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. ## Who Owns The Moon? The Coming Fight Over Space Law and Treaties By @dylanmich [ 8 Min read ] Who owns the Moon? Explore the rising debate over space law, treaties, and the future of lunar ownership. Read More. What the Battle of the Bitcoin Metaprotocols Means for the Future of Bitcoin By @omnity [ 4 Min read ] Bitcoin DeFi is splitting into two designs: indexer-embedded VMs vs. Decentralized PSBT Signing. We compare MEV, latency, UX, and more… Read More. Mac's Aura of Invincibility Fades as AI Anxiety Takes Root, New Survey Finds By @moonlock [ 4 Min read ] Moonlock's survey finds the Mac immunity myth is fading. Discover why user anxiety is rising and how AI is creating a new generation of macOS threats. Read More. ChatGPT Became the Face of AI—But the Real Battle Is Building Ecosystems, Not Single Models By @hacker53037367 [ 12 Min read ] ChatGPT made AI mainstream, but real transformation comes from ecosystems that embed AI across business, not from relying on a single model. Read More. Sia Redefines Cloud Security with Supreme Privacy and Impenetrable Protection By @siafoundation [ 5 Min read ] Sia delivers decentralized cloud security with Supreme Privacy and Impenetrable Protection, eliminating single points of failure and insider threats. Read More. How Space Debris Cleanup Could Become the Next Trillion-Dollar Industry By @samuelogbonna138 [ 5 Min read ] Space debris threatens satellites and economies. See how cleanup tech could unlock a trillion-dollar spacetech industry. Read More. AIOZ Stream Delivers Peer-to-Peer On-Demand Video Powered by DePIN By @aioznetwork [ 3 Min read ] Recently, AIOZ Network released AIOZ Stream, a protocol designed to make streaming as configurable as any modern software service Read More. 7 AI Coding Techniques That Could Save You 10+ Hours This Week By @paoloap [ 8 Min read ] Discover 7 AI coding techniques that save hours weekly, streamline development, and boost productivity for frontend and backend projects Read More. Grokipedia: The Coming War with Wikipedia for the World's Knowledge By @nofacetoolsai [ 4 Min read ] Discover Grokipedia; Elon Musk's bold challenge to Wikipedia. Explore how this open-source knowledge repository could reshape the future of information and AI. Read More. Crypto Meets Banks: How Gluwa Bridges the Gap Between Two Worlds By @isaacsamuel [ 6 Min read ] How Gluwa bridges crypto and traditional finance, giving the unbanked access to credit and connecting global capital with local needs. Read More. Are we Catching up With Science Fiction’s Dream of Lunar Bases? By @codelynx [ 5 Min read ] Exploring the progress of lunar base development and how it aligns with science fiction’s vision of life on the Moon. Read More. If We Don’t Reinvent Tokenomics, Decentralized Infrastructure Will Fail By @tokenomy [ 7 Min read ] How control theory and burn-and-mint tokenomics can create scalable, stable blockchain infrastructure networks like Helium and Filecoin. Read More. What 316 GitHub Issues Teach Us About the Dark Side of Open Source By @escholar [ 5 Min read ] OSS's first extensive investigation of unethical behavior, featuring taxonomy, an ontology-based detection tool (Etor), and an accuracy rate of 74.8%. Read More. Knowledge Graphs Gain Traction as AI Pushes Beyond Traditional Data Models By @linked_do [ 21 Min read ] Is graph really the new star schema? What do graphs like to non-insiders, and what attracts them to the community, methodologies, applications, and innovation? Read More. Why You Shouldn’t Judge by PnL Alone By @ruslan4ezzz [ 9 Min read ] PnL can lie. This hands-on guide shows traders how hypothesis testing separate luck from edge, with a Python example and tips on how not to fool yourself. Read More. Trust Building is Simple - Here's How By @startupsoftheweek [ 5 Min read ] Win trust, not volume: be helpful and transparent; use interviews, data, and community; avoid salesy fluff. Read More. The Rise of Decentralized Credit – How Gluwa Challenges the Status Quo By @ivyhackwell [ 7 Min read ] Discover how Gluwa is redefining decentralized credit by challenging traditional lending models, driving financial inclusion, and shaping the future of DeFi. Read More. Is Trump Remote Work Enemy #1? By @nebojsaneshatodorovic [ 4 Min read ] Trump is taxing and blocking outsourcing and remote work. Read More. Why COTI's 12.5M Token Loyalty Program Could Reshape How Crypto Projects Reward Users By @ishanpandey [ 9 Min read ] COTI unveils earn platform with 12.5M token rewards. Daily on-chain drops replace traditional airdrops in new loyalty model. Read More. Go: When Should You Use Generics? When Shouldn't You? By @Go [ 9 Min read ] I’ll provide general guidelines, not hard and fast rules. Use your own judgement. But if you aren’t sure, I recommend using the guidelines shown here. 