AI · SaaS
ContinuumState
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 →Senior engineers building AI-native software for startups and scale-ups — agents, integrations, and production systems designed to last.
Think · Build · Deliver
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.
What We Do
Comprehensive software development across AI, web, mobile, and IoT.
AI / ML
Advanced AI/ML implementations and LLM MCP (Model Context Protocol) servers for intelligent automation and language-model integration.
Mobile
Native & hybrid mobile apps for cross-platform support — iOS and Android with the latest technologies.
Web
Full-stack web development with strong back-end technologies. Experts in stability, performance, and scalability.
IoT
Next-generation IIoT edge systems — easier, faster, better. Operational information delivered when and where you need it.
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.
Embedded Engineering
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 · Built for Production
Structured outputs, guardrails, evaluation, and observability. We build LLMs, agents, MCP, and RAG pipelines so you know exactly when and why your system behaves a certain way — testable, debuggable, and maintainable in production.
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.
Embedded teams, AI-native expertise, and production ownership — engineers who operate like an internal team and own systems end to end.