The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

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ai-agents ai-infra hybrid-search rag real-time retrieval semantic-search voice-ai
78 Open Issues Need Help Last updated: Jul 3, 2026

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good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted demo

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted sdk

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted sdk

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted sdk

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted tooling

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted sdk

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
documentation good first issue help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted demo

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted demo

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted demo

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted sdk

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted demo

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted demo

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
help wanted demo

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement help wanted tooling

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue dependencies

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement good first issue needs-cloud-account

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
enhancement good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai
good first issue

The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.

Python
#ai-agents#ai-infra#hybrid-search#rag#real-time#retrieval#semantic-search#voice-ai