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. ## Who Owns The Moon? The Coming Fight Over Space Law and Treaties By @dylanmich [ 8 Min read ] Who owns the Moon? Explore the rising debate over space law, treaties, and the future of lunar ownership. Read More. What the Battle of the Bitcoin Metaprotocols Means for the Future of Bitcoin By @omnity [ 4 Min read ] Bitcoin DeFi is splitting into two designs: indexer-embedded VMs vs. Decentralized PSBT Signing. We compare MEV, latency, UX, and more… Read More. Mac's Aura of Invincibility Fades as AI Anxiety Takes Root, New Survey Finds By @moonlock [ 4 Min read ] Moonlock's survey finds the Mac immunity myth is fading. Discover why user anxiety is rising and how AI is creating a new generation of macOS threats. Read More. ChatGPT Became the Face of AI—But the Real Battle Is Building Ecosystems, Not Single Models By @hacker53037367 [ 12 Min read ] ChatGPT made AI mainstream, but real transformation comes from ecosystems that embed AI across business, not from relying on a single model. Read More. Sia Redefines Cloud Security with Supreme Privacy and Impenetrable Protection By @siafoundation [ 5 Min read ] Sia delivers decentralized cloud security with Supreme Privacy and Impenetrable Protection, eliminating single points of failure and insider threats. Read More. How Space Debris Cleanup Could Become the Next Trillion-Dollar Industry By @samuelogbonna138 [ 5 Min read ] Space debris threatens satellites and economies. See how cleanup tech could unlock a trillion-dollar spacetech industry. Read More. AIOZ Stream Delivers Peer-to-Peer On-Demand Video Powered by DePIN By @aioznetwork [ 3 Min read ] Recently, AIOZ Network released AIOZ Stream, a protocol designed to make streaming as configurable as any modern software service Read More. 7 AI Coding Techniques That Could Save You 10+ Hours This Week By @paoloap [ 8 Min read ] Discover 7 AI coding techniques that save hours weekly, streamline development, and boost productivity for frontend and backend projects Read More. Grokipedia: The Coming War with Wikipedia for the World's Knowledge By @nofacetoolsai [ 4 Min read ] Discover Grokipedia; Elon Musk's bold challenge to Wikipedia. Explore how this open-source knowledge repository could reshape the future of information and AI. Read More. Crypto Meets Banks: How Gluwa Bridges the Gap Between Two Worlds By @isaacsamuel [ 6 Min read ] How Gluwa bridges crypto and traditional finance, giving the unbanked access to credit and connecting global capital with local needs. Read More. Are we Catching up With Science Fiction’s Dream of Lunar Bases? By @codelynx [ 5 Min read ] Exploring the progress of lunar base development and how it aligns with science fiction’s vision of life on the Moon. Read More. If We Don’t Reinvent Tokenomics, Decentralized Infrastructure Will Fail By @tokenomy [ 7 Min read ] How control theory and burn-and-mint tokenomics can create scalable, stable blockchain infrastructure networks like Helium and Filecoin. Read More. What 316 GitHub Issues Teach Us About the Dark Side of Open Source By @escholar [ 5 Min read ] OSS's first extensive investigation of unethical behavior, featuring taxonomy, an ontology-based detection tool (Etor), and an accuracy rate of 74.8%. Read More. Knowledge Graphs Gain Traction as AI Pushes Beyond Traditional Data Models By @linked_do [ 21 Min read ] Is graph really the new star schema? What do graphs like to non-insiders, and what attracts them to the community, methodologies, applications, and innovation? Read More. Why You Shouldn’t Judge by PnL Alone By @ruslan4ezzz [ 9 Min read ] PnL can lie. This hands-on guide shows traders how hypothesis testing separate luck from edge, with a Python example and tips on how not to fool yourself. Read More. Trust Building is Simple - Here's How By @startupsoftheweek [ 5 Min read ] Win trust, not volume: be helpful and transparent; use interviews, data, and community; avoid salesy fluff. Read More. The Rise of Decentralized Credit – How Gluwa Challenges the Status Quo By @ivyhackwell [ 7 Min read ] Discover how Gluwa is redefining decentralized credit by challenging traditional lending models, driving financial inclusion, and shaping the future of DeFi. Read More. Is Trump Remote Work Enemy #1? By @nebojsaneshatodorovic [ 4 Min read ] Trump is taxing and blocking outsourcing and remote work. Read More. Why COTI's 12.5M Token Loyalty Program Could Reshape How Crypto Projects Reward Users By @ishanpandey [ 9 Min read ] COTI unveils earn platform with 12.5M token rewards. Daily on-chain drops replace traditional airdrops in new loyalty model. Read More. Go: When Should You Use Generics? When Shouldn't You? By @Go [ 9 Min read ] I’ll provide general guidelines, not hard and fast rules. Use your own judgement. But if you aren’t sure, I recommend using the guidelines shown here. 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 ✌️

