Developer asks how others retrieve AI-generated code solutions weeks later

·3 views

A developer who relies on ChatGPT and Claude several times a day for coding says they struggle to find past solutions, such as a JWT implementation, after a few weeks. They describe having to scroll through old conversations or re-ask the same question. The post asks the DEV Community how others organize or save these solutions, listing options such as Notion, Obsidian, and GitHub Gists. The author also wonders whether this is a widespread problem or a personal organizational issue, and links a short survey to gather responses.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

VR Game AmblyoPunch Turns Amblyopia Vision Therapy Into a Daily Quest

A developer with moderate amblyopia in the right eye found traditional patching therapy hard to stick with, so they tried AmblyoPunch, a Meta Quest VR app that gamifies vision training. The app presents slightly different scenes to each eye, using Gabor-pattern coins and red spikes that players punch or dodge with hand-tracking or controllers. Its automated four-stage program progresses or demotes the user based on a rolling success rate, with thresholds that a clinician can adjust through a configuration file. The author reported that early sessions were difficult, with success rates around 55%, but that scores rose past 70% within the first week, triggering the next stage. The account comes from a first-person report and does not establish clinical effectiveness.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Stripe webhooks can double-charge in production despite passing test mode

A Stripe integration can pass all test-mode checks yet still cause problems with real customers. In production, Stripe may deliver the same event multiple times, in any order, and retries occur when an endpoint is slow or unavailable. The article recommends four changes: verifying the signature against the raw request body, recording each event ID with a unique key to detect repeat deliveries, returning a fast 200 response while handling work in a background job, and re-reading subscription state from Stripe before updating a user's plan. The piece is accompanied by a disclosure that the promoted clip belongs to a paid billing kit from Syncoders Labs.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Solo Developer Builds JED AI, an Autonomous Cybersecurity Platform on Kali Linux and Python

A developer has built JED AI, a cloud-native cybersecurity platform aimed at replacing fragmented command-line security workflows with a single tool. The system uses an autonomous ReAct agent that takes a high-level target directive, chooses and chains CLI tools in sequence, and analyzes their raw output. Command results stream in real time to a unified dashboard via Server-Sent Events, and a geospatial OSINT module maps domain infrastructure and threat data. The project was created independently, without corporate sponsorship or venture funding, and is described by its author as an effort to make cyber defense tooling more widely accessible. The platform is publicly available at jedcorp.ink, and the developer has invited feedback on which tools to add next.

0 comments Read more at DEV Community

ProgrammingHacker News ·

AI agent reportedly performs brain surgery on a mouse, per social media post

A post on X (formerly Twitter) claims that an AI agent carried out brain surgery on a mouse overnight. The source material is a single social media link with a Hacker News discussion thread, and it provides no details on the research team, institution, or methodology. The claim has not been verified by any published study or independent report in the provided material. Without further documentation, the extent of the AI system's role and whether the procedure was autonomous or supervised remain unclear.

0 comments Read more at Hacker News