Pull requests (PRs) are essential for ensuring code quality and enabling collaboration across teams, but they can become major bottlenecks. Microsoft and the Delft University of Technology conducted a comprehensive study that analyzed 22,875 pull requests to uncover the key factors that contribute to delays in PR completion. The study led to the development of Nudge, an automated system designed to send timely 'nudges' to authors and reviewers. Using Nudge reduces PR completion times by 60%. This article looks at the key insights from Microsoft's research and explores how nudges transform the code review process.
2024.11.01·reviewnudgebot.com·8 min read·TLDR A team from OpenAI, including CEO Sam Altman, Chief Product Officer Kevin Weil, SVP of Research Mark Chen, VP of Engineering Srinivas Narayanan, and Chief Scientist Jakub Pachocki, recently participated in a Reddit AMA. The team discussed ChatGPT search, OpenAI o1 and o1-mini, Advanced Voice, OpenAI's research roadmap, the future of computer agents, AGI, and what's coming next. OpenAI has some releases planned for later this year, but these won't include GPT-5.
2024.11.01·links.tldrnewsletter.com·TLDR Ghost jobs are a common phenomenon in the tech industry. These fake job listings serve multiple purposes. Employers make these listings to maintain a presence on job boards and build a talent pool. They also use the listings to gauge how replaceable their employees are, look more stable during hiring freezes, make employees feel replaceable, and trick overworked employees into believing that more people will be brought on to alleviate their overwhelming workloads.
2024.11.01·sfgate.com·7 min read·TLDR Over 500 Amazon employees reportedly signed a letter to Amazon Web Services' CEO this week, sharing their outrage over Amazon's upcoming return-to-office policy, which will force workers into offices five days per week starting in 2025.
2024.11.01·arstechnica.com·4 min read·TLDR L3Harris' investment in Aerojet, one of the only two large solid-fuel rocket makers for the Pentagon, has paid off, with revenue in L3Harris' business up 23.6% compared to the same quarter five years ago.
2024.11.01·finance.yahoo.com·3 min read·TLDR Microsoft has made total funding commitments of $13 billion to OpenAI.
2024.11.01·geekwire.com·5 min read·TLDR Mark Zuckerberg says that Llama 4 is much faster and has new modalities and stronger reasoning.
2024.11.01·tomshardware.com·3 min read·TLDR An astroturf group called the Open Cloud Coalition appears to be led by a handful of European cloud providers secretly recruited by Google.
2024.11.01·arstechnica.com·5 min read·TLDR Slack's engineering team published an incredibly complicated flowchart in March 2017 that summarized the logic Slack uses to determine whether to send a given user a notification for a message.
2024.11.01·sophiebits.com·4 min read·TLDR Sponsored
Baseten's model performance engineers have built the world's fastest inference engine for Whisper, the best open-source audio transcription (speech-to-text) AI model.
2024.11.01·baseten.co·Sponsor·TLDR AI ChatGPT can now search the web in a much better way than before. You can get fast, timely answers with links to relevant web sources, which you would have previously needed to go to a search engine for. This blends the benefits of a natural language interface with the value of up-to-date sports scores, news, stock quotes, and more.
2024.11.01·links.tldrnewsletter.com·5 min read·TLDR AI This work includes several artifacts such as vision based tactical sensing, new hardware based touch sensors, and some interesting strategic partnerships in robotics.
2024.11.01·ai.meta.com·16 min read·TLDR AI xAI has enhanced its Grok AI model with image-understanding capabilities for paid users on X. The update allows users to upload images and query the AI about them. Future updates may include document understanding capabilities.
2024.11.01·techcrunch.com·2 min read·TLDR AI ODRL is the first standardized benchmark for evaluating reinforcement learning methods in environments with mismatched dynamics.
2024.11.01·arxiv.org·18 min read·TLDR AI Researchers have developed a novel adapter method for text-to-image models, allowing them to handle intricate tasks like meme video generation while maintaining the base model's generalization strengths.
2024.11.01·arxiv.org·12 min read·TLDR AI AnomalyNCD is a multi-class anomaly classification framework designed to complement traditional anomaly detection methods in industrial settings.
2024.11.01·arxiv.org·23 min read·TLDR AI Sponsored
Bot protection, user limits, PII detection, attack prevention. A developer-first approach to security.
2024.11.01·launch.arcjet.com·Sponsor·TLDR AI Byte Level language models are a step towards a token free future. However, the sequence length issue is a huge challenge. Merge tokens dynamically to improve the number of tokens in context.
2024.11.01·github.com·GitHub repository·TLDR AI A new GPU-enabled implementation of Bayesian Additive Regression Trees (BART) that dramatically boosts its processing speed, making it up to 200 times faster than traditional CPU-based versions.
2024.11.01·github.com·GitHub repository·TLDR AI New pipelines (Flux, Stable Audio, Kolors, CogVideoX, Latte, and more), methods (FreeNoise and SparseCtrl), and refactors for the Hugging Face Diffusers package.
LLM As a Judge is a way to use an existing language model to rank and score natural language. This post outlines how to best do this to process or evaluate data.
2024.11.01·hamel.dev·12 min read·TLDR AI Users can explore culture in unique ways using Google's voice AI models. Projects include Talking Tours with AI-guided virtual tours, Mice in the Museum for art narration, and Lip Sync, where animated lips discuss cultural topics. These fun tools offer fresh perspectives on art and design.
2024.11.01·blog.google·4 min read·TLDR AI OpenAI's revenue is primarily from consumer subscriptions, with 75% generated from paid ChatGPT users. Despite efforts to attract corporate customers, the consumer side remains strong with ChatGPT reaching 250 million weekly active users. OpenAI recently secured $6.6 billion in funding to support AI advancement and is advocating for significant data center expansion.