The TechBeat: Why You Shouldn’t Judge by PnL Alone (10/6/2025)

5 min read

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. ## Who Owns The Moon? The Coming Fight Over Space Law and Treaties By @dylanmich [ 8 Min read ] Who owns the Moon? Explore the rising debate over space law, treaties, and the future of lunar ownership. Read More.

What the Battle of the Bitcoin Metaprotocols Means for the Future of Bitcoin

By @omnity [ 4 Min read ] Bitcoin DeFi is splitting into two designs: indexer-embedded VMs vs. Decentralized PSBT Signing. We compare MEV, latency, UX, and more… Read More.

Mac's Aura of Invincibility Fades as AI Anxiety Takes Root, New Survey Finds

By @moonlock [ 4 Min read ] Moonlock's survey finds the Mac immunity myth is fading. Discover why user anxiety is rising and how AI is creating a new generation of macOS threats. Read More.

ChatGPT Became the Face of AI—But the Real Battle Is Building Ecosystems, Not Single Models

By @hacker53037367 [ 12 Min read ] ChatGPT made AI mainstream, but real transformation comes from ecosystems that embed AI across business, not from relying on a single model. Read More.

Sia Redefines Cloud Security with Supreme Privacy and Impenetrable Protection

By @siafoundation [ 5 Min read ] Sia delivers decentralized cloud security with Supreme Privacy and Impenetrable Protection, eliminating single points of failure and insider threats. Read More.

How Space Debris Cleanup Could Become the Next Trillion-Dollar Industry

By @samuelogbonna138 [ 5 Min read ] Space debris threatens satellites and economies. See how cleanup tech could unlock a trillion-dollar spacetech industry. Read More.

AIOZ Stream Delivers Peer-to-Peer On-Demand Video Powered by DePIN

By @aioznetwork [ 3 Min read ] Recently, AIOZ Network released AIOZ Stream, a protocol designed to make streaming as configurable as any modern software service Read More.

7 AI Coding Techniques That Could Save You 10+ Hours This Week

By @paoloap [ 8 Min read ] Discover 7 AI coding techniques that save hours weekly, streamline development, and boost productivity for frontend and backend projects Read More.

Grokipedia: The Coming War with Wikipedia for the World's Knowledge

By @nofacetoolsai [ 4 Min read ] Discover Grokipedia; Elon Musk's bold challenge to Wikipedia. Explore how this open-source knowledge repository could reshape the future of information and AI. Read More.

Crypto Meets Banks: How Gluwa Bridges the Gap Between Two Worlds

By @isaacsamuel [ 6 Min read ] How Gluwa bridges crypto and traditional finance, giving the unbanked access to credit and connecting global capital with local needs. Read More.

Are we Catching up With Science Fiction’s Dream of Lunar Bases?

By @codelynx [ 5 Min read ] Exploring the progress of lunar base development and how it aligns with science fiction’s vision of life on the Moon. Read More.

If We Don’t Reinvent Tokenomics, Decentralized Infrastructure Will Fail

By @tokenomy [ 7 Min read ] How control theory and burn-and-mint tokenomics can create scalable, stable blockchain infrastructure networks like Helium and Filecoin. Read More.

What 316 GitHub Issues Teach Us About the Dark Side of Open Source

By @escholar [ 5 Min read ] OSS's first extensive investigation of unethical behavior, featuring taxonomy, an ontology-based detection tool (Etor), and an accuracy rate of 74.8%. Read More.

Knowledge Graphs Gain Traction as AI Pushes Beyond Traditional Data Models

By @linked_do [ 21 Min read ] Is graph really the new star schema? What do graphs like to non-insiders, and what attracts them to the community, methodologies, applications, and innovation? Read More.

Why You Shouldn’t Judge by PnL Alone

By @ruslan4ezzz [ 9 Min read ] PnL can lie. This hands-on guide shows traders how hypothesis testing separate luck from edge, with a Python example and tips on how not to fool yourself. Read More.

Trust Building is Simple - Here's How

By @startupsoftheweek [ 5 Min read ] Win trust, not volume: be helpful and transparent; use interviews, data, and community; avoid salesy fluff. Read More.

The Rise of Decentralized Credit – How Gluwa Challenges the Status Quo

By @ivyhackwell [ 7 Min read ] Discover how Gluwa is redefining decentralized credit by challenging traditional lending models, driving financial inclusion, and shaping the future of DeFi. Read More.

Is Trump Remote Work Enemy #1?

By @nebojsaneshatodorovic [ 4 Min read ] Trump is taxing and blocking outsourcing and remote work. Read More.

Why COTI's 12.5M Token Loyalty Program Could Reshape How Crypto Projects Reward Users

By @ishanpandey [ 9 Min read ] COTI unveils earn platform with 12.5M token rewards. Daily on-chain drops replace traditional airdrops in new loyalty model. Read More.

Go: When Should You Use Generics? When Shouldn't You?

By @Go [ 9 Min read ] I’ll provide general guidelines, not hard and fast rules. Use your own judgement. But if you aren’t sure, I recommend using the guidelines shown here. 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 ✌️

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