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Show HN: WARN Firehose – Every US layoff notice in one searchable database

warnfirehose.com

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Re: Show HN: WARN Firehose – Every US layoff notice in one searchable database

#21

Post by sendkamal »

pdh wrote: post #15
malshe wrote: post #13

This dataset looks interesting but the site doesn’t instill a lot of confidence in data integrity. On the Charts page the selected time range is 12/01/2025 to 02/28/2026 and shows 106,603 employees affected. But the horizontal bar chart with state level data shows numbers in millions. For example, CA has more than 2 million and IL has more than 1.7 million employees affected. Then the layoff map at the bottom shows o…

Agreed, this doesn't pass my smell test. November 2026 reports layoffs in NJ (with past tense) https://warnfirehose.com/blog/2026/11/week-1 The layoffs in the report are not listed in NJ's own warn notice https://www.nj.gov/labor/assets/PDFs/WARN/2026_WARN_Notice_A...

Thank you and I will have them addressed. There are many things in terms of data quality and I am still working on it.

Re: Show HN: WARN Firehose – Every US layoff notice in one searchable database

#22

Post by sendkamal »

malshe wrote: post #13

This dataset looks interesting but the site doesn’t instill a lot of confidence in data integrity. On the Charts page the selected time range is 12/01/2025 to 02/28/2026 and shows 106,603 employees affected. But the horizontal bar chart with state level data shows numbers in millions. For example, CA has more than 2 million and IL has more than 1.7 million employees affected. Then the layoff map at the bottom shows o…

Thank you @malshe. I will review and get it addressed. The site is not perfect at all and I will address them.

Re: Show HN: WARN Firehose – Every US layoff notice in one searchable database

#23

Post by sendkamal »

csomar wrote: post #14
malshe wrote: post #13

This dataset looks interesting but the site doesn’t instill a lot of confidence in data integrity. On the Charts page the selected time range is 12/01/2025 to 02/28/2026 and shows 106,603 employees affected. But the horizontal bar chart with state level data shows numbers in millions. For example, CA has more than 2 million and IL has more than 1.7 million employees affected. Then the layoff map at the bottom shows o…

You can think about LLM-generated UIs/apps the same way you think about LLM-generated responses. It's a bunch of garbage, but if you know what you're looking for, you might find something useful. This doesn't seem to work at all for stats-related apps/sites though, since you can't judge the accuracy of what's being presented. If the site claims it'll "take you to space," you don't take that literally, you just treat…

Thats such a great point. What if I am (somehow) able to warrant that the data presented here exactly matches the state notices? would that be helpful?

Re: Show HN: WARN Firehose – Every US layoff notice in one searchable database

#24

Post by sendkamal »

mmooss wrote: post #18
csomar wrote: post #14

Earlier quoted context omitted.

You can think about LLM-generated UIs/apps the same way you think about LLM-generated responses. It's a bunch of garbage, but if you know what you're looking for, you might find something useful. This doesn't seem to work at all for stats-related apps/sites though, since you can't judge the accuracy of what's being presented. If the site claims it'll "take you to space," you don't take that literally, you just treat…

> It's a bunch of garbage, but if you know what you're looking for, you might find something useful. If you mean an LLM can be a brainstorming and hypothesis machine, and you have prior expertise to evaluate the proposals, then I can see that value. (Maybe that's what you meant, of course.) But prior expertise is absolutely necessary. Otherwise we make ourselves victims of mis/disnformation. People say the Internet i…

great perspective @mmooss. There is a lot to grasp but I am paying attention. Do you think there is a value to these data if presented accurately, timely and with good analytics?

