Open Source

rotalabs-cascade

Python · 94% detection · 86% cost reduction

Domain-agnostic trust cascade routing. Routes decisions to the cheapest sufficient layer-rules when possible, AI when necessary.

pip install rotalabs-cascade

PyPI npm GitHub

rotalabs-probe

Python · 90-96% accuracy

Sandbagging detection via metacognitive probes. Detects when AI systems deliberately underperform or hide capabilities.

pip install rotalabs-probe

PyPI npm GitHub

rotalabs-steer

Python

Runtime behavior control with steering vectors. Adjust model behavior without fine-tuning.

pip install rotalabs-steer

PyPI npm GitHub

rotalabs-ftms

Python

Field-theoretic memory for AI agents. Continuous field representation with natural decay and smooth retrieval.

pip install rotalabs-ftms

PyPI npm GitHub

rotalabs-verify

Python

Verified code synthesis with CE2P hypothesis. Confidence-Error-Effort-Progress signals for correctness verification.

pip install rotalabs-verify

PyPI npm GitHub

rotalabs-redqueen

Python

Evolutionary adversarial testing. Genetic algorithms for attack pattern generation and co-evolutionary defense.

pip install rotalabs-redqueen

PyPI npm GitHub

rotalabs-eval

Python · Spark

Distributed LLM evaluation at scale.

pip install rotalabs-eval

PyPI npm GitHub

rotalabs-accel

Python · Triton · 8.1x speedup

Speculative decoding and kernel implementations for inference acceleration.

pip install rotalabs-accel

PyPI npm GitHub

DistSynth-50

50 distributed systems synthesis tasks for evaluating verified code generation.

GitHub