Crowork.ai

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Crowork is an AI-native studio. We build and deploy working AI memory + automation — and we publish what we make. Below is shipped work, not slideware.

Shipped · open source

speech-act-memory-gate

The AI-memory ingest gate that won't store your questions as facts.

Apache-2.0 · public

A drop-in gate for mem0 / Zep / Letta / RAG

Most memory layers run extract-then-store and happily save a question as a fact. This gate classifies the speech act of each turn first and only lets real assertions through — plus a trust model so one mention isn't treated as certain.

35.2% → 100% precision on a 60-utterance EN/HE/RU/RO benchmark vs a mem0-style baseline. Zero deps, ~1µs/call.

View on GitHub →
Service · done-for-you

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Work with Crowork

Memory that hallucinates? Manual ops that should be automated? A launch that needs assets? We ship the first fix fast — money-back if it doesn't hit the metric we agree.