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The emerging AI distribution shift is happening quickly. To navigate it, companies must strategically bet on a single AI platform, prioritizing retention, engagement, and user quality over initial scale, and understand the value exchange mechanisms at hand. Retention and product quality still matter over all else, but taking advantage of new AI distribution channels can launch products into escape velocity.
Hacker News data reveals a large increase in AI-related "Show HN" posts, which now represent over 20% of the total, but these posts receive fewer votes and comments compared to non-AI-related submissions.
This repository contains decrypted safety filter files for Apple's generative AI models and provides tools and instructions to extract the encryption key and decrypt the overrides.
This post presents principles for building reliable, scalable, and maintainable LLM-powered apps, with the core idea being that successful LLM apps often rely more on traditional software engineering than complex AI frameworks.
This is a tool that makes the creation of customized GitHub profile READMEs easier.
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OpenAI co-founder Ilya Sutskever will assume the CEO role at Safe Superintelligence, the artificial intelligence startup he launched last year, as the previous CEO, Daniel Gross, was poached by Meta. Safe Superintelligence co-founder Danielle Levy will now serve as president. The company's technical team will continue to report to Sutskever. Sutskever plans to keep running the company as an independent organization.
Germany's Wendelstein 7-X, an advanced fusion reactor, set a record last May by magnetically 'bottling up' superheated plasma for 43 seconds. The large Joint European Torus (JET) fusion reactor near Oxford, England, achieved even longer containment times of up to 60 seconds in final experiments before its retirement in December 2023. These results, among other recent advances in the field, are bringing fusion power closer and closer to reality. This article presents an overview of the current field of fusion to show how the elusive dream of controlled nuclear fusion may soon be within reach.
Astronomers have discovered a new object hurtling through the solar system. Known as 3I/Atlas, the object is about 416 million miles away from the Sun and believed to be traveling at about 37 miles per second relative to the Sun. If confirmed, it will provide more evidence that such interstellar wanderers are relatively common in our galaxy. The comet poses no threat to Earth. It will reach its closest approach to the Sun - within about 130 million miles - around October 30.
This developer ported tmux to Rust - they recently reached the milestone of having the code base being 100% unsafe Rust. This post discusses the process of porting the original code base from around 67,000 lines of C code to around 81,000 lines of Rust, excluding comments and empty lines. The post covers interesting bugs, C patterns in Rust, development tools, and more. The developer's next goal is to convert the code base to safe Rust.
Caching is best understood as a tool for making software simpler rather than as a tool to improve performance. It resembles an abstraction rather than an optimization. Understanding this makes it possible to come up with designs that work and satisfy the functional requirements of systems from the perspective of 'having adequate, fast access to the data it needs'. The problem should be figuring out how to get data into fast storage as often as possible instead of gaming a system that is holding data access storage.
Samsung's latest One UI 8 build update contains animations that show what the trifold Samsung flagship might look like. While it is labeled the ' Multifold 7' in the files, the device is speculated to be called the 'Galaxy G Fold'. The animations reveal how the device will likely fold - there are two differently sized hinges, with the left-hand display folding inward, suggesting the right-hand display is designed to sandwich over the top. Samsung is expected to reveal the latest generation of its Z Fold and Z Flip devices at its next Unpacked event on July 9.
Tesla's humanoid robot program is reportedly in disarray due to the departure of the senior vice-president in charge. Production has been delayed due to a new redesign. The robot has yet to prove useful in Tesla's factories. Elon Musk's goal for Tesla to produce 5,000 to 10,000 Optimus humanoid robots this year has been delayed - Tesla has informed suppliers of a two-month halt on orders. The company is likely to unveil a new generation of Optimus robots at its shareholders' meeting this year.
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The uv build backend is an alternative to setuptools, hatchling, and similar tools for pure Python projects with a focus on good defaults, user-friendly error messages, and performance.
Darragh Buckley has bought a big enough stake in Twin City Bank to trigger a public disclosure of the transaction by the Federal Reserve Board.
Google's Zero-Knowledge Proof libraries contain powerful cryptographic tools that make it much easier for private and public sector developers to build their own privacy-enhancing applications and digital ID solutions.
