building world's fastest retrieval & inference algorithms
we built an OS. and yeah you can talk to it, runs locally.
coming fall 2026
an open-source tool for symbolic regression, a machine learning approach focused on finding simple, symbolic expressions that best fit a given objective.
coming easter 2026
rpc over websockets made easy, robust, and production ready. a fast and durable bidirectional json rpc channel over websockets. the easiest way to create a live async channel between two nodes via python (or other clients - works with docker, node.js, ruby on rails, and any other platform).
a powerful debugging and monitoring library that provides comprehensive tracing, performance monitoring, error tracking, caching, and production-ready features.
a lightning-fast distributed background task processing framework with one-way background task processing devoid of unnecessary complexity. seamless scheduling of immediate or future workloads. bypass problematic tasks or parameters without requiring code redeployment.
srswti-axis (ai explainable inference & search) is an industry-ready machine learning library for advanced data retrieval and interpretable ai solutions.
all datasets available on hugging face
read our latest thoughts and research:
exploring next-generation search algorithms and retrieval systems
investigating the intersection of probability theory and chaos theory in modern ai systems
understanding data flow optimization in distributed systems
our perspective on hardware-software optimization challenges in modern llm deployment
- website: www.srswti.com
- location: new york
- hugging face: @knowrohit07
- github: @knowrohit
- twitter: @srswti_ai
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