What Happens When Your Prompt Is Too Obscure?

Table of Links Abstract and 1. Introduction 2 Concepts in Pretraining Data and Quantifying Frequency 3 Comparing Pretraining Frequency & “Zero-Shot” Performance and 3.1 Experimental Setup 3.2 Result: Pretraining Frequency is Predictive of “Zero-Shot” Performance 4 Stress-Testing the Concept Frequency-Performance Scaling Trend and 4.1 Controlling for Similar Samples in Pretraining and Downstream Data 4.2 Testing … Read more

A Close Look at Misalignment in Pretraining Datasets

Table of Links Abstract and 1. Introduction 2 Concepts in Pretraining Data and Quantifying Frequency 3 Comparing Pretraining Frequency & “Zero-Shot” Performance and 3.1 Experimental Setup 3.2 Result: Pretraining Frequency is Predictive of “Zero-Shot” Performance 4 Stress-Testing the Concept Frequency-Performance Scaling Trend and 4.1 Controlling for Similar Samples in Pretraining and Downstream Data 4.2 Testing … Read more

The Link Between Concept Frequency and AI Performance, Seen Through Images and Words

Table of Links Abstract and 1. Introduction 2 Concepts in Pretraining Data and Quantifying Frequency 3 Comparing Pretraining Frequency & “Zero-Shot” Performance and 3.1 Experimental Setup 3.2 Result: Pretraining Frequency is Predictive of “Zero-Shot” Performance 4 Stress-Testing the Concept Frequency-Performance Scaling Trend and 4.1 Controlling for Similar Samples in Pretraining and Downstream Data 4.2 Testing … Read more

EVM dApps Now Just One Tap Away in Telegram via TAC

Positioned as a purpose-built Layer 1 blockchain instead of a Layer 2, TAC promises Telegram’s billion-strong user base one-tap access to Ethereum-grade DeFi while keeping assets natively on TON. Crypto has chased “the next billion users” for a decade, yet newcomers still face intimidating wallet setups, seed phrases, and confusing RPC menus. At the same … Read more

Why No Single Algorithm Solves Deduplication — and What to Do Instead

Detecting duplicate entities at scale is challenging due to the explosion in pairwise comparisons. A naive approach to match n items with each other requires O(n²) comparisons. The goal is to prune the search space while maintaining high recall (catching most true duplicates). Modern de-duplication pipelines therefore use a candidate generation phase via blocking keys, … Read more

How AI-powered Marketing is Shortening the Industrial Sales Cycle

Manufacturing sales are characterized by long cycles, multiple stakeholders, and intricate product specifications. Sales representatives must eloquently convey the proper value to the right decision-makers. They must also trigger outreach precisely when intent signals emerge and personalize these messages at scale. Every bit of information available in mission statements, product descriptions, customer testimonials, and on … Read more

VPNs Promise Privacy But Often Deliver the Opposite

Internet neutrality isn’t guaranteed by swapping one watchdog for another. Lately, we’re all increasingly exposed to ads inviting us — or pushing us — to subscribe to a VPN. They use an almost coercive tone: “They’re watching you,” “Your IP isn’t safe,” “Browse with real privacy.” It’s often said that marketing doesn’t create needs, it … Read more

The Dollar Has Gone Digital—and It’s Not Coming Back

For months, markets have been looking in the wrong direction. We talk about defense budgets. We talk about tanks, drones, and trade wars. We talk about interest rates, inflation, and central banks. But what’s actually reshaping the global order isn’t happening on television. It’s happening in code. We’re not witnessing chaos. We’re witnessing choreography: layered, … Read more

Monkeys Will Own NFTs in a Decentralized Internet

A decentralized internet should be so open that even a monkey whose images are the most valued as NFTs can participate. Over 90% of NFTs are now considered dead: they’ve never been traded after minting. The NFT market is largely controlled by centralized platforms like OpenSea and Blur, which can arbitrarily list or delist collections. … Read more

Archimedes – Going All Out on the Eureka Can

This is an alternate-reality fiction story. The Story You Know I learnt of Archimedes’ Principle in 8th grade. And the story of Archimedes shouting ‘Eureka’ was told. Telling this story is kind of a global tradition in Physics class. While laying down the basics, thus density = mass/volume, the Physics teacher decides to tell a … Read more

Threshold Network’s tBTC Is Now Live On Sui: Ushering In a New Era For Bitcoin DeFi

Texas, United States, July 9th, 2025, Chainwire Key Takeaways: Resolving Bitcoin’s Utility Paradox: tBTC on Sui Eliminates the Choice Between Security and Utility. Web3 Benefits with Web2 Ease: Experience Bitcoin DeFi with 400ms finality and near-zero fees on Sui’s high-performance network. Unprecedented Capital Efficiency: Bitcoin liquidity flows freely across an ecosystem of protocols, maintaining deep … Read more

MultiBank Group Announces Early Access Waitlist For Pioneering $MBG Token

Dubai, United Arab Emirates, July 9th, 2025/Chainwire/–MultiBank Group, the world’s largest financial derivatives institution headquartered in Dubai, has opened the waitlist for its highly anticipated $MBG Token, ushering in a new era that bridges traditional finance and blockchain technology. The presale will take place in July 2025, with priority access now available at: token.multibankgroup.com. Unlike typical … Read more

Status Unveils First Gasless L2 On Linea With 100% Community Yield Allocation Mechanism

Zug, Switzerland, July 9th, 2025/Chainwire/–The new Status L2 rewrites rollup economics by replacing sequencer fees with native yield and native app revenues, unlocking friction-free onboarding for games, social apps and DeFi. Status (SNT), a pioneer in decentralised communication since 2017, has launched the world’s first natively gasless Layer 2 on testnet, built on Consensys’ Linea … Read more

NEXBRIDGE And NEXPLACE Raise $8M Series A To Launch Integrated Bitcoin Capital Markets Ecosystem

San Salvador, El Salvador, July 9th, 2025/Chainwire/–NEXBRIDGE and NEXPLACE today announced the closing of a $8 million Series A funding round led by Fulgur Ventures. The capital will fast-track the expansion of a Bitcoin-native financial infrastructure that merges regulated issuance with seamless trading for retail and institutional clients worldwide. Early access to NEXPLACE is now … Read more

AI’s Fingerprints Were Found in 13.5% of Scientific Papers

Scientists have been quietly using AI to write research papers, and now, we have the numbers to prove it. A massive analysis of 15 million biomedical abstracts reveals that AI-generated content has infiltrated academic publishing at unprecedented levels since ChatGPT’s launch. How Scientists Caught AI Red-Handed U.S. and German researchers took a detective approach to … Read more

References on Responsible AI, Long-Context, and Data-Optimal LLMs

Table of Links Abstract and 1 Introduction 2 Technical Specifications 3 Academic benchmarks 4 Safety 5 Weakness 6 Phi-3-Vision 6.1 Technical Specifications 6.2 Academic benchmarks 6.3 Safety 6.4 Weakness References A Example prompt for benchmarks B Authors (alphabetical) C Acknowledgements References [AI] Meta AI. Introducing meta llama 3: The most capable openly available llm to … Read more