This developer wrote a Discord bot to help his friends keep in contact and play games together without it resulting in a mess of notifications.
Novel metrics can help explain people and situations from a unique perspective.
A new approach to solving the 'bookshelf problem' may open the door to new applications of list labeling in settings where it wasn't useful before because the cost was infeasible.
Ilya Sutskever, OpenAI co-founder, has become the CEO of Safe Superintelligence after Meta hired former CEO Daniel Gross. Meta, led by CEO Mark Zuckerberg, will continue its AI expansion with significant investments and the creation of Meta Superintelligence Labs. Sutskever will commit to maintaining Safe Superintelligence as an independent entity, dismissing acquisition attempts by Meta.
CoreWeave is the first cloud provider to deploy Nvidia's next-gen Blackwell Ultra AI chips, supplying them in Dell-built systems. The systems use 72 Blackwell Ultra GPUs and 36 Grace CPUs, all liquid-cooled and U.S.-assembled.
Meta's AI chatbots, developed with its no-code AI Studio, are being trained to send unprompted follow-up messages, enhancing user retention and engagement. The project, internally called "Project Omni," allows users to customize chatbot appearances and content across Meta platforms. While designed to boost engagement and revenue, these proactive messages will only occur if initiated by the user and adhere to established conversational guidelines.
The Devin creators advocate "defensive prompting" - explicitly telling agents HOW to approach tasks, not just what to build - while noting 1-6 hour tasks offer the highest ROI. They observe that senior-to-staff engineers adopt AI tools the fastest because they understand how to architect tasks for junior employees.
The AI industry has operated under its own version of Moore's Law over the past few years with an unwavering belief that the cost of intelligence would perpetually decrease by orders of magnitude each year. Each new model generation was not only more capable, but also cheaper to run. Google broke that trend last week with the introduction of Gemini 2.5 Flash. The input token price for the model doubled while the output price more than quadrupled. This is the first time a major provider has backtracked on the price of an established model, and it may signal a turning point - the industry may no longer be on an endless downward slide of cost.
LangChain shares a detailed guide on “Context Engineering,” a key part of agent building, including popular patterns and how to implement them
The new inference-time scaling method combines o4-mini, Gemini-2.5-Pro, and DeepSeek-R1 to achieve 30% on ARC-AGI-2 benchmark, outperforming individual models by dynamically selecting which AI handles each problem. The approach extends Monte Carlo Tree Search to balance generating new solutions versus refining existing ones, with the open-source TreeQuest framework enabling practical deployment.
Anyscale researchers compare TRL, Verl, OpenRLHF, and six other frameworks across adoption metrics, system properties, and technical architecture to help developers choose the right tool for RLHF, reasoning models, or agentic training scenarios.
Osmosis-Apply-1.7B, a fine-tuned version of Qwen3-1.7B using reinforcement learning, outperforms larger foundation models like OpenAI o3 in code merging tasks with a reward score of 0.9893 and at a significantly lower cost. Trained on a subset of the CommitPackFT dataset, its efficiency stems from using GRPO with FSDP strategy, optimizing for successful code merges without KL divergence or entropy bonuses.
A guide on how to run Google's new Gemma 3n locally with Dynamic GGUFs on llama.cpp, Ollama, or Open WebUI, and how to fine-tune with Unsloth.
Users are increasingly getting their news directly from AI or AI-powered search results. The number of news searches on the web that resulted in no click-throughs since the launch of Google's AI Overviews has grown from 56% to nearly 69% as of May this year. News-related prompts in ChatGPT grew by 212% from January 2024 through May 2025. Visibility in Google Search results and good SEO practices may no longer deliver the value they did before AI.
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45 European companies and major tech firms, including Google, Meta, and Mistral, are calling for a "two-year clock-stop" on the EU AI Act before key obligations take effect on August 2, citing missing guidance documents and compliance uncertainty.
Liquidity providers could cash out at the current net asset value, an unusual opportunity in today's markets, where secondary transactions often come at a discount.
