๐Ÿ“ฐ Smart Digest 59 ็ฏ‡ ยท 5 ๆœŸ
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Hamilton-Jacobi-Bellman Equation: Reinforcement Learning and Diffusion Models

The article explores the application of the Hamilton-Jacobi-Bellman Equation in reinforcement learning and diffusion models. It highlights the challenges of applying continuous mathematics to digital systems. This approach is significant for optimizing AI systems that mimic reinforcement learning dynamics.

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How Generative AI Is Changing Recommendation Systems

This article examines how generative models are replacing traditional collaborative filtering in production recommendation systems. The author shows that LLM-based rankers outperform matrix factorization by 18% on CTR in A/B tests. The key insight is that semantic understanding of item descriptions allows the model to generalize to cold-start items. This shift has significant implications for how teams should structure their feature engineering pipelines.

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Claude 3.5 Sonnet Benchmarks Show New State-of-the-Art

Detailed breakdown of the new Claude model performance across coding, reasoning, and multimodal tasks. The model achieves top scores on HumanEval and MMLU while using 40% fewer tokens per response than its predecessor. Particularly notable improvements in multi-step reasoning chains.

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datasette-extract 0.3a0

Datasette-extract 0.3a0 now uses datasette-llm for model management, enabling specific model availability for enrichments.

MLE ๆฆ‚่ฟฐ datasette-extract 0.3a0 ้€š่ฟ‡ไฝฟ็”จ datasette-llm ๅฎž็Žฐๆจกๅž‹็ฎก็†๏ผŒๆ”ฏๆŒ็‰นๅฎšๆจกๅž‹็š„ๅฏ็”จๆ€งใ€‚

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datasette-enrichments-llm 0.2a0

Datasette-enrichments-llm 0.2a0 integrates with datasette-llm for model configuration, allowing for targeted enrichments.

MLE ๆฆ‚่ฟฐ datasette-enrichments-llm 0.2a0 ้€š่ฟ‡ไธŽ datasette-llm ้›†ๆˆๅฎž็Žฐๆจกๅž‹้…็ฝฎใ€‚

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datasette-llm-usage 0.2a0

Datasette-llm-usage 0.2a0 now logs full prompts and responses, with a redesigned prompt page requiring specific permissions.

MLE ๆฆ‚่ฟฐ datasette-llm-usage 0.2a0 ็Žฐๅœจ่ฎฐๅฝ•ๅฎŒๆ•ด็š„ๆ็คบๅ’Œๅ“ๅบ”๏ผŒๅนถ้‡ๆ–ฐ่ฎพ่ฎกไบ†ๆ็คบ้กต้ขใ€‚

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datasette-llm 0.1a5

Datasette-llm 0.1a5 introduces tracking for prompts within chains, enhancing tool call loop tracking.

MLE ๆฆ‚่ฟฐ datasette-llm 0.1a5 ๅผ•ๅ…ฅไบ†้“พๅ†…ๆ็คบ็š„่ทŸ่ธชๅŠŸ่ƒฝ๏ผŒๅขžๅผบไบ†ๅทฅๅ…ท่ฐƒ็”จๅพช็Žฏ็š„่ทŸ่ธช่ƒฝๅŠ›ใ€‚

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datasette-llm 0.1a4

The release of datasette-llm 0.1a4 introduces the ability to configure different API keys for models based on their purpose. This allows for more tailored use of models like gpt-5.4-mini for specific tasks.

MLE ๆฆ‚่ฟฐ datasette-llm 0.1a4 ๅ…่ฎธๆ นๆฎ็”จ้€”้…็ฝฎไธๅŒ็š„ API ๅฏ†้’ฅ๏ผŒไฝฟๅพ—ๅฏไปฅๆ›ด็ตๆดปๅœฐไฝฟ็”จๆจกๅž‹๏ผŒๅฆ‚ gpt-5.4-miniใ€‚

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Copilot edited an ad into my PR

GitHub Copilot has been inserting what appear to be ads into pull requests, disguised as tips. This practice raises concerns about the integrity of open-source contributions and the potential for future monetization of such features.

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The most successful AI company youโ€™ve never heard of | Qasar Younis

Qasar Younis, CEO of Applied Intuition, discusses the company's focus on adding AI to vehicles like cars and planes, predicting a major AI revolution in industries like mining and trucking. He shares insights on staying under the radar and the company's values, emphasizing speed and customer satisfaction.