2024.11.01·finance.yahoo.com·3 min read·TLDR AI Sponsored
There are thousands of AI tools on G2. Find one you're using, share your experience to help future users, and get a $10 gift card for your
2024.11.01·links.tldrnewsletter.com·Sponsor·TLDR AI 2024.11.01·links.tldrnewsletter.com·TLDR AI Hello Patient has launched out of stealth with a $6.3m seed round led by 8VC.
OpenAI is planning to debut a successor to GPT-4 and Google plans to launch Gemini 2.0 in December.
2024.11.01·theverge.com·2 min read·TLDR AI Meta is developing a search engine for its chatbot to reduce reliance on Google and Microsoft.
2024.11.01·engadget.com·2 min read·TLDR AI red_panda, a new image generation model, outperforms models from Midjourney, Black Forest Labs, and OpenAI on the Artificial Analysis benchmark.
2024.11.01·techcrunch.com·2 min read·TLDR AI The Blockchain Association's member firms have collectively spent ~$400M defending against SEC enforcement actions since Gary Gensler became chair. A recent survey found that 2/3rds of U.S. voters believe the SEC should wait for clearer regulatory guidelines from Congress before pursuing further crypto enforcement actions.
2024.11.01·links.tldrnewsletter.com·3 min read·TLDR Crypto Immutable has received a Wells Notice from the SEC, joining the ranks of other crypto-focused companies facing regulatory actions from the agency, which many argue is increasingly stifling innovation by enforcing penalties over providing policy guidance. Committed to advocating for digital ownership, Immutable, confident in the transformative potential of blockchain for gaming and beyond, plans to challenge the SEC's move.
Morph's mainnet provides a user-friendly, consumer-focused blockchain platform that features robust scalability, low-cost transactions, and a complete ecosystem to support developers, with exchanges, funding, and marketing resources to drive mainstream adoption.
Rabby Wallet continues to simplify cross-chain experiences by offering unified multi-chain portfolio tracking, seamless cross-chain dApp usage, and a single GasAccount for multi-chain gas payments. These innovations allow users to manage their portfolios, switch between dApps without interruptions, and pay gas fees in USDT/USDC across networks.
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Legion gives crypto users merit-based access to ICOs and early fundraising rounds.
This list highlights 15 lesser-known crypto tools, mostly free, for portfolio management, project discovery, on-chain data tracking, real-time whale alerts, smart contract risk analysis, and L2 analytics
Variant recently showcased innovative Crypto x AI tools, including Coinbase's Based Agent for onchain interactions, Livepeer's AI video editing, and AI Wayfinder's natural language smart contract creation. Other highlights included Getaxal's automated notifications, Nous Research's World Sim for customized web experiences, and Sage, a smart contract search tool.
A potential Kamala Harris win raises concerns for the crypto industry because of her association with the Biden administration's perceived anti-crypto stance. This could lead to some temporary market dips and regulatory uncertainty. However, some analysts believe her administration will be taking charge during a period of increased liquidity, potentially benefiting the crypto industry.
Framework Ventures has co-led a $30 million investment in Glow, a blockchain-based platform aimed at decentralizing the energy grid by incentivizing solar energy production with cryptocurrency. Glow's protocol will reward solar farms with tokens, support large-scale solar projects initially in India, and leverage DePIN principles to drive global infrastructure growth.
Aave introduced a new visual identity a few weeks back - this post highlights mock-ups for a hypothetical Aave app redesign.
Polygon has shifted from a research-focused approach over the past two years back toward long-term product development, user experience, and go-to-market strategies.
Franklin Templeton's tokenized U.S. Government Money Market Fund, FOBXX, is now available on Coinbase's Base.
Uniswap has introduced a new feature that allows users to purchase crypto directly with their Venmo balance via MoonPay.
Apple has introduced M4-equipped Mac Mini, iMac, and MacBook Pro models alongside other updates on accessories and tech deals. Notable design updates include a smaller Mac Mini and vibrant iMac colors. The new Macs are available for preorder and will launch next week.
The Vatican unveiled "Luce," an anime-inspired mascot for the 2025 Jubilee designed by Simone Legno, to resonate with youth culture. With electric blue hair and a pilgrim's attire, Luce embodies the theme "Pilgrims of Hope." Reactions have been mixed. The Vatican aims to engage younger generations.
Nothing's Phone 2A Plus Community Edition will launch on November 12 for $399. Co-created with community input, it features green phosphorescent accents, custom packaging by Ian Henry Simmonds, and a glow-in-the-dark design. Nothing received and implemented over 900 community entries, including six exclusive wallpapers and a unique marketing campaign. The device is limited to 1,000 units.
Slack's Design Engineering Champions program blends design and engineering skills, immersing frontend engineers in design-centric work and driving impactful projects. The program's success led to the formalization of design engineering roles. Design Engineers enhance product quality, user experience, and cross-disciplinary collaboration.
As AI advances and junior design roles diminish, the industry faces a mentorship crisis. Junior positions, essential for skill-building, are vanishing due to hiring freezes and remote work challenges. AI-driven tasks risk sidelining newcomers, whose fresh perspectives are invaluable.
While aesthetics matter, reframing pushback as problem-solving fosters collaboration. To gain respect for UX, it's necessary to understand project goals, build alliances, and ensure timing is right before seeking more responsibility.
2024.11.01·whydesignishard.substack.com·3 min read·TLDR Design You can control AI, teach it your drawing style, and use it as a tool to push the boundaries of your creative process.