praxis-cloak
On-device PII scrub + rehydration for cloud LLMs — chat with Claude/GPT while a local model swaps your PII out before the prompt is sent, then maps the answer back to your real entities. Built with Qwen.
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cactus-compute/cactus-hybrid
On-device models that know when they're wrong: every answer carries a confidence score for cloud handoff.
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