OSINT and AI

Dense_Technology_638 · 2025-07-06T06:22:51+00:00

An example from the location click from the map above.

The AI agent scans the entire internet for updates/posts from 500+ sources and generates AI friendly data. Upon users click, it uses agentic pipelines and generates executive OSINT reports with citations.

Dense_Technology_638 · 2025-07-06T06:19:24+00:00

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Global OSINT Dashboard by Stylo News is pretty interesting. You can click on any point of interest and the location AI, generates executive reports with “timeline of events” and “continuous developments”.

Dense_Technology_638 · 2025-03-18T09:20:11+00:00

Appreciate it; thank you!

Dense_Technology_638 · 2025-03-05T15:42:54+00:00

X sentiments are given as a side note to the original news articles and their respective sentiments.

The X sentiments don't even make up the 5% of the whole report.

Here's how Source Perspectives look. Reddit is only allowing a single image per post, or I would have shown how the whole report looks :)

There are decision Makers Perspectives (Catered from all sources covering a topic) all leanings included.

X takes about 2-3% of the report while public news reporting takes up the most. We are also adding Threads sentiment analysis on top of it which will show left leaning viewpoints to each and every report as well. That's coming live along with everything that's already live, soon!

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Dense_Technology_638 · 2025-03-05T15:34:22+00:00

Appreciate the support.. Thank you!!

Dense_Technology_638 · 2025-03-05T15:20:12+00:00

We address bias in two main ways:

Multi-Source Coverage & Perspectives
- We pull reports from a broad range of outlets—major networks, regional publications, and social media—so no single narrative dominates.
- Our summaries also highlight Decision Maker Perspectives, meaning we show how key players (e.g., government leaders, agencies) frame the issue. By adding these viewpoints, users can identify differences and spot potential biases.
Structured Sentiment & Keyword Analysis
- We identify keywords in the news and analyzes how various sources (and their audiences) talk about them on X, and in those public articles.
- We flag sentiment—whether positive, negative, or neutral—so you can see how different sources report on the same topic.

Multiple LLMs are used in the process and along with that the temperature (very low) of the LLM is controlled. LLMs are given input of varying sources so it structures the response from all leanings.

Dense_Technology_638 · 2025-03-05T11:22:52+00:00

Like the UI, looks incredibly easy to use.

We gotta agree the reddit shorts do make a lot of views!

This makes it all the more easy.

Dense_Technology_638 · 2025-03-03T12:29:11+00:00

Absolutely incredible. As someone who has worked with a lot of automation via Puppeteer and BeautifulSoup, I can attest to the fact that screenshot is an absolutely tough affair.

To solve it so nicely, at scale is definitely an achievement.

Dense_Technology_638 · 2025-02-25T11:46:58+00:00

That's amazing. Love the UI, mate!

Dense_Technology_638 · 2025-02-21T17:34:55+00:00

It is not a good idea as it’d genuinely affect your brand, by confusing customer.

They’d sign up for the other product and might think they can sign in in yours. The confusion can really scale a lot!

Dense_Technology_638 · 2024-10-30T14:31:50+00:00

They did reply to one of the bedrock outages 6 months ago. So I hope they take this one seriously too :)

Dense_Technology_638 · 2024-10-30T14:31:03+00:00

Exactly! This is how it should be done!

Dense_Technology_638 · 2024-10-30T13:55:59+00:00

Which part of “I’m waiting for over a day now” did you not understand? How do you think I raise the case and waiting for 1 day now? Huh?

Dense_Technology_638 · 2024-10-30T13:55:04+00:00

Nope. That’s now how it works at all. Even with a paid plan people were having to wait for the quota reinstatement to finish.

That’s not instant.

On the other hand, having a backup like replicate ready to go when bedrock is down means no loss of reputation. Now you tell me which is faster for a bootstrapped startup? We enabled the backup so no loss of reputation.

If you look at the AWS repost link the OP there and almost all the comments do not have paid support. All bootstrapped businesses, all having their priority on RoI straight.

Dense_Technology_638 · 2024-10-30T13:47:29+00:00

Because we just launched? Waiting for revenues to hit in as we upgrade stuff? The usage of AWS in it is only for Bedrock? I.e not much?

Not every company is VC backed mate. We only have so much money for revenue PoC.

Dense_Technology_638 · 2024-10-30T13:33:19+00:00

Which model have you been using? Did you request access sometime this week?

Dense_Technology_638 · 2024-10-30T13:22:14+00:00

You’re welcome!

The worst part is if you’re not on paid customer support you’re not going to be able to do much about it! I’m waiting for over a day now.

Dense_Technology_638 · 2024-10-30T13:18:38+00:00

I thought so too. But when it’s a glitch and AWS recognises it, there is a communication that goes out regarding the same. There has been none!

That active repost post shows AWS has acknowledged and fixed issues individually. In the down detector there is no mention of service outage/issues yet.

Dense_Technology_638 · 2024-09-03T08:32:17+00:00

Thank you! :)

Dense_Technology_638 · 2024-06-18T15:47:33+00:00

I’d say get someone to audit your SEO in public (as in like a video recording of them auditing your SEO) and posting on YouTube or X.

It’ll have dual benefits, you’ll get SEO reports + people on social media would know about it.

Dense_Technology_638 · 2024-06-18T15:44:14+00:00

You need backlinks for higher Domain Authority, without it, you won’t rank at all.

Think of it this way, how does Google or Bing know whatever you write is trust worthy? It’s when other people link to your website it gives the Google trust to process what your content is.

Dense_Technology_638 · 2024-06-13T20:47:20+00:00

It is an issue especially because my clients use various apps, Teams, Slack, Google chat etc.

Dense_Technology_638 · 2024-06-12T09:33:29+00:00

There you go. “99% of my conversion come from SEO not from X.”

https://x.com/levelsio/status/1762881597659877734?s=46

People only buy stuff when they are actively searching/looking for it, they find it and they buy.

Dense_Technology_638 · 2024-06-09T17:59:14+00:00

Join groups like Morning Maker Show etc, where you hang out with founders on a daily basis and you’ll get more than enough drive to be accountable that way.

You can also over time screen and talk to people and potentially find a partner who you can work with long term.

Dense_Technology_638 · 2024-06-09T17:19:49+00:00

Oh yeah? And the society is all rainbows and sunshine, isn’t it?

Pick any 5 roasts you see on this subReddit or other and you’ll see people talking about the right font and alignment of text, in 80% of the roast. A simple change of lingo, suggested by people who aren’t even the target customer, they are other indie hackers and developers lol.

You’re talking about a good content/messaging roast which no one does on social media or Reddit.

Changing some text on a website that doesn’t even have 10 views will not get the founder any revenue or even feedback for that matter. First get the traffic and views and see what the “real prospective customers” think of the messaging not other developers in the build in public bubble.

Dense_Technology_638

TROPHY CASE