AI-native
AI-native applications
LLM-powered features built into real products — summarization, extraction, search, classification, conversational AI. AI engineered with the rigor of any production system.
We embed with engineering teams — and are the engineering team — to build, deploy, and operate complex software and AI systems, from new initiatives to mission-critical infrastructure already running in production.
Think · Build · Deliver
What We Work On
Whether you're shipping a new system, fixing one that's already live, or scaling what works — we ship the engineering that keeps it running.
AI-native
LLM-powered features built into real products — summarization, extraction, search, classification, conversational AI. AI engineered with the rigor of any production system.
Agents
Production agentic workflows — orchestration, guardrails, evaluation, tool integrations via MCP. Built, rescued, and operated.
Knowledge
Source integrations, retrieval, citations, role-based access, audit. The substrate that makes AI accurate inside your organization.
Edge
Industrial edge platforms — on-prem data processing, fleet control, OEE analytics, ERP correlation. Industry 4.0 → 5.0 ready.
Full-stack
High-quality web platforms, iOS/Android apps, system integrations, and modernization — the rest of the stack that has to ship with the AI.
Operate
Evaluation, guardrails, observability, governance. The discipline that turns a working demo into a system that survives quarterly review.
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What We Ship
Scoped engagements with clear deliverables. Start small, scale into a deeper engagement, or hand it off.
Best First Step
Architecture review, evaluation framework, governance and reliability read — before launch or after it ships. The low-risk way to start.
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RAG · Permissions · Citations
Your documents — searchable, citable, governed. Production-grade RAG with role-based access, audit logging, and evaluation.
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Agents · HITL · Monitoring
Production AI agents with human-in-the-loop review, escalation logic, MCP tool integrations, and observability — built in from day one.
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Scoped outcomes — contact us for timeline and pricing.
Products & Open Source · Software We Ship Ourselves
AI · SaaS
An AI meeting-memory layer. It extracts commitments from meetings, tracks accountability across sessions, and surfaces what's quietly drifting — before it becomes a missed deadline.
continuumstate.io →Edge Intelligence · Commercial
An Edge Intelligence Platform — Industry 4.0 → 5.0 ready. Three products on one platform: Edge Node (on-prem processing), Edge Manager (fleet control), and Edge Analytics (OEE + SAP S/4HANA correlation).
edgebits.io →Audit Substrate · Open Source + Commercial
An open-source audit substrate for distributed systems — typed, correlated, and tamper-evident across six languages. membrane adds AI-agent state correctness on top; fasten fleet aggregates the fleet for compliance.
fasten.sh →Why It Matters
We're not just a services shop — we build and run our own products, so we know what production actually demands. The same engineers who shipped these will build with you.
How We Work
Your Team
We join your Slack, sit in your standups, and push back on risky scope before it becomes a missed deadline. The people you meet on the first call are the people who ship.
End to End
Architecture, backend, AI integration, infrastructure, deployment, observability. We operate like founding engineers — owning the whole build, not just the ticket.
In Production
When something breaks in production, you're talking directly to the engineers who built the system — not an account manager relaying messages.
No handoffs. No disappearing after delivery. No layers between engineering and execution.
Extension of Your Team
No account managers. No handoff to a junior team after the contract signs. Senior engineers who work like forward-deployed founding engineers — close to your product, close to production, and accountable for how systems behave in the real world.
AI-Native · Engineered for Production
Deterministic, explainable, predictable. We build AI agents, agent harnesses, LLM integrations, RAG pipelines, and MCP — with structured outputs, guardrails, evaluation, and observability. The same rigor we bring to the rest of the stack.
Product · Edge Intelligence Platform
Three products, one platform. Each can be deployed and sold independently — start with Edge Node, add Manager and Analytics as you scale.
Factory Floor · Per-Node License
On-premise data-processing engine. Ingests from PLCs, runs pipelines, evaluates rules, fires actions, and egresses to cloud or ERP. Works standalone or managed.
Cloud or On-Prem · SaaS
The control plane. Register nodes, build ISA-95 topology, deploy pipeline templates to your entire fleet in one click, and monitor health across every site. No VPN. SaaS or self-hosted.
Cloud or On-Prem · Add-On
The data plane. OEE per line, tag explorer, and a data-quality monitor — plus SAP S/4HANA correlation: cross-reference machine data with production orders, cost centers, and quality specs. For most manufacturers, no separate historian needed.
Stack
Modern, production-grade technologies across backend, frontend, and mobile.
Golang, C++, Python, Node.js, .NET for robust server-side development.
React, Angular, Vue.js for modern interfaces. Visual programming with rete.js and n8n concepts.
iOS, Android, React Native, Flutter for cross-platform apps.
We embed with engineering teams — and are the engineering team — for systems being built, shipped, or already running. Senior engineers, AI-native expertise, production ownership end to end.