I been doing a smaller version of the same idea for just domain of job listings. Initially I looked at HNSW but couldn't reason on how to scale it with predictable compute time cost. I ended up using IVF because I am a bit memory starved. I will have to take at look at coreNN.
The scores are per job - so you could just sort by score in-addition to the other search criteria. The index is still building but I will follow up with an example for you when ready!
https://diffwithgpt.com is a tool that summarizes GitHub diffs using a locally hosted Qwen/Qwen-8B model. It currently indexes a small set of Go/devops repositories and enriches commits with AST derived context to improve semantic accuracy.(only past 3y of commits for now) The goal is to evaluate whether lightweight, local LLMs can provide meaningful changelog summaries. Any feedback welcome.
Wow, interesting. I been hacking a tool called https://diffwithgpt.com with a similar angle but indexing git changelogs with qwen to have it raise risks for backward compat issues, risks including security when upgrading k8s etc.
They are directly sourced from company websites or their ATS. I think it is unlikely that companies would list ghost jobs on purpose but it is likely that there will be some outdated ones.
Thx, the main site https://jobswithgpt.com is more extensive to search but I need to parse the salary info a bit more to make it searchable. It is way too noisy currently..
Cool! I had recently built something similar https://listofremotejobs.com because I was similarly frustrated. Uses gpt-4 to parse locations but still a bit noisy.
The crawler discovers new jobs as they come by but isn't real-time. You can just type keywords or phrases you like to see. Maybe Like is redundant. Thanks for the comment!
I’ve been working on a side project called jobswithgpt — after months of building and refining, the first version is finally live: https://jobswithgpt.com
The idea is simple: a job search site that actually works for job seekers. It focuses on listings posted directly by companies (no spam, no middlemen, no bloated sponsored posts drowning out real opportunities). It uses AI to surface better matches, recommend jobs intelligently, and pull out the most important info from job listings automatically. You can also bookmark jobs you’re interested in and track them easily — no signup needed unless you want personalized suggestions.
It’s still early, and we’re improving it constantly. Would love for you to check it out, try a search, and let me know what you think — good, bad, rough — all feedback helps. Thanks a lot for the early support!