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By @ujutheanalyst [ 3 Min read ] You donāt need a PhD to learn AI, just structure, curiosity, and small steps that make sense. Hereās how I learned machine learning from scratch. Read More.
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Argentina Will Show What Ethereum Looks Like in the Real World, Says Devconnectās Candu Fazzano
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By @ainativedev [ 3 Min read ] Codex blends ChatGPT and other models (you read that right) with hands-on capabilities like code execution, file manipulation, and project iteration. Read More. š§āš» What happened in your world this week? It's been said that writing can help consolidate technical knowledge, establish credibility, and contribute to emerging community standards. Feeling stuck? We got you covered ā¬ļøā¬ļøā¬ļø ANSWER THESE GREATEST INTERVIEW QUESTIONS OF ALL TIME We hope you enjoy this worth of free reading material. Feel free to forward this email to a nerdy friend who'll love you for it. See you on Planet Internet! With love, The HackerNoon Team āļø How are you, hacker? šŖWant to know what's trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. ## The Silent Revolution: AI-Driven Network Decisions in Real-Time By @darshanbmehta [ 5 Min read ] The telecommunications industry is experiencing an extraordinary shift: infrastructure that operates with independent judgment. Read More.
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By @ainativedev [ 3 Min read ] Codex blends ChatGPT and other models (you read that right) with hands-on capabilities like code execution, file manipulation, and project iteration. Read More. š§āš» What happened in your world this week? It's been said that writing can help consolidate technical knowledge, establish credibility, and contribute to emerging community standards. Feeling stuck? We got you covered ā¬ļøā¬ļøā¬ļø ANSWER THESE GREATEST INTERVIEW QUESTIONS OF ALL TIME We hope you enjoy this worth of free reading material. Feel free to forward this email to a nerdy friend who'll love you for it. See you on Planet Internet! With love, The HackerNoon Team āļø
The TechBeat: From Cloud to Desk: 3 Signs the AI Revolution is Going Local (10/26/2025)
How are you, hacker? šŖWant to know what's trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. ## The Silent Revolution: AI-Driven Network Decisions in Real-Time 
By @darshanbmehta [ 5 Min read ] The telecommunications industry is experiencing an extraordinary shift: infrastructure that operates with independent judgment. Read More.
Why Traditional Testing Breaks Down with AI 
By @mend [ 4 Min read ] Traditional testing breaks with AI. Learn how red teaming and AI-powered fuzzing uncover hidden weaknesses in large language models. Read More.
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By @knightbat2040 [ 5 Min read ] What started as a simple script evolved into a full-fledged data engineering and NLP pipeline that can process a decade's worth of legal decisions in minutes. Read More.
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By @socialdiscoverygroup [ 6 Min read ] Discover how React 19's new hooksāuseActionState, useFormStatus, and useOptimisticāsimplify form handling with less boilerplate and cleaner code. Read More.
From Automation to Autonomy: How AI is Transforming Site Reliability Engineering 
By @oreoluwaomoike [ 7 Min read ] This is the real story of where operations is headed. Read More.
Who's Used One Trillion Plus OpenAI Tokens? Salesforce, Shopify, Canva, Hubspot, & 26 More Companies 
By @botbeat [ 8 Min read ] A deep dive into the 30 companies that burned over one trillion OpenAI tokensāfeaturing Duolingo, OpenRouter, and Indeed as top power users of GPT tech. Read More.
Context Engineering for Coding Agents 
By @ichebykin [ 5 Min read ] Context engineering for coding agents is the best way to improve the model performance for code generation. Read More.
The Hidden Economics of Reliability: Balancing Uptime, Cost, and Innovation in DevOps 
By @oreoluwaomoike [ 9 Min read ] The tension between uptime, cost, and velocity has never been sharper. Read More.
From Cloud to Desk: 3 Signs the AI Revolution is Going Local 
By @hacker-Antho [ 4 Min read ] when it comes to AI smaller is better Read More.
