Xiang Lei

Does the API provide webhooks for 'Human-in-the-loop' scenarios where the confidence score falls below a certain threshold?

How does the local RAG engine handle large personal knowledge bases?

Do you support webhooks for real-time notifications, or is it strictly a REST-based polling system for now?

Does Silkwave support 'System-wide search' for my chat history?

How does the AI handle niche technical roles or unconventional career paths? Does it have specific industry-based knowledge to ask deep follow-up questions?

Does LiquidFetch allow exporting these stats as a high-res image

When a human intervenes at a checkpoint, does BIOS perform a RAG-based update to its internal plan, or does it re-simulate the entire reasoning chain?

For usage-based pricing, how does Meteroid handle high-frequency events?

How does The Prompting Company handle the 'hallucination' factor? If an AI recommends a competitor by mistake, what levers can a product pull through your platform?

does Willow analyze my previous sent items to learn my tone, or does it primarily rely on the active application window's context?

how does Kipps AI manage conversation memory? If a customer returns after 2 weeks, does the agent remember the previous context?

with the 90% cost reduction mentioned, does this apply to multimodal inputs like huge image datasets used as part of a system prompt?

how does it deal with multiple time zones mentioned in one thread? Does it automatically convert everyone to their local time?

How does Pandada handle sensitive data within these files? Are the models SOC2 compliant, or do you offer localized data processing?

Since Prism understands the full context, can it detect logical contradictions between the results in a table and the analysis in the discussion section automatically?

Can we use it to connect local databases or internal APIs to the Swarm for enterprise-level automation?

Are you using RAG over your indexed templates to ensure the AI doesn't hallucinate legal clauses?

For users with thousands of notifications, how does your 'Notification Filter' interact with the native iOS Notification Center? Can it hide badges in real-time?

Can we filter by geographical regions to ensure our comments are seen by users in specific markets like the US?

Does it support full parity for all Resend API features, or are there specific limitations we should know about?