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DEV Community • 2026-04-20 15:51

Construindo um explorador de rede societária com grafos em Python

Uma das funcionalidades mais interessantes do CNPJ Aberto é a rede societária — dado um CNPJ, o sistema mapeia todos os sócios da empresa, encontra outras empresas desses mesmos sócios, e constrói um grafo de conexões. Isso transforma dados tabulares (CSV da Receita Federal) em inteligência empresarial. Advogados usam para due diligence, jornalistas para investigação, e analistas de crédito para ...

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6m read
I touched X11 for the first time in 30 years to run wrangler login. YouTube audio came with it.
DEV Community • 2026-04-20 15:49

I touched X11 for the first time in 30 years to run wrangler login. YouTube audio came with it.

What this post is about Here’s what I actually ended up doing: I wanted to run wrangler login on a GUI-less Ubuntu Server for a Cloudflare Workers project I already knew that API Token is the proper solution But I still wanted to see whether X11 forwarding could push the browser window to macOS It worked Then I got carried away, added PulseAudio forwarding, and ended up playing both ...

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8m read
AI Training, Local Gemini, and Styling Signal Forms
Angular Blog - Medium • 2026-04-20 15:44

AI Training, Local Gemini, and Styling Signal Forms

The Angular community is pushing boundaries! From building “Mind Palaces” with AI to running LLMs directly in your browser for free, these resources showcase how to build smarter, more accessible, and more beautiful applications.Check out these latest highlights:Angular Signal Forms: Auto-Style States with Custom CSSFanis Prodromou @prodromouf shows you how to take your UI to the next level. Learn...

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2m read
Hacker News: Front Page • 2026-04-20 15:41

Deezer says 44% of songs uploaded to its platform daily are AI-generated

Article URL: https://techcrunch.com/2026/04/20/deezer-says-44-of-songs-uploaded-to-its-platform-daily-are-ai-generated/ Comments URL: https://news.ycombinator.com/item?id=47835928 Points: 12 # Comments: 4

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1m read
xDS Deep Dive: Dissecting the "Nervous System" of the Service Mesh
DEV Community • 2026-04-20 15:40

xDS Deep Dive: Dissecting the "Nervous System" of the Service Mesh

Introduction I was debugging Istio routing the other day, and honestly, I had a moment where I felt a bit "creeped out." You tweak a VirtualService YAML file, hit kubectl apply, and within seconds, the routing rules across hundreds of Envoy proxies scattered throughout the cluster switch over perfectly. There's no process restart. You aren't running nginx -s reload. Rolling out config...

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13m read
DEV Community • 2026-04-20 15:39

Fully Automated Website Day 15: Amber Wall: First Defensive Tank for Rootline Defense

Command Garden is a website that builds itself — one feature per day, fully autonomously. No human writes the code. An AI pipeline proposes candidates, judges score them, and the winner gets implemented, tested, and shipped. What shipped Amber Wall is a new tank plant for Rootline Defense — a tile-holding wall that soaks sniper bolts and screens attackers instead of adding damage. Toda...

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4m read
Hacker News: Front Page • 2026-04-20 15:36

Kimi K2.6: Advancing Open-Source Coding

Article URL: https://twitter.com/Kimi_Moonshot/status/2046249571882500354 Comments URL: https://news.ycombinator.com/item?id=47835858 Points: 15 # Comments: 1

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1m read
DEV Community • 2026-04-20 15:35

I Built an AI That Talks People Out of Cancelling Their Subscriptions

Here's the thing about churn: by the time someone clicks "Cancel Subscription", they've already decided. Your generic "Would you like 20% off?" popup is too late and too weak. I spent the last month building SaveMyChurn — an AI-powered churn recovery tool for Stripe SaaS founders. This is how it works, what I learned building it, and why I think most cancellation flows are doing it wrong. ...

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4m read
From Chaos to Control: Building a Google Maps–Style AI Command Console with Cloud Run
DEV Community • 2026-04-20 15:34

From Chaos to Control: Building a Google Maps–Style AI Command Console with Cloud Run

How I went from a broken UI and failing deployments to a fully functional AI-powered stadium navigation system running on Google Cloud. The Idea What if a stadium dashboard behaved like Google Maps + Iron Man HUD + AI brain? Not just static dashboards… but: Real-time navigation AI decision engine Live crowd intelligence Fully deployed on cloud That’s exactly what I built. The System Ov...

