-volume data movement, and deeply integrated legacy systems. Every solution is engineered for real-world scale, traceability, and long-term maintainability.

02 // Core Architectures

Production Systems & Engineering Pillars

We build state-machine agent loops, deterministic retrieval systems, and high-throughput extraction pipelines, and we harden fast-built apps for production.

Pillar 01

Deterministic Agentic Workflows

Supervisor and worker loops governed by explicit state machines. We use bounded execution graphs, isolated sandboxes, and cryptographic audit trails instead of open-ended conversational prompts.

LangGraphFSM LoopsSandboxes
Pillar 02

Deterministic RAG & Knowledge Grounding

Knowledge-graph retrieval with cross-encoder re-ranking and deterministic verification rails. Built for zero-tolerance compliance and regulated operations.

Graph RAGNeMo GuardrailsVerified Citations
Pillar 03

Document Intelligence & Extraction

Multimodal extraction pipelines that convert messy PDFs, thermal receipts, and contracts into typed database records with continuous confidence scoring.

LayoutLMStructured OutputERP Reconciliation
Pillar 04

Security & Production Hardening

Security assessments for web, mobile, and AI applications, and the engineering work to take vibe-coded apps to production: server-side auth, database policies, secrets, tests, and monitoring.

OWASP ReviewPrompt InjectionVibe-Code Rescue
03 // Active Labs

Developer Utilities & Active Platforms

Our open sandbox of products built, tested, and actively maintained in-house.

PDF
Live Platform

PDFMaker

A high-throughput API designed for enterprise template rendering. Create highly reusable HTML/CSS templates and dynamically generate secure, pixel-perfect PDFs at scale. Ideal for invoices, compliance reports, and dynamic contract delivery.

APINodeAWS
Open Platform
OTA
Live Platform

React Native OTA Delivery

A binary-delta over-the-air (OTA) updates architecture. Seamlessly ship JavaScript, layout, and static asset updates directly to live React Native applications. We leverage advanced `bsdiff` delta sync protocols to minimize bandwidth and ensure 100% update delivery.

Delta-SyncReact NativeEdge
Open Platform
OPS
Live Platform

TenorOps

Operations and compliance software for multi-location restaurants and cloud kitchens. Owners schedule checklists across locations, staff complete them on their phones with photo evidence, AI does the first pass on task photos and delivery bills, and missed or failed work becomes a tracked corrective action until a manager closes it.

RestaurantsInventoryAI Review
Open Platform
04 // Strategic Essays

Deploying Practical Intelligence

Our written briefs on applying AI to high-impact industries and operational systems.

Application Security

Five Security Holes Common in Vibe-Coded Apps (and How to Check for Each)

Focus Area: Production Readiness
System: Next.js · Supabase · Stripe
Read time: 8 min

AI coding tools are very good at getting an app to work. They are much less reliable at stopping it from doing things it shouldn't. Here are the five gaps that show up most often, and a check for each one you can run yourself before launch.

→ Database access rules on every table

Read Brief
Application Security

Supabase Row-Level Security: The Mistakes That Expose Every User's Data

Focus Area: Database Access Control
System: Supabase · Postgres RLS
Read time: 9 min

In Supabase, the key in your frontend is public by design. Row-level security is the only thing standing between it and your users' data. Here are the five mistakes that break that protection, how to find them in your own project, and the SQL to fix each one.

→ RLS enabled on every public table

Read Brief
AI Architecture

Decision Models for the Enterprise: Jev, Clef, and OpenAI's Decisions API

Focus Area: Decision Layers
System: Jev · Clef · Decisions API
Read time: 10 min

Jev, Clef, and OpenAI's Decisions API shipped within three weeks of each other, and none of them write text. Here's what the requests actually look like, how the three differ, and the adapter and cascade we'd put around them in production.

→ List price per 1M input tokens: Jev $0.042

Read Brief
Finance Operations

Invoice Reconciliation & Payment Controls at Scale

Focus Area: AP Automation
System: Agentic RAG & OCR
Read time: 4 min

Enterprise finance teams spend thousands of manual hours reconciling supplier invoices against purchase orders, goods receipts, and payment ledgers. Here is how we automated it.

→ Manual audit times reduced by 92%

Read Brief
Commerce Operations

Multilingual Voice Orders & Demand Forecasting

Focus Area: Voice Commerce
System: Whisper / POS Integration
Read time: 5 min

High-volume restaurants and service networks lose order potential during peak traffic because their teams cannot answer every call. We built low-latency multilingual voice systems linked directly to demand and procurement forecasts.

→ Zero missed phone calls

Read Brief
Risk & Governance

Regulatory Change Management with Deterministic RAG

Focus Area: Regulated Enterprises
System: Graph RAG & Guardrails
Read time: 5 min

Regulatory requirements can change overnight. We built deterministic Graph RAG architectures to monitor authoritative updates and automatically suggest redlines to existing policies and agreements.

→ Corporate policy audit turnaround reduced from 14 days to 4 minutes

Read Brief
05 // Direct Access

Build Something Real.

We do not pitch or compile slide decks. Tell us about your complex database architectures, pipeline challenges, or operational friction points. We will respond with a functional design outline or prototype proposal.

Schedule a Briefing

Book a direct 30-minute technical session on our calendar to discuss your database architectures, pipeline requirements, or automation hurdles:

Direct developer access · Instant booking

Direct Email Consultation

Skip the scheduling cycle and drop us your specific engineering problem statements, pipeline schemas, or structural bottlenecks:

Response time typically under 12 hours.