Re: Show HN: WARN Firehose – Every US layoff notice in one searchable database

#25

Post by sendkamal »

cobertos wrote: post #8

Interesting, though a lot of the UI seems broken. For my state I see some notice dates in the future (it's not explained why, if this is when the filing will be executed or if it's an incorrect filing date, as the column is just "Notice Date") Some of the entries pull up a page that says "Failed to load company data: No company name provided in URL" from the state specific view (e.g, any link on https://warnfirehose.…

@cobertos The UI things should have been addressed. However I did to an extensive testing myself and everything seemed to have worked for me. I am sold that vibe coding is a thing, seriously. To your question about normalization cleaning - I have gone through multiple iterations - the data is definitely not clean and all. However, claude has made a function (instead of cleaning them on demand, it has a function which gets updated with every pattern so it could be reused).

For the pricing, to be honest I have zero hope to make money. Its just out there because I wanted to integrate this with stripe for payments and all. At the same time, if you look at competitor sites, they seem crap lol. plus look at their pricing. The site does have some operating cost and I will have to recover them if i can if I want it to be self sustainable but only if this is a value to someone. I am trying to make this a value. Please offer if you have ideas and I would appreciated it :)

Re: Show HN: WARN Firehose – Every US layoff notice in one searchable database

#26

Post by sendkamal »

skadamat wrote: post #10
cobertos wrote: post #8

Interesting, though a lot of the UI seems broken. For my state I see some notice dates in the future (it's not explained why, if this is when the filing will be executed or if it's an incorrect filing date, as the column is just "Notice Date") Some of the entries pull up a page that says "Failed to load company data: No company name provided in URL" from the state specific view (e.g, any link on https://warnfirehose.…

Definitely vibe coded. It follows the same generic Claude UI patterns for a data app / data oriented website. Not necessarily a bad thing per say if it's still curated and tweaked with human taste. And ofc validated to work :)

Hi @skadamat - I am not very experienced with claude code and don't know what it has done previously but new opus 4.6 is great. I think I need to work on claude.md. That really seems to be the soul of Claude. I've incurred quite a lot of money on API cost and claude plan and my time. But I feel like that can be cut to 1/4th easily with a solid claude.md plan.

Re: Show HN: WARN Firehose – Every US layoff notice in one searchable database

#27

Post by sendkamal »

nebula8804 wrote: post #6

Great site thank you. Just curious, I looked up my company(more than 40k employees across the world including many US states) and it seems like I am not seeing the layoffs that colleagues have experienced. This is probably expected as im probably missing some criteria. Do all layoffs have to have a WARN notice or are there mechanisms/criteria that allow companies to lay people off without filing these noticies?

I am agreeing with two comments. There might be many reasons. Just the fact that there are only 12M records in last 30 years or so for all 50 states it definitely doesn't represent all data - may be 10%

Re: Show HN: WARN Firehose – Every US layoff notice in one searchable database

#28

Post by sendkamal »

LowLevelKernel wrote: post #12

How do I filter by Company Name?

you should just be able to go to data -> all records -> type company name.

By the way, if the company is public, it brings up stock ticker, SEC link and all layoff related news. Plus all historical WARN notices by that company.

Re: Show HN: WARN Firehose – Every US layoff notice in one searchable database

#30

Post by sendkamal »

Thank you for checking the work and all the comments which are very very valuable. Site does quite a lot to be honest so please take some time to explore more :)

- It has over 15k individual landing pages for search engines - a dedicated page for each city, state, company, county. These pages are very reach on how they look haha: - Exmaple: new jersey page-> https://warnfirehose.com/data/layoffs/new-jersey - Data is exportable to multiple format including json-d and parquet - i never heard of parquet before. - The site has MCP (model context protocol) built in ! - it accepts payments on multiple methods including paypal, apple pay, amazon pay, card etc. All refund and all built in. - It also has an invisible admin dashboard where I can see everything (all metrics, signups payments etc.) - Reports are crazy - these are genuinely better than someone writing at wallstreet journal, seriously. you would have to check to see them. - The api endpoints.

I am convinced the role Software engineer is going to go away by this year end. We are turning into builders, not coders. All SaaS apps are going to take big hit because they can be builkt better for fraction of cost by anyone - just think about it.

- Its all about ideas and anyone can do it.

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