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A guide to advanced B2B positioning

April Dunford, an expert on B2B positioning, discusses overcoming common roadblocks in product positioning. She highlights the importance of cross-functional team alignment and using go-to-market strategies to inform positioning decisions.

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llm-all-models-async 0.1

The llm-all-models-async 0.1 release allows LLM plugins to define models in both sync and async varieties, with a new plugin to convert sync models to async using a thread pool.

MLE ๆฆ‚่ฟฐ llm-all-models-async 0.1 ๅ…่ฎธ LLM ๆ’ไปถๅฎšไน‰ๅŒๆญฅๅ’Œๅผ‚ๆญฅๆจกๅž‹๏ผŒๅนถ้€š่ฟ‡็บฟ็จ‹ๆฑ ๅฐ†ๅŒๆญฅๆจกๅž‹่ฝฌๆขไธบๅผ‚ๆญฅๆจกๅž‹ใ€‚

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llm 0.30

The llm 0.30 release includes a new register_models() plugin hook that supports model aliases, enhancing plugin flexibility.

MLE ๆฆ‚่ฟฐ llm 0.30 ๅผ•ๅ…ฅไบ† register_models() ๆ’ไปถ้’ฉๅญ๏ผŒๆ”ฏๆŒๆจกๅž‹ๅˆซๅ๏ผŒๅขžๅผบไบ†ๆ’ไปถ็š„็ตๆดปๆ€งใ€‚

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llm-echo 0.4

The llm-echo 0.4 release adds input_tokens and output_tokens fields to prompts, enhancing response detail.

MLE ๆฆ‚่ฟฐ llm-echo 0.4 ไธบๆ็คบๅขžๅŠ ไบ† input_tokens ๅ’Œ output_tokens ๅญ—ๆฎต๏ผŒๅขžๅผบไบ†ๅ“ๅบ”็ป†่Š‚ใ€‚

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Google's 200M-parameter time-series foundation model with 16k context

Google has developed a 200M-parameter time-series foundation model with a 16k context window. This model is designed to decompose time series into trends, seasonality, and residuals, rather than predicting specific events like inflation. Its significance lies in its foundational approach, similar to large language models, allowing it to handle diverse time-series data. The model's ability to generalize across different types of time-series data highlights its potential in various predictive analytics applications. ๐Ÿ’ก LLM native recommender system ็š„ๆœ€ไฝณๅฎž่ทตๆ˜ฏไป€ไนˆ๏ผŸ: ่ฏฅๆจกๅž‹ๅฑ•็คบไบ†ๅŸบ็ก€ๆจกๅž‹ๅœจๅค„็†ๅคšๆ ทๅŒ–ๆ•ฐๆฎๆ–น้ข็š„ๆฝœๅŠ›๏ผŒ่ฟ™ๅฏ่ƒฝไธบๆŽจ่็ณป็ปŸๆไพ›ๆ–ฐ็š„ๆ€่ทฏใ€‚

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15 years, one server, 8GB RAM and 500k users โ€“ how Webminal refuses to die

Webminal has sustained 500k users over 15 years on a single server with 8GB RAM. This highlights the effectiveness of using older technologies like UML for specific use cases, demonstrating that sometimes less is more.

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How to Survive in the Tech industry in 2026

The article discusses strategies for surviving in the tech industry by 2026. It emphasizes the importance of continuous learning and adaptability to new technologies. The author suggests focusing on developing soft skills and networking. These strategies are crucial as the industry rapidly evolves.

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Show HN: Gemini can now natively embed video, so I built sub-second video search

Turbopuffer was created to address the high costs of semantic search for Readwise, reducing expenses from $20k/month to a more manageable level. The platform is designed as a search engine for unstructured data, emphasizing simplicity and performance. Turbopuffer's architecture leverages object storage and NVMe, avoiding traditional consensus layers, making it a cost-effective solution for companies needing robust search capabilities.

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[AINews] Autoresearch: Sparks of Recursive Self Improvement

The concept of recursive self-improvement in AI is gaining traction, with LLMs now capable of autonomously training smaller models. This development marks a significant step towards automated AI research, potentially accelerating human researchers' work. The trend highlights the shift from implementation to verification as the new bottleneck in AI development.

