We just released goldenretriever.ai here: https://www.producthunt.com/prod...
It ingests and embeds almost every file format (videos, docs, decks, podcasts, keynote, excel etc) so you can search the context layer not just the text transcriptions. It works in most languages. You can find the bit in the video where the two rivals stood on stage together, or when the slide with the results was shown in the background, or grandma and Harry met for the first time and hugged. It's an amazing piece of software. On here in public beta, free for up to 100 files, and with 20% off and fixed price for life for PH users. Try it out and let us know what you think! https://goldenretriever.ai Felix Velarde author of Scale at Speed, former UK lead for Vint Cerf's People Centered Internet project, Hult.edu adjunct prof etc
Building ScoreOne Most platforms stop at showing marks and ranks. We wanted to go deeper into how students actually lose marks during exams:
- weak-topic patterns
- time-management collapse
- repeated mistakes
- accuracy under pressure
- chapter-wise consistency The interesting part is our AI-assisted question pipeline:
Questions are generated in structured JSON format, then validated through multi-stage verification loops for:
- conceptual correctness
- PYQ-style difficulty alignment
- option ambiguity
- logical consistency Uncertain questions are automatically routed to a human review dashboard before entering production. Currently working on:
- institute workspaces
- batch analytics
- teacher dashboards
- mistake intelligence
- adaptive retry workflows Would genuinely love feedback from:
- JEE aspirants
- coaching institutes
- teachers
- infra/AI engineers
- anyone building in education systems Trying to build this as serious exam infrastructure, not another AI tutor wrapper.
I m building TalorData, a Search API for developers, SEO teams, and automation workflows that need structured search result data without maintaining their own scraping infrastructure.
Hey makers I m building Pathvio (https://pathvio.in/) an AI-powered platform focused on helping professionals navigate career growth more strategically. Features currently include: * AI career roadmap generation
* Resume analysis
* Skill-gap insights
* Career-switch guidance
* Personalized recommendations I m currently looking for early adopters willing to test the product and provide honest feedback on: * onboarding
* clarity
* usefulness
* feature prioritization
* overall experience Would love feedback from fellow builders and professionals. Happy to exchange feedback as well
QELLVIS is a system intelligence framework that models internal behavior inside complex environments. It does not predict outcomes it exposes the structural mechanics that produce them.
Today we re releasing the full documentation:
System3 engine
Public API
Connect importer
Deterministic propagation logic
Structural behavior modeling
QELLVIS reads systems through pressure, flow and constraint propagation. It reveals bottlenecks, overloads and hidden accumulation long before visible failure.
I have been working on an AI roleplay website called SelectiveDream where you can talk to different characters such as anime, superheroes, fictional personalities and so on. You can create your own characters and control how they behave. There are similar services but I've fallen to the AI hype.
I tried to do the following:
Freedom - ability to create any character that you want. (there are a few exceptions)