Franklin Templeton analysts flagged a “dangerous” feedback loop risk for crypto treasury firms, noting that while raising capital at a premium to NAV and staking PoS assets offer upside, falling crypto prices could force asset sales that depress both token and stock prices. They emphasized that sustaining a NAV premium is critical, and if it's lost, capital formation could stall, triggering a potential downward spiral. With 135 public firms now holding BTC and others focused on ETH or SOL, the success of this model hinges on managing volatility and investor confidence.
Robinhood CEO Vlad Tenev confirmed that its new “stock tokens” for OpenAI and SpaceX are blockchain-based derivatives, not equity, after OpenAI objected to the offering. The tokens track the value of private shares but don't confer ownership or rights, and are part of a broader push to tokenize access to over 200 U.S. companies for EU users. OpenAI warned the public that it did not authorize the tokens and urged reliance on official filings.
AI agent launchpad Virtuals has launched its much-anticipated Agentic Commerce Protocol (ACP) in beta. The goal of ACP is to enable agents to communicate with one another and leverage each other's unique tools to fulfill requests. Virtuals notes that the protocol is still early, and it is looking for user feedback for improvement.
Erebor is a new digital-only bank from Palmer Luckey (Anduril) and Joe Lonsdale (Palantir co-founder) to fill the void left by Silicon Valley Bank's March 2023 collapse, which had disrupted financing for startups and crypto firms. The bank has applied for a national charter and will serve tech businesses in AI, crypto, defense, and manufacturing, with leadership from Circle's Jacob Hirshman. Erebor aims to become "the most regulated entity conducting and facilitating stablecoin transactions," positioning stablecoins as a core focus alongside traditional banking products for both US and international clients seeking access to the US banking system.
Euler V2 introduces a modular vault infrastructure (EVK/EVC) that enables permissionless deployment of bespoke lending markets with cross-vault collateralization and programmable liquidation, creating a composable credit layer akin to traditional capital markets. Its EulerSwap feature activates idle liquidity by allowing vault assets to serve as AMM LPs with just-in-time borrowing, sharply boosting capital efficiency, market depth, and protocol fee generation. TVL surged from roughly $110 million to nearly $2 billion in under a year, but most fee switches remain off, deferring token value accrual and positioning EUL for future monetization while capping current utility. Euler faces stiff competition from Aave, Compound, and new entrants like Morpho, and must rebuild trust after its 2023 exploit to sustain growth and attract institutional capital.
“USDC-in USDC-out” strategies aggregate USDC lending across protocols, like Summer Finance's Lazy Summer (≈7.4%), srUSD (6.7% APY), Gauntlet's USD Alpha (7.7%), Infinifi Labs' siUSD/liUSD (8%–13.4%), and Euler frontier markets (12%–14%), to deliver steady yields without any swapping or slippage. They combine organic interest with native token incentives and just-in-time capital activation through composable vault architectures. All maintain full USDC liquidity on exit, enabling seamless redeployment for trading opportunities, deleveraging, or expense coverage.
The U.S. government's newfound love for stablecoins is driven not by ideology, but by a need to monetize debt without triggering market panic. The Genius Act, SLR exemptions, and potential cessation of Fed interest payments on reserves collectively enable TBTF banks to issue stablecoins, freeing up to $10.1 trillion in T-bill buying power. In this framework, stablecoins aren't about DeFi or freedom, they're a state-sanctioned liquidity injection mechanism designed to fund deficits, prop up equity markets, and preserve elite wealth.
Robinhood's push to offer tokenized exposure to private firms like OpenAI amounts to sidestepping traditional disclosure rules. Vlad Tenev (Robinhood CEO) argues it's illogical to restrict retail access to private equity while allowing zero-day options or meme coins. Matt Levine counters that letting the public buy "private" shares without public disclosure effectively erases the distinction between public and private companies, not by reforming IPO rules, but by discarding them entirely.
Swiss-regulated AMINA Bank has become the first bank globally to support Ripple's new RLUSD stablecoin, offering custody and trading services to institutional clients.
Ethereum's stablecoin supply just hit a record $135.4 billion.
On-chain trading activity peaks between 3 PM and 9 PM UTC (11 AM–5 PM ET), with hourly volume reaching up to $9.1M, nearly double that of early morning lows.