∴

How It Works

01
Define the performance target
Establish the workload, constraints, and baseline that make an optimization meaningful.
02
Search with an agent swarm
Specialized agents explore algorithms, implementations, and system changes in parallel.
03
Benchmark every candidate
Test promising approaches for speed, correctness, and operational tradeoffs.
04
Ship a verified improvement
Deliver the implementation, measurements, and reasoning needed to ship confidently.

benchmark / baseline · swarm / search · benchmark / candidates · optimization / verified

baseline throughput

4,120 TPS

p95 · 184ms

parallel searchiteration 028

scheduler

memory

consensus

compiler

network

storage

2,841 candidates explored

candidatedeltatest

candidate_07+191%PASS

candidate_19+164%PASS

candidate_22+203%FAIL

candidate_31+148%PASS

candidate_07 · verified

before

4,120

transactions / sec

→

after

12,004

transactions / sec

correctness suite · 8,419 / 8,419+191%

01
Define the performance target
Establish the workload, constraints, and baseline that make an optimization meaningful.
02
Search with an agent swarm
Specialized agents explore algorithms, implementations, and system changes in parallel.
03
Benchmark every candidate
Test promising approaches for speed, correctness, and operational tradeoffs.
04
Ship a verified improvement
Deliver the implementation, measurements, and reasoning needed to ship confidently.

benchmark / baseline

baseline throughput

4,120 TPS

p95 · 184ms