@JacobSobolev Exactly! That's why I'm looking for real data before building policies further. Synthetic data proves the visualization works. Real data will show where the resolution logic actually breaks. If you have any multi-source datasets with contradictions, I'd love to test against them.
Building an open-source belief database for AI agents.
RegularDB: https://t.co/EliIhf8hPQ=Lisbon
Verus:stores 4 claims about the same thing from 4 sources,each with confidence+validity,detects contradictions,tells the agent what to believe.
Proto: https://t.co/JY9wfMSzUT @svpino
Right now it runs on synthetic data (24claims, 9conflicts). I need real-world datasets with multi-source contradictions to test resolution policies.
If youre building AI agents and dealing with conflicting data-love to hear how you handle it today.
#BuildInPublic#AIagents#MCP
How it works:
- Claims have sources (CRM, user, API, docs, agent), confidence scores, and validity windows
- Conflicts are exposed, not hidden - the agent sees contradictions before acting
- Resolution is policy-driven, not hardcoded
Conflict graph, timeline, confidence decay
Isin - #opensource voice assistant for macOS.
Press Cmd+Shift+Space β speak β local Whisper transcription β skill executed: save a note, set a reminder, or ask #Claude.
Everything runs on-device. No cloud. #Rust + whisper.cpp + #Ollama.
https://t.co/JB9TYeXYe0
https://t.co/50hSC0JQtL
So I'm shutting down the commercial side and open-sourcing everything. Nearly 2 years of Rust code: Axum, SQLx, PostgreSQL. Circuit breakers, retry strategies, compile-time checked queries. Maybe it helps someone.
1) Last year I built WebhookFlow β a reliable webhook delivery platform. The goal was to become the "SendGrid for webhooks": auto-retries with exponential backoff, circuit breakers, dead letter queues, analytics. All in Rust. π§΅
6) If you're learning Rust, building webhook infra, or just want to see how a production backend looks β it's yours.
https://t.co/u8ZuVQCxC5
#buildinpublic#rustlang#opensource
1) Last year I built WebhookFlow β a reliable webhook delivery platform. The goal was to become the "SendGrid for webhooks": auto-retries with exponential backoff, circuit breakers, dead letter queues, analytics. All in Rust. π§΅
5) So I'm shutting down the commercial side and open-sourcing everything. Nearly 2 years of Rust code: Axum, SQLx, PostgreSQL. Circuit breakers, retry strategies, compile-time checked queries. Maybe it helps someone.
Created a quick-start example:
https://t.co/Rszd1YWvNw
Shows how to integrate WebhookFlow API in just a few lines of Go code.
Making the API accessible = step 1 to getting users.
Docs + examples + working code.
#BuildInPublic#Golang#API
https://t.co/e73ZUPj7Bi
Created and published documentation for the WebhookFlow API. A fully working flow in production. It remains to be seen if anyone needs it)))