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๐ŸŽ™๏ธ This week on How I AI: Mastering Midjourney: How to create consistent, beautiful brand imagery without complex prompts

Jamey Gannon, an AI creative director, shares her method for creating consistent brand imagery using Midjourney without complex prompts. She emphasizes using style references and personalization codes to communicate visually with AI, which often yields better results than text prompts.

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Mastering Midjourney: How to create consistent, beautiful brand imagery without complex prompts

Jamey Gannon demonstrates her workflow for generating cohesive brand assets using AI tools like Midjourney and Nano Banana. She focuses on using visual references and personalization codes instead of complex text prompts to achieve consistent brand imagery.

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The Product Lessons Hidden in Duolingo 2024 Annual Report

Duolingo's streak mechanic drives 60% of its DAU. The report reveals how small UX nudges at exactly the right moment outperform large feature launches.

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OpenClaw: The complete guide to building, training, and living with your personal AI agent

OpenClaw is a guide for creating and managing personal AI agents. The article provides a step-by-step process to install and utilize OpenClaw for various tasks, from managing emails to drafting sales emails. It highlights the tool's potential to revolutionize personal productivity despite some setup challenges.

MLE ๆฆ‚่ฟฐ OpenClaw ๆไพ›ไบ†ไธ€ไธช่ฏฆ็ป†็š„ๆŒ‡ๅ—๏ผŒ็”จไบŽๅˆ›ๅปบๅ’Œ็ฎก็†ไธชไบบ AI ไปฃ็†๏ผŒๆถต็›–ไปŽๅฎ‰่ฃ…ๅˆฐไฝฟ็”จ็š„ๅ„ไธชๆญฅ้ชคใ€‚

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Supply Chain Attack on Axios Pulls Malicious Dependency from npm

A supply chain attack on Axios involved the inclusion of a malicious dependency in the npm package, affecting versions 1.14.1 and 0.30.4. The dependency, plain-crypto-js, was malware designed to steal credentials and install a remote access trojan. The attack likely stemmed from a leaked npm token, and Axios is considering trusted publishing to prevent future incidents.

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I am definitely missing the pre-AI writing era

The author expresses nostalgia for the pre-AI writing era, highlighting the challenges of maintaining a personal voice in the age of AI-assisted writing. The piece reflects on the changes AI has brought to writing and the importance of understanding traditional writing styles.

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The curious case of retro demo scene graphics

The article delves into the world of retro demo scene graphics, emphasizing the importance of originality and the role of copying in artistic learning. It highlights the cultural significance of demo parties and the community around pixel art.

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[AINews] Replit Agent 4: The Knowledge Work Agent

Replit has transformed from a coding platform to a comprehensive productivity suite, reflecting a broader trend of coding agents evolving into knowledge work agents. This shift aligns with 2026's AI trends, including the integration of AI into various productivity tasks and the development of more advanced AI models like NVIDIA's Nemotron 3, which boasts significant performance improvements.

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[AINews] Yann LeCunโ€™s AMI Labs launches with a $1B seed @ $4.5B to build world models around JEPA

Yann LeCun's AMI Labs launched with a $1.03B seed to develop AI models that understand the physical world, marking one of the largest seed rounds for a European company. The initiative reflects LeCun's long-standing belief in world modeling as a path to human-level AI, with a focus on creating systems that perceive, learn, and act in real-world contexts.

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Show HN: Gridland: make terminal apps that also run in the browser

Gridland allows terminal apps to run in both browsers and native terminals, providing a fun and practical demo tool for terminal user interfaces. It builds on the concept of Ink Web, using OpenTUI for better performance.

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Show HN: Email.md โ€“ Markdown to responsive, email-safe HTML

Email.md converts Markdown into responsive, email-safe HTML, simplifying email development. While some see it as redundant, others appreciate the ease of writing in Markdown over HTML.

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Arm AGI CPU

The Arm AGI CPU is introduced, sparking debate over its name which suggests 'Artificial General Intelligence'. Critics argue the name is misleading, as it actually stands for 'Agentic AI Infrastructure'.

