Article URL: https://www.highereddive.com/news/inside-the-federal-keyword-lists-that-canceled-billions-in-research-funding/826203/ Comments URL: https://news.ycombinator.com/item?id=49325159 Points: 7 # Comments: 0
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A startup called OliverGraph is building a platform to address a growing problem in software teams: AI coding agents operate in isolated sessions, causing critical context to be lost when a run ends. When multiple engineers use separate agents simultaneously — such as during an outage — findings and decisions made by one agent are invisible to others, leading to duplicated or conflicting work. The tool aims to capture what each agent did, why it acted, and what it changed, then link that history to existing artifacts like pull requests, documents, and incidents. This connected history can then be fed back into future agent sessions, so new agents benefit from what previous ones already learned. OliverGraph is currently seeking early-adopter engineering teams to trial the platform.
A developer tutorial on DEV Community outlines a step-by-step approach to implementing password reset emails in a backend application using an email API called Notify. The flow involves generating a cryptographically secure, short-lived token, storing only its hashed version in the database, and sending the raw token to the user via a reset link. When the user submits a new password, the backend hashes the received token, compares it against the stored hash, and invalidates it after a single use. The guide recommends a token expiry window of 15 to 60 minutes, enforcing HTTPS throughout, and rate-limiting reset requests to prevent abuse. It also covers optional webhook registration to automatically detect email bounces without manual intervention.
A developer has built PawSafe, an AI-powered web application designed to help dog owners quickly determine whether a particular food is safe for their pets. Users can submit a food name, upload a photo, or both, and the app returns one of four safety ratings along with explanations and safer alternatives. The tool is powered by Google's Gemini API, which handles both text and image analysis on the backend to keep the API key secure. Built with a React frontend and a Node.js/Express backend, PawSafe was created to spare dog owners the hassle of searching multiple sources for food safety information. The project was submitted to the DEV Community's Weekend Challenge: Dog Days Edition, competing in the Best Use of Google AI category.
Article URL: https://www.ischool.berkeley.edu/sites/default/files/vinton_report_5.pdf Comments URL: https://news.ycombinator.com/item?id=49325185 Points: 9 # Comments: 0
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