EverFern is a next-generation AI-first desktop application that brings autonomous intelligence to your workflow. Built on a sophisticated graph-based agent engine, it orchestrates complex tasks, manages system operations, and provides real-time streaming insights all while keeping your data local and private. https://everfern.vercel.app
It brings your client and lead communications into one AI-powered inbox so you never miss a message, always know who needs a reply, and can respond faster without dropping other things.
Last quarter one of our engineers made a small edit to a system prompt. Pushed it directly. No review, no history, nothing.
Within an hour our AI was responding to users with completely wrong answers.
We had no idea what changed. No diff to look at. No rollback button. Just three of us staring at the codebase trying to reverse-engineer a single line edit that had already been overwritten.
The problem: every sandbox I tried still handed the real API token to the agent as an env var.
Nilbox uses Zero Token Architecture. Instead of securing the token after handing it over, we never give the real one in the first place. Agents get a fake token. When theymake an API call, Nilbox silently swaps in the real credential. If a hacker extracts your env vars, all they get is a meaningless string.
Yesterday i saw a discussion by @hamza_afzal_butt Do you think AI is improving education, or does it make students too dependent?
so here i am sharing my thoughts about AI learning as i am also buliding AI exam tool :)
AI makes learning easier, but if it just gives answers, students might stop thinking for themselves. (not good, right) That s why I m building PrepareBuddy-an AI study assistant that guides learning instead of just providing quick solutions. It breaks down topics, offers step-by-step explanations, and encourages critical thinking.
I m currently building a Chrome extension to solve a problem I face every day: Information Overload. Most AI tools give you a summary, but then you're stuck copy-pasting it into a document to save it or share it. I wanted to make that workflow seamless.
What I'm building:
Instant Summaries: Uses Anthropic's AI to condense any long-form article or web page.
One-Click Export: Save the summary immediately as a clean, formatted PDF or Word document.
Context Aware: Designed to keep the most relevant data and insights.
Hello fellow hunters, My name is Robert, and I have a passion for advancing AI and systems. The problem I found on my journey was that AI wasn't necessarily bad at giving responses in most cases, but rather it didn't have access to proper information. One solution was using web search API, but often times you are limited on content, have to parse messy HTML, and say a prayer that the content is relevant without any guarantee. My team and I decided enough was enough and designed Vybsly Search, an independent search engine with its own growing index. When you search you get the ACTUAL page content, no links or partial snippets, but the real text. We believe no one should have a monopoly on knowledge, especially when AI needs it most. Instead of stitching together Tavily and Exa and a weather API and then a crypto API etc etc, users can get everything in ONE call. We have spent years working on this type of project and appreciate anyone who tries it out. Best of luck to everyone perusing their dreams, as we will continue to build ours to help others achieve what was once not possible. Thanks :)
Hey Product Hunt I built LogicGapAI after watching agency BD reps spend 4 6 hours per prospect just to build a pitch. Crawl the site, format the findings, translate to business language, find the right contact, write the follow-up. By the time it was done, someone faster had already sent theirs.
LogicGapAI collapses that into ~60 seconds.
Paste any prospect URL and you get:
Lighthouse performance scores (Performance, Accessibility, Best Practices, SEO)
Gaps translated into revenue not rankings ("$221 $3,343/month recoverable in ~90 days")
