Canopy
Siggmond
Systems-focused , failure-aware engineer building inspectable services and operational tooling.
Role alignment : backend · systems · platform · full-stack.
Systems
Systems
For architectural depth , start with Collab Engine or SyncBridge.
- I describe systems in terms of invariants , failure modes , and recovery paths.
- I prefer deterministic boundaries : explicit contracts , validated inputs , and observable state.
- I optimize for operability : retries , cancelation , idempotency , DLQs , and replay when they matter.
- I keep scope sharp : tradeoffs and intentional exclusions are part of the artifact.
AI
AI
Evaluation , systems design , and applied models.
Exit
Contact
Ethos
Prefer explicit state , bounded scope , and observable recovery over cleverness.