Choosing the Right AI IDE for Your Team: Cursor vs. Windsurf vs. Copilot 
By @ainativedev [ 7 Min read ] Dive into a hands-on comparison of Cursor, Windsurf, and Copilot with GPT-5, highlighting their strengths in greenfield and brownfield projects. Read More.
The Human Algorithm: Why the Internet Feels RepetitiveāAnd How Real Writers Can Break It 
By @drechimyn [ 6 Min read ] Online writing has become a synthetic echo chamber, flattened by algorithms. The solution is to rebel by writing with an authentic human voice. Read More.
The New Age of Stargazing: How Smart Telescopes Are Transforming Our Connection with the Cosmos 
By @kingdavvd [ 5 Min read ] Smart telescopes are redefining astronomyāblending art, science, and emotion to make stargazing more personal, effortless, and inspiring. Read More.
33 Hot Tech Takes on Atlas, the New AI Browser by OpenAI 
By @webism [ 5 Min read ] OpenAI launches ChatGPT Atlas, an AI-powered browser with memory and agent mode. We gathered 33 reactions from skeptics, believers, and analysts. Read More.
Ransomware Goes Cloud-Native 
By @sanjaybarot [ 23 Min read ] Ransomware has gone cloud-native: no payloads, just API abuse. Learn the tacticsāIAM takeovers, KMS locks, backup sabotageāand how to build resilience. Read More.
The Dragon Hatchling Learns to Fly: Inside AIās Next Learning Revolution 
By @zhukmax [ 17 Min read ] Exploring Brain-like Dragon Hatchling (BDH) ā a new AI model that learns on the fly, adapts like a brain, and challenges the transformer era. Read More.
From Zero to AI-Ready: How I Taught Myself Machine Learning (And What I would Tell You Now) 
By @ujutheanalyst [ 3 Min read ] You donāt need a PhD to learn AI, just structure, curiosity, and small steps that make sense. Hereās how I learned machine learning from scratch. Read More.
Code Smell 07 - Avoid Boolean Variables 
By @mcsee [ 3 Min read ] Avoid Boolean variables, they lead to conditional logic and force you to write Ifs. Create polymorphic states instead Read More.
Code Smell 08 - Send Messages Only to Your Direct Acquaintances, Not Their Friends 
By @mcsee [ 3 Min read ] Send messages only to your direct acquaintances, not their friends. Read More.
Argentina Will Show What Ethereum Looks Like in the Real World, Says Devconnectās Candu Fazzano 
By @terezabizkova [ 5 Min read ] Candu Fazzano on bringing Ethereumās global gathering to Argentina and why Devconnect Buenos Aires is where real-world innovation meets community. Read More.
OpenAI Codex CLI: Early, Buggy, but Aiming to Redefine How Developers Code With AI 
By @ainativedev [ 3 Min read ] Codex blends ChatGPT and other models (you read that right) with hands-on capabilities like code execution, file manipulation, and project iteration. Read More. š§āš» What happened in your world this week? It's been said that writing can help consolidate technical knowledge, establish credibility, and contribute to emerging community standards. Feeling stuck? We got you covered ā¬ļøā¬ļøā¬ļø ANSWER THESE GREATEST INTERVIEW QUESTIONS OF ALL TIME We hope you enjoy this worth of free reading material. Feel free to forward this email to a nerdy friend who'll love you for it. See you on Planet Internet! With love, The HackerNoon Team āļø 
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Similarly, a blockchain network requires a stable and committed validator set to maintain its security. The current ETH unstaking period isnāt merely an arbitrary delay. It acts as a critical buffer, providing the network with sufficient time to detect and respond to potential malicious activities. If validators could instantly exit, it would open doors for sophisticated attacks, jeopardizing the entire system. Currently, Ethereum boasts over one million active validators, collectively staking approximately 35.6 million ETH, representing about 30% of the total supply. This massive commitment underpins the networkās robust security model, and the unstaking period helps preserve this stability. Network Security: Ethereumās Paramount Concern A shorter ETH unstaking period might seem appealing for liquidity, but it introduces significant risks. Imagine a scenario where a large number of validators, potentially colluding, could quickly withdraw their stake after committing a malicious act. 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