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Quando calcular começa a parecer pensar
Medium · Machine Learning 3d ago
Quando calcular começa a parecer pensar
LLMs não pensam como humanos, mas seus cálculos produzem algo tão próximo do raciocínio que talvez seja preciso rever o conceito de pensar. Continue reading on
Announcing QSTN x Secret Network: Powering Confidential Campaign Validation with SecretVM
Medium · Data Science 3d ago
Announcing QSTN x Secret Network: Powering Confidential Campaign Validation with SecretVM
We’re excited to share that QSTN has received a grant from Secret Network to integrate SecretVM — bringing confidential computation into… Continue reading on Me
Medium · SEO 3d ago
What is SEO Content Writing? A Beginner’s Guide to Writing Content That Ranks
If you’re trying to get into content writing, one of the most important skills to learn is SEO content writing. Continue reading on Medium »
Tokenizer Quirks: Claude, GPT, and Gemini Don't Count the Same Text the Same Way
Dev.to · Gabriel Anhaia 3d ago
Tokenizer Quirks: Claude, GPT, and Gemini Don't Count the Same Text the Same Way
Same string, three vendors, three token counts. Why your cost estimate drifts double-digit percent if you assume one tokenizer for all.
Building KillMyIdea: A Fast Multi-Agent Debate App with Next.js + LangChain
Dev.to · Harish Kotra (he/him) 3d ago
Building KillMyIdea: A Fast Multi-Agent Debate App with Next.js + LangChain
KillMyIdea is a developer-focused experiment: can we make AI feedback feel like a real argument...
Homebrew, Gradle, and the Hidden Caches Eating Your Mac's Storage
Dev.to · Sergey Nikiforov 3d ago
Homebrew, Gradle, and the Hidden Caches Eating Your Mac's Storage
Most developers know about the big offenders — Xcode's DerivedData, Docker images, node_modules. But...
AI System Design Interviews Are Not What You Think
Medium · Machine Learning 3d ago
AI System Design Interviews Are Not What You Think
Most candidates approach AI system design interviews the wrong way, and it shows almost immediately. They walk in trying to recall… Continue reading on Medium »
Lost-in-the-Middle Is Still Real in 2026 (Even on 1M-Token Models)
Dev.to · Gabriel Anhaia 3d ago
Lost-in-the-Middle Is Still Real in 2026 (Even on 1M-Token Models)
Long-context models still drop facts buried in the middle of their input. Here is a 40-line eval that proves it, and three fixes that work.
context.Context Is a Tree, Not a Bag. Treat It Like One
Dev.to · Gabriel Anhaia 3d ago
context.Context Is a Tree, Not a Bag. Treat It Like One
Cancellation propagates down. Deadlines compose by earliest. ctx.Value is not a parameter bag. The mental model that fixes most ctx misuse.
What is Google Agents CLI? Full Beginner Guide
Dev.to · Vladislav Guzey 3d ago
What is Google Agents CLI? Full Beginner Guide
Google recently released the Agentic CLI, a powerful tool that makes building, testing, and deploying...
Kerberoasting in 2026: Why “We Didn’t Crack It” Is Still a Critical Active Directory Finding
Medium · Cybersecurity 3d ago
Kerberoasting in 2026: Why “We Didn’t Crack It” Is Still a Critical Active Directory Finding
And why “we ran the wordlist and got nothing” is the most dangerous sentence in a pentest debrief. Continue reading on Medium »
Embeddings: How AI Knows Things Are Similar
Dev.to · Jeff Reese 3d ago
Embeddings: How AI Knows Things Are Similar
AI in Practice, No Fluff — Day 8/10 I built a memory system for one of my AI projects. Every...
Your AI Didn’t Get Smarter. Your Cloud Bill Did. Why?
Medium · Data Science 3d ago
Your AI Didn’t Get Smarter. Your Cloud Bill Did. Why?
At 2:17 AM, my phone buzzed. Not a production alert. Not a latency spike. Just one line from finance: “Why did AI API costs triple… Continue reading on Stackade
RAG vs Fine-Tuning: Which One Should You Use for Real AI Applications?
Medium · Python 3d ago
RAG vs Fine-Tuning: Which One Should You Use for Real AI Applications?
RAG vs Fine-Tuning explained with real-world scenarios, trade-offs, and Python examples. Learn when to use retrieval vs model training for… Continue reading on
Encrypting agent traffic with zero external dependencies: X25519 + AES-256-GCM in pure Go
Dev.to · Artemii Amelin 3d ago
Encrypting agent traffic with zero external dependencies: X25519 + AES-256-GCM in pure Go
Every encryption library is a dependency. Every dependency is an attack surface. When Heartbleed was...
Medium · Deep Learning 3d ago
The value of reading the news
Growing up, I distinctly remember the NBC chimes going off at 6 pm sharp every night. My mom would be cleaning the kitchen, my dad on the… Continue reading on M
Building a Real-Time HTTP Anomaly Detection Engine for Nextcloud with Python, Nginx, and iptables
Dev.to · Fredrick Anyanwu 3d ago
Building a Real-Time HTTP Anomaly Detection Engine for Nextcloud with Python, Nginx, and iptables
For this project, I deployed Nextcloud behind Nginx and built a Python daemon that performs real-time...
How I Use AI Agents to Maintain a Living Knowledge Base for My Team
Dev.to · Aegis Wizard 3d ago
How I Use AI Agents to Maintain a Living Knowledge Base for My Team
For the past six months, I've been running an experiment: instead of asking my team to write...
An API testing tool built specifically for AI agent loops
Dev.to · Nazar Kalytiuk 3d ago
An API testing tool built specifically for AI agent loops
I was working on a small API for an internal tool. I wanted my coding agent — Claude Code, in this...
github failed at the only thing they should do: git
Dev.to · Paulo Victor Leite Lima Gomes 3d ago
github failed at the only thing they should do: git
GitHub responded fast, but a critical RCE issue in the git push pipeline is exactly the kind of failure the platform should never have had.