System architecture
For teams past the demo stage that need the runtime, tool layer, and artifact surface designed or rebuilt.
- Agent runtime
- Tool contracts
- Artifact UX
Partnerships
Useful alliances, not logo gardens.
We partner when it helps teams ship better systems: sharper implementation, stronger infrastructure, cleaner research, or warmer paths to real problems.
- 4
- Review tracks
- 48h
- First reply window
- No wrapper work
- Operating rule
Where partnership makes sense
Each track needs a clear owner, a real operating advantage, and a reason clients benefit.
Cost and latency audit
For loops where repeated context, slow routes, or provider choices are turning into operating expense.
- Prompt caching
- Routing
- Route budgets
Evaluation harness
For teams that need golden sets, deterministic checks, judge rubrics, or release gates around model behavior.
- Golden sets
- Runtime checks
- Judge rubrics
Domain model review
For specialized domains where frontier APIs need controlled data, fine-tuning, or pre-handoff verification.
- Domain fixtures
- Fine-tuning
- Mismatch detection
Partnership rules
No referral theater, no vague ecosystems, no reselling work we cannot stand behind.
- Every shared opportunity starts with a problem brief.
- Each side owns one clear part of the delivery.
- The client sees the operating model before they see a pitch.
Bring the system
before it becomes expensive.
We review agent runtimes, eval harnesses, artifact flows, and domain models when the risk is concrete enough to deserve serious architecture.
