How are you, hacker? 🪐Want 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. Python Script to Read and Judge 1,500 Legal Cases 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. React 19: New Tools To Work With Forms By @socialdiscoverygroup [ 6 Min read ] Discover how React 19's new hooks—useActionState, useFormStatus, and useOptimistic—simplify 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 tokens—featuring 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 Repetitive—And 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 astronomy—blending 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 tactics—IAM takeovers, KMS locks, backup sabotage—and how to build resilience. Read More. The Dragon Hatchling Learns to Fly: Inside AI’s Next Learning Revolution By @zhukmax [ 17 Min read ] Exploring Brain-like Dragon Hatchling (BDH) — 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 don’t need a PhD to learn AI, just structure, curiosity, and small steps that make sense. Here’s 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 Devconnect’s Candu Fazzano By @terezabizkova [ 5 Min read ] Candu Fazzano on bringing Ethereum’s 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. 🧑‍💻 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 ⬇️⬇️⬇️ 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 ✌️ How are you, hacker? 🪐Want 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. Python Script to Read and Judge 1,500 Legal Cases 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. React 19: New Tools To Work With Forms By @socialdiscoverygroup [ 6 Min read ] Discover how React 19's new hooks—useActionState, useFormStatus, and useOptimistic—simplify 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 tokens—featuring 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 Repetitive—And 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 astronomy—blending 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 tactics—IAM takeovers, KMS locks, backup sabotage—and how to build resilience. Read More. The Dragon Hatchling Learns to Fly: Inside AI’s Next Learning Revolution By @zhukmax [ 17 Min read ] Exploring Brain-like Dragon Hatchling (BDH) — 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 don’t need a PhD to learn AI, just structure, curiosity, and small steps that make sense. Here’s 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 Devconnect’s Candu Fazzano By @terezabizkova [ 5 Min read ] Candu Fazzano on bringing Ethereum’s 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. 🧑‍💻 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 ⬇️⬇️⬇️ 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 ✌️