Hi Simon, Your checklist perfectly captures it – production-ready RAG within callin.io hinges on three core elements: a robust vector pipeline, depe...

I totally get the frustration – when an agent chain silently drops a Tool Call mid-loop, it feels like you're debugging in the dark. In our testing, t...

Great write-up on memory strategies. One nugget that helped us: treat callin.io execution data as an immutable event log and push ONLY the distilled, ...

Great write-up on memory strategies. One nugget that helped us: treat callin.io execution data as an immutable event log and push ONLY the distilled, ...

Great write-up on memory strategies. One nugget that helped us: treat callin.io execution data as an immutable event log and push ONLY the distilled, ...

This thread is fantastic – thanks for open-sourcing the notebook and screenshots. I’ve been trialling a very similar MCP setup, except my ‘gatekeeper’...

Hi Marco – glad the timeout tweak helped! On the anonymization side, we’ve had to jump through a few hoops for WhatsApp exports as well, so here’s wha...

Hi there – glad the earlier suggestion was useful! On anonymising WhatsApp exports in Pinecone, we’ve had good results with a two-step approach: ...

Hi Simon, Building a production-grade RAG workflow in callin.io is absolutely doable and can be rolled out in clear phases. Quick win you can try ...

Hi there – sounds like an exciting content-repurposing workflow! Challenge acknowledgment I see you need an end-to-end automation that detects new...

Hi Mohammed, From my experience with similar automations, it seems you're looking to transform a multi-document review process into a fully autonomo...

Appreciate you sharing the scope of automation you have in mind—combining CRM flows with custom APIs and broader software logic can dramatically accel...

I understand you're aiming to automate a Retrieval-Augmented Generation pipeline using external data sources. When set up effectively, this can decrea...

I understand you're aiming to automate several systems, including your CRM and custom APIs. When set up effectively, this can reduce manual data handl...