AI Systems Integration
Plug AI into the workflows your team already runs. Not chatbots bolted onto legacy tools — autonomous agent patterns that coordinate real work with bounded human oversight.
DxDev is an AI-native software and systems studio.
We design, ship, and operate products on our own multi-agent
infrastructure — and document the architecture openly.
DxDev designs and operates AI-native software. We don't build for theoretical scale — we ship, run, and document what actually works in production.
Everything we make runs on OpDek, our own multi-agent operations engine. It handles planning, development, QA, and ops through a network of specialized agents coordinated over Discord. Every metric on this site is pulled from that live system.
The medium is the message.
Plug AI into the workflows your team already runs. Not chatbots bolted onto legacy tools — autonomous agent patterns that coordinate real work with bounded human oversight.
Multi-agent architectures for planning, execution, and ops. Approval gates, cost-aware model routing, audit trails. Built to work, not just to demo.
Developer tooling, dispatch pipelines, observability, and the unsexy pieces that decide whether a team ships in weeks or quarters.
Multi-agent infrastructure for founders and small teams who want to operate at leverage. Agents for planning, development, QA, and ops. Discord-native coordination. Cost-aware model selection. Approval gates with full audit trail. Built and battle-tested running real business operations.
Capture for fast thinkers. Priority surfaces by urgency, not arbitrary dates. Offload the loops, keep the signal.
Architecture decisions, failures, and patterns that emerged — documented as they happen. Three streams, all free.
How the system evolved, episode by episode. Real decisions and real outcomes.
Browse episodes →Architecture patterns you can use. Dispatch, approvals, memory, cost routing.
Browse patterns →Short-form observations on AI tooling and multi-agent systems.
Latest signals →DxDev takes on a small number of contract engagements per quarter.
We work best with technical teams that have a clear problem — coordination overhead that AI should be solving, workflows that should run themselves, or AI integrations that haven't delivered yet. We design and build the infrastructure, not the pitch deck.
AI systems integration · agentic workflow design · engineering infrastructure
94% of task execution is autonomous across active engagements.