From architecture to production — backends, APIs, and distributed systems that handle real load without drama.
AI-native systems engineering
Systems that ship themselves
We inspect your stack, design the target system, build it with our agent fleet, and train your team to lead it — agent orchestration on AWS, inside a harness you can audit.
As of 2026-09-17:
252specs written before a line of code
129agent skills in production use
19,670automated tests guarding our repos
10+years shipping complex systems
0servers to patch
What we do
The whole stack, and the agents that run it
ML models and data pipelines that feed insights into your product. From raw data to automated decisions.
We review your stack, spot costly inefficiencies, and deliver a clear roadmap — architecture, cost, and security hardening.
High-throughput pipelines processing millions of events without failure. Real-time or batch, designed for reliability at scale.
Event-driven, serverless architectures that absorb any load with zero ops overhead and infrastructure as code.
We build the agent swarms and automation pipelines we run ourselves — spec-first, audited, production-grade.
How we think
There is already no place for humans in most of today’s jobs. Good.
We don’t bolt AI onto old workflows — we redirect people to the work that was impossible before. Don’t make a frontier model do monkey work; have it build the tool that does that work forever. You, plus your agent fleet, is the new unit of work.
Read the manifesto →How we work
Autonomy is a dial, not a switch
The difference is never the model — it’s the harness around it: permissions, review gates, budgets, audit trail. We meet you at the right setting and graduate from there.
AI-augmented
Human drives, AI multipliesA developer and an agent in one session, every change watched live. The human owns each decision and merge. Features in days, not weeks.
Supervised agents
Agents execute, humans gateAgents work whole tickets end-to-end, unattended — with a review agent and human validation before anything reaches Done. This is how fundshub.io was built.
Autonomous operations
Agents run, humans auditScheduled loops act without a human present, inside hard guardrails: budget caps, kill-switches, scoped access. We run this on our own product today.
What sets us apart
- We specialize in what most teams avoid — serverless, event-driven systems on AWS. Production-grade only, no shortcuts.
- 10+ years shipping complex systems across ad-tech, SaaS, healthcare, and fintech. We know what breaks before it breaks.
- We run AI agent swarms in our own operations. The same automation architecture we use internally, we build for clients.
Technology
A deliberately boring, battle-tested stack
AWS LambdaPythonDynamoDBEventBridgeApache SparkOpenSearchAWS SAM / CDKCloudFrontPostgreSQLStep FunctionsSQSS3Machine LearningAI AgentsEvent-DrivenServerlessDockerCI/CD
Lead your own agent fleet
Onboarding humans is its own discipline. Our AWS Cloud Solutions curriculum and the “augmented mindset” program give developers — and the people who manage them — the serverless and agent-operations skills the market now demands.
Explore the Training Center →The SOSW framework
Our open-source toolkit for orchestrating serverless workers on AWS — the same patterns behind the systems we ship. Read the docs, run it yourself, build on it.
docs.sosw.app →Start here
Start with one workflow
The best proof is a running pilot on your real data — spec’d in a week, shipped with a full audit trail. Tell us what’s slowing you down.