Find each model’s balance.
Quantization, batching, and parallelism specialists propose changes. An arbiter decides which ideas earn a trial.
PRODUCT
A specialist team.
A shared understanding.
Follow how Sera turns workload requirements into proposals, trials, and decisions you can inspect.
MEET YOUR RESEARCH TEAM
Different perspectives.
Better-informed decisions.
Three specialists reason from the same evidence. Each owns a different part of the serving configuration, so you can trace a result back to the change that caused it.
THE MEMORY SPECIALIST
Smaller footprint.
Quality still comes first.
Explore weight and KV-cache precision to reduce memory demand. Every candidate still has to clear the quality and performance gates.
Weight precisionKV-cache precision
RESEARCH PRINCIPLE
If memory isn’t the bottleneck, the specialist can say so. A useful answer doesn’t always require a change.
FROM EXPERIMENT TO EVIDENCE
Good instincts.
Measured decisions.
Fitting in memory is a start.
Running well together is the test.
Bring them together.
Sera checks memory fit, then runs both models on one shared device. Each model must still meet its own limits.
Keep the whole story.
Every trial enters the ledger, including failures. See what worked, what didn’t, and why a decision was made.
A RESULT YOU CAN QUESTION
The failed trials
belong in the story.
A configuration can fit in memory and still fail under contention. Sera records reverts, checks predictions against measurements, and brings the evidence back to its specialists.
Follow an experimentDECISION RECORDIllustrative example
Memory fitPassed
Shared-device latencyLimit exceeded
DecisionRevert
WHY IT MATTERS
Enough memory doesn’t mean enough device time. Keep the models separate when sharing breaches a model’s requirements.
SEE THE LOOP IN ACTION