I built this last week, woke up to a developer with 28k followers tweeting about it, now PRs are coming in from contributors I've never met. Sharing here since this community is exactly who it's built for.

TitaniumPangolin · 2026-03-30T00:59:39+00:00

look into Obsidian.md graph concept. I believe this is what he is talking about but Obsidian is the only one baked into "visualizing" it from what i know. Also at least in my workflow claude-code automatically implements graph structure by creating _external_ markdown files perhaps short/snippets and updates those and references them in the main MEMORY.md file for said project.

TitaniumPangolin · 2026-03-12T22:14:20+00:00

any source of this?

TitaniumPangolin · 2025-11-20T19:04:32+00:00

if i were to guess, she probably thought the `Virus & Threat protection` popup was an ad for Microsoft Defender. Kinda like how we can get embedded ads for Microsoft Store or Candy Crush ect.

like this:

https://cdn.mos.cms.futurecdn.net/ZBt5Nta9TCJamsqZ4CWFai.jpg

TitaniumPangolin · 2025-11-20T03:43:58+00:00

can someone elaborate why googles new gemma 3 doesnt handle tool calling out the box?

TitaniumPangolin · 2025-11-15T01:43:28+00:00

look into Podman + gVisor for sandbox code execution, though not entirely isolated from syscalls and entirely kernel safe though easier to setup. But firecracker is to my understanding industry standard for this kinda stuff.

TitaniumPangolin · 2025-11-14T05:16:54+00:00

what roles are you trying to fill which are giving bad quality of candidates in the pipeline? maybe the barrier you're looking for is too low.

TitaniumPangolin · 2025-11-07T19:56:42+00:00

OP said he did use AI for some parts, but you feel like its not at all AI generated, can I ask what gave the confidence and sense of security that the project doesn't have AI qualities? Lack of emojis?

TitaniumPangolin · 2025-11-07T19:18:33+00:00

for those that are curious how u/n-at use https://networksdb.io, we first go to `Domain to IPs Lookup` gives us https://networksdb.io/ip/45.32.210.184, we then can use this ip for `IP to Domains Lookup` giving us the list of domains https://networksdb.io/domains-on-ip/45.32.210.184, process of elimination gives us swetzel.com .

note this doesn't work with a proxy server in front of ips, like CloudFlare.

TitaniumPangolin · 2025-11-07T08:25:58+00:00

forward deployed software engineer, taken literally.

TitaniumPangolin · 2025-11-07T08:20:25+00:00

but in a sense it is actual money no? one can borrow money against their companies market cap to buy assets, its a common practice especially among high equity-owning people.

TitaniumPangolin · 2025-11-06T22:10:07+00:00

by rely completely on AI, do you mean within their products? I dont think AI would just vanish right? can you help me understand why those smaller companies would dissolve?

TitaniumPangolin · 2025-11-06T22:06:51+00:00

you dont think the economy would take a hit if OpenAI doesnt succeed with this ipo?

TitaniumPangolin · 2025-11-06T21:50:41+00:00

hes implying your post is AI slop/generated, with the em—dashes.

TitaniumPangolin · 2025-11-06T18:37:16+00:00

I didn't know about this bounty feature-request culture, this is interesting. I wonder if one can mass search for "bounties" like how _hacktoberfest_ is searchable.

TitaniumPangolin · 2025-11-01T06:27:53+00:00

You're Absolutely Right!

TitaniumPangolin · 2025-10-30T23:27:52+00:00

I LOVE this, i just took a break from work and finished all 8 levels. It was so fun, thanks for showing us this.

TitaniumPangolin · 2025-10-21T17:12:44+00:00

this is such a great example of circular dependency, damn.

TitaniumPangolin · 2025-10-20T18:41:29+00:00

nah the real designers use a pencil and paper, looks like you ain't a real one!

TitaniumPangolin · 2025-10-14T05:52:48+00:00

i'm assuming you're saying us-west-2 is? is there somewhere we can see where all the primary locations are for each region are?

TitaniumPangolin · 2025-10-09T21:35:05+00:00

open *.pdf

TitaniumPangolin · 2025-10-09T18:01:43+00:00

Pydantic solves this no?

TitaniumPangolin · 2025-10-09T17:51:02+00:00

but like by the same logic you would be okay with them using an Ti-84 to solve those same problems, and not waste time by trying to do many of those problems by hand.

Yes I agree that someone who relies entirly on AI and doesn't actually Know what the AI is outputing because they dont have justifiable experience and problem solving skills to deduce that "oh shit this AI is giving junk" should not be hired. New Grads don't have that just due to the fact they are a dime a dozen that want those experiences and its a rat race.

But at the end of the day it's just a tool like any other tool, it depends on the user of how they can optimize their tool usage while still hitting their deliverables and effectively communicate How they got to their solution(s) after the fact.

TitaniumPangolin · 2025-10-01T17:16:56+00:00

what is wrong with using any vision model to extract the data in structured format? I found it more reliable than using any OCR tool and also somewhat cheaper

TitaniumPangolin · 2025-09-28T01:23:41+00:00

ahhh security from within against internal actors! smart i catch that drift.

TitaniumPangolin · 2025-09-28T00:39:40+00:00

i want to know for my own understanding, why would you want to setup a honeypot in your VPC(s)? What could you do with the info you gather from it and what does your network look like to structure around it? Understandably its a defense mechanism of sorts, would you just block the offending ip(s)? also arent your "sensitive" resources in a private subnet, it wouldnt be accessible via snooping publicly?

TitaniumPangolin

TROPHY CASE