u/mdarmousa

I have Money transaction data in postgres DB, with fields like merchant, MCC, amount, date, card last four digits, and location.

I want users to ask questions like:

• “How much did I spend on restaurants last month?”
• “Show transactions in Dubai on my card ending 4242.”
• “How does my spending compare with last month?”

Low end-to-end latency is the main requirement, while keeping filtering and calculations accurate.

I’m considering using a small LLM to turn questions into structured queries, executing them against the database, and rendering results without a second LLM call.

Has anyone built something similar? What architecture and models worked for you, and what actual latency—especially p95—did you achieve?

I’m trying to find the original round-bottle Insolence as a gift. The newer version smells different. Any leads on a reliable seller, ideally in the UAE?

I’m looking for someone with both technical and compliance experience in PCI DSS who can help put me on the right track.
Ideally, someone who has worked hands-on with PCI architecture, card-data handling, tokenization, and the certification process. If you have relevant experience or can recommend someone, please reach out.

Hey everyone,

I’m planning to take the CKA (Certified Kubernetes Administrator) exam soon, but the cost is a bit high for me right now.

I’ve seen some people mention big discounts (like 50–70% or more), but I haven’t been able to find anything active.

Does anyone know:

• If there are currently any 70%+ discount codes available?
• The best time of year to get the biggest discounts?
• Any legit ways (events, newsletters, student programs, etc.) to reduce the price significantly?

Would really appreciate any tips or recent experiences

Thanks in advance!