learning c:

Why My Reorder Model Now Asks Hindsight Before Ordering

Last quarter my forecasting model told a shopkeeper to order 50 cartons of noodles from a supplier whose minimum order quantity was 50.

• Hindsight is an open-source agent memory system for small Indian retail shops.
• System incorporates owner's constraints and preferences into reorder decisions.
• Hindsight dashboard includes sales, profit, order count, and low-stock items.

2h ago ·dev.to

I Gave My SRE Agent a Memory With Hindsight

Most incident-response agents can analyze an outage. The harder question is: what happened the last time we tried that fix?

• IncidentIQ provides SRE agents with historical context via Hindsight memory layer.
• System retrieves past incidents, actions, and outcomes to inform recommendations.
• Architecture includes React frontend, FastAPI backend, Hindsight memory, and Groq AI reasoning.

2h ago ·dev.to

Google's Custom Search API shuts down Jan 1. Migrate by changing one URL.

If you have code that calls https://www.googleapis.com/customsearch/v1 , it stops working on January 1, 2027 . Google has already closed the API to new customers, and existing ones are being moved off…

• Google Custom Search JSON API shutting down Jan 1, 2027
• Developers must migrate by changing URL, three options available
• cse-compat tool provides same API shape, forwards to Serper

2h ago ·dev.to

Building a Customer Support Agent with Persistent Memory

I Built a Customer Support Agent That Remembers What Users Said Most customer-support agents are good at answering the message in front of them.

2h ago ·dev.to