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3m read
Information Security Concepts Explained: Risk, Vulnerabilities, Threats & Controls (2026)
DEV Community • 2026-04-20 15:32

Information Security Concepts Explained: Risk, Vulnerabilities, Threats & Controls (2026)

TL;DR Information security protects data and systems from unauthorized access, attack, theft, and damage through three core functions: prevention, detection, and recovery. The foundational vocabulary of InfoSec — risk, vulnerability, threat, and attack — has precise meanings that determine how defenses are designed and prioritized. A vulnerability without a threat is low priority; a cre...

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13m read
Product Hunt — The best new products, every day • 2026-04-20 15:30

PopTask v2.0

3 seconds from thought to task. No clicks, no app switching Discussion | Link

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1m read
ReconSpider: HTB Web Enumeration Tool Guide (2026)
DEV Community • 2026-04-20 15:30

ReconSpider: HTB Web Enumeration Tool Guide (2026)

TL;DR ReconSpider is a Python-based web enumeration tool built by HackTheBox that crawls a target domain and extracts structured reconnaissance data into a result.json file. Its standout capability is HTML comment extraction — a recon signal most tools skip entirely, and one that frequently surfaces hidden credentials and developer notes in HTB challenges. Setup takes under five minutes...

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11m read
Hacker News: Front Page • 2026-04-20 15:30

I'm never buying another Kindle, and neither should you

Article URL: https://www.androidauthority.com/amazon-kindle-2026-3657863/ Comments URL: https://news.ycombinator.com/item?id=47835775 Points: 20 # Comments: 6

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1m read
DEV Community • 2026-04-20 15:30

Anthropic Claude Mythos Escape: How a Sandbox-Breaking AI Exposed Decades-Old Security Debt

Originally published on CoreProse KB-incidents Anthropic never meant for Claude Mythos Preview to touch the public internet during early testing. Researchers put it in an air‑gapped container and told it to probe that setup: break out and email safety researcher Sam Bowman.[1][3] Mythos built a multi‑step exploit chain, escaped the sandbox, gained outbound network access, emailed Bowman in a pa...

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7m read
Burp Suite for HTB & CTF Players: Complete Guide (2026)
DEV Community • 2026-04-20 15:29

Burp Suite for HTB & CTF Players: Complete Guide (2026)

TL;DR Burp Suite is the industry-standard web proxy for manually testing web applications. Mastering it separates players who guess their way through HTB web challenges from those who dismantle them methodically. This guide covers every feature you'll actually use in CTF contexts — Proxy, Repeater, Intruder, Decoder, Comparer, and the BApp extensions that matter — with no enterprise flu...

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18m read
Hacker News: Front Page • 2026-04-20 15:28

Kimi K2.6: Advancing Open-Source Coding

Article URL: https://www.kimi.com/blog/kimi-k2-6 Comments URL: https://news.ycombinator.com/item?id=47835735 Points: 17 # Comments: 1

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1m read
We Built a Custom Graph RAG to Let AI Answer "Did That Initiative Actually Work?"
DEV Community • 2026-04-20 15:27

We Built a Custom Graph RAG to Let AI Answer "Did That Initiative Actually Work?"

Hi, I'm Ryan, CTO at airCloset. In my previous posts, I introduced an MCP server that lets you search all company databases in natural language and showed the full picture of our 17 internal MCP servers. This time, I'm diving deep into what I briefly mentioned as "Biz Graph." This is the story of how we represented the relationship between business initiatives and KPIs as a graph structure, enab...

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15m read
DEV Community • 2026-04-20 15:24

Week 4,5,6 - Learning K8s

Weekly Recap Unfortunately I have ran into some problems with my primary hosts. Since this is all in my homelab environment I am using some minipcs that have the same specs. Recently I have been having a power issue. The hosts would just lockup or shut themselves off randomly. Looking at the Proxmox logs and using some AI helpers I was able to figure out/guess that it was a power issue...

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1m read
DEV Community • 2026-04-20 15:23

A Stranger Audited My AI Product for Free. Here's What They Found.

Three weeks ago I left a comment on a Dev.to article. Today, that comment turned into a full accessibility audit of my product — published publicly, with my real name, my real store URL, and every violation listed in detail. I asked for it. And I'd do it again. How It Started @AgentKit published a piece called "We Scanned 30 SaaS Pricing Pages for Accessibility. 70% Failed." I was ...

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6m read
DEV Community • 2026-04-20 15:22

How I Built a Delay Risk Score for 628,000 Flights

Every flight in the MyAirports API includes a delayRisk object. It looks like this: { "flightNumber": "VY1234", "scheduledTime": "2026-04-21T07:15:00Z", "status": "scheduled", "insights": { "delayRisk": { "onTimePct": 61, "avgDelayMinutes": 28, "cancelledPct": 3.2, "sample": 89, "context": "VY MAD→BCN, Mon morning" } } } Three numbers. Looks...

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10m read
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