The full story, episode by episode
How I went from solo developer to operating an autonomous AI organization. Decisions, failures, and what actually works — documented as it happens.
Start from episode 1 →
I'm Ben — software engineer and AI systems builder.
I design and operate autonomous multi-agent architectures that handle
planning, execution, and ops while the founder operates at the strategic level.
Not demos. Not prototypes. Production.
Most portfolios show finished work.
This one shows the whole thing — the architecture decisions,
the failures, the patterns that emerged, and the numbers.
I'm running an AI operations engine called OpDek. It handles planning, development, QA, and ops for my businesses using a network of specialized agents coordinated through Discord. Every metric on this site is pulled from that live system.
This is both the product and the proof.
How I went from solo developer to operating an autonomous AI organization. Decisions, failures, and what actually works — documented as it happens.
Start from episode 1 →Deep dives into the technical decisions behind OpDek. Agent dispatch patterns, cost-aware model selection, approval gates, memory systems. Reusable building blocks.
Browse patterns →Quick reads on what I'm noticing — in AI tooling, multi-agent systems, and building solo-founder infrastructure. Usually under 500 words.
Latest signals →Multi-agent infrastructure for founders 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.
DxDev is open for contract engagements.
I work best with technical teams that have a clear problem — coordination overhead, workflows that should run themselves, AI integration that hasn't delivered yet. I design and build the infrastructure, not the pitch deck.
Engagements: AI systems integration · agentic workflow design · developer tooling · engineering infrastructure
Currently running autonomous ops for DxDev and HTO. 94% of task execution is autonomous — 6% requires my input.