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_tgxm
searching Neon…
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by
_tgxm
26d ago
One pattern I have observed and guilty of myself is that simple hybrid search patterns work poorly on single-word intent queries. It is better to do pure lexical search for certain queries and then fallback to semantic or hybrid.
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_tgxm
28d ago
I've settled into a habit of asking codex to write down summary of key decisions in a ledger as I end a unit of work. It keeps iterating natural but maintains a system of record on decisions in the same repo. The "ledger" is
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_tgxm
1mo ago
If anyone is looking to retrofit to an existing pipeline, I use similar ideas to compress vectors for job search, getting roughly 8x compression with about a 3.5% drop in quality. My experiment: https://corvi.careers/blog&#x
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_tgxm
1mo ago
Perhaps model size and reasoning length trade off to some extent, similar to CPU vs. RAM. A smaller model with a longer reasoning trace has more intermediate structure to latch onto and build on.
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_tgxm
1mo ago
Suppose I write a distributed algorithm in Rust. To verify it, I might describe the algorithm again in TLA+, model-check that specification, and prove that it satisfies the properties I care about. Now I have two artifacts: TLA+ specificati
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_tgxm
1mo ago
Good observation. This is an employer hiring demand index, not a measure of overall technology usage and my coverage is strongest among larger employers and organizations publishing through tracked ATS/job posting sources, so that coul
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What software and IT job postings tell us about tech stack trends
2 points
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_tgxm
1mo ago
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2 comments
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_tgxm
1mo ago
https://corvi.careers/reports/technology-stack-trends/ It tracks explicit mentions of ~ 181 languages, technologies, vendors, etc as seen in job postings. The motivation was that GitHub activity and developer surv
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_tgxm
1mo ago
Yup, and my data only captures a part of professional job market which itself is small part of labor market. I'd use this as additional data point to other sources to correlate etc. However, the experiment is mostly to test my own thes
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_tgxm
1mo ago
The annoying part is a large percentage of misbehaving bots (not obeying robots.txt for example) are via end user proxies across the world. However most of these aren't doing full-browser loop, so if you are behind cloudflare, you can
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_tgxm
1mo ago
I have recently started an experiment tracking a sample of 5000 employers in US and I see a bounce last week after a brief lull in july. I am not sure if there is a strong downward trend. https://corvi.careers/reports/u
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_tgxm
2mo ago
https://corvi.careers/ Adding salary visibility for U.S and improving job search
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_tgxm
3mo ago
https://corvi.careers/ job search, via MCP or web. No signup required.
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_tgxm
3mo ago
Just a minor suggestion if applicable: My site didn't pick up your listing - Corvi has a direct integration with Ashby. I recommend enabling all of job boards in integrations to get your posting to job search engines beyond popular one
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_tgxm
3mo ago
Thanks. Yes, entry level roles appear to be under pressure, and middle-management roles in the Bay Area may be seeing similar pressure. (anecdotally) What is less clear is whether these are early warning signs of a broader shift, or simply
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_tgxm
3mo ago
I run a job search site and I don't see a crisis in terms of job openings even for SWE - but there is very clear signal that AI is deeply getting embedded in every SWE job. https://corvi.careers/blog/global_softwar
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_tgxm
4mo ago
Salary explorer based on US job postings: https://corvi.careers/salary-explorer/
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_tgxm
4mo ago
I index all of them into a standard schema using various techniques including using LLMs for some part of it.
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Show HN: Search jobs using Claude, Codex via MCP
1 points
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_tgxm
4mo ago
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2 comments
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_tgxm
5mo ago
I am using openai small embedding model with custom compression. It is super cheap. You can read more at https://corvi.careers/blog/vector-search-embedding-compressi...
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_tgxm
5mo ago
Write QPS isn't what you want to measure, you should look at index fragmentation, dead tuple usage etc etc. All of those generally go in directions that you don't want.
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_tgxm
5mo ago
I am building corvi.careers, its a job search engine not social network tho
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Show HN: Privacy first job search with resume matching
2 points
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_tgxm
5mo ago
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1 comments
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_tgxm
5mo ago
http://corvi.careers - job search with features like resume match score etc
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_tgxm
5mo ago
The problem is way worse if you update rows, if you stick with insert and delete you can get quite far.
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_tgxm
6mo ago
try https://corvi.careers I been building it purely as job search platform, has good coverage of startups and public companies but I’d still recommend to use LI for network tho
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_tgxm
7mo ago
From what I could see, big retailers have a lot of "evergreen" openings which makes sense as they can have multiple locations and there is a lot of churn. And there are obvious outlier sub-categories like warehouse workers etc whi
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How long do job postings stay open?
33 points
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_tgxm
7mo ago
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43 comments
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Remote friendliness of various job categories
3 points
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_tgxm
8mo ago
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1 comments
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_tgxm
8mo ago
I am tracking AI mentions in jobs - https://jobswithgpt.com/blog/ai_jobs_jan_2026/ . I see some evidence that hardware roles expect you to leverage AI tools but not sure why it'd eliminate junior roles. I expe
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