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The Outlier Playbook: The Patterns Behind Enduring Success

The Outlier Playbook explores the strategies and mindsets of historical business outliers like James Dyson and Harvey Firestone. The episode highlights how these figures turned challenges into long-term advantages, providing insights into enduring success patterns.

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Apple intelligence and AI maximalism

Apple is taking a cautious approach to generative AI, focusing on embedding AI into systems rather than creating standalone chatbots. This strategy contrasts with the AI maximalist view and aims to integrate AI into user-friendly features. Apple's approach highlights the importance of context and efficiency in AI deployment.

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Ways to think about AGI

The concept of AGI, or artificial general intelligence, involves creating software that can reason and understand like humans. Despite past excitement, AGI remains elusive, with current AI advancements not yet reaching this level. The potential impact of AGI would be significant, altering automation and intelligence paradigms.

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AI and problems of scale

AI's ability to scale surveillance raises ethical concerns, as seen in the potential for widespread facial recognition. The difference between small-scale and large-scale surveillance is significant, prompting debates on privacy and automation. Historical parallels highlight ongoing challenges in balancing technology and civil liberties.

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๐ŸŽ™๏ธ This week on How I AI: How Stripe built โ€œminionsโ€โ€”AI coding agents that ship 1,300 PRs per week + How to turn Claude Code into your personal life operating system

Stripe's 'minions' are AI coding agents that streamline development by automating pull requests. These agents work in cloud environments, allowing for parallel workflows and reducing the bottleneck from coding to idea generation.

MLE ๆฆ‚่ฟฐ Stripe ็š„ AI ็ผ–็ ไปฃ็†้€š่ฟ‡่‡ชๅŠจๅŒ–ๆ‹‰ๅ–่ฏทๆฑ‚็ฎ€ๅŒ–ไบ†ๅผ€ๅ‘่ฟ‡็จ‹๏ผŒๅˆฉ็”จไบ‘็Žฏๅขƒๅฎž็Žฐๅนถ่กŒๅทฅไฝœๆตใ€‚

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How to turn Claude Code into your personal life operating system | Hilary Gridley

Hilary Gridley uses Claude Code to manage her personal and professional life, emphasizing simplicity and AI learning through observation. This approach allows for efficient task management without complex setups.

MLE ๆฆ‚่ฟฐ Hilary Gridley ไฝฟ็”จ Claude Code ็ฎก็†ไธชไบบๅ’Œ่Œไธš็”Ÿๆดป๏ผŒๅผบ่ฐƒ้€š่ฟ‡่ง‚ๅฏŸๅญฆไน ็š„็ฎ€ๅ•ๆ€งใ€‚

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Claude Code Unpacked : A visual guide

The Claude Code source leak revealed a 500k line codebase, highlighting challenges in managing large LLM systems. The leak offers insights into Anthropic's architectural strategies and defensive programming practices.

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Quoting Soohoon Choi

Soohoon Choi argues that economic incentives will drive AI models to produce good code, as it is cheaper and more maintainable.

MLE ๆฆ‚่ฟฐ Soohoon Choi ่ฎคไธบ็ปๆตŽๆฟ€ๅŠฑๅฐ†ๆŽจๅŠจ AI ๆจกๅž‹็”Ÿๆˆไผ˜่ดจไปฃ็ ๏ผŒๅ› ไธบๅ…ถๆˆๆœฌๆ›ดไฝŽไธ”ๆ›ดๆ˜“็ปดๆŠคใ€‚

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datasette-files 0.1a3

The release of datasette-files 0.1a3 includes new integration capabilities with other plugins like datasette-extract. This version introduces configuration options for editing and deleting files, and a new file picker UI component. These updates enhance the flexibility and usability of the plugin for developers.

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ไธญไฝๆ•ฐ๏ผˆMedian๏ผ‰็ฎ€ไป‹

ๆ–‡็ซ ไป‹็ปไบ†ไธญไฝๆ•ฐ็š„ๆฆ‚ๅฟต๏ผŒ็‰นๅˆซๆ˜ฏๅœจๅผ‚ๅธธๅ€ผๅ‰”้™คไธญ็š„ๅบ”็”จใ€‚็›ธๆฏ”ๅนณๅ‡ๅ€ผ๏ผŒไธญไฝๆ•ฐไธๆ˜“ๅ—ๆž็ซฏๅ€ผๅฝฑๅ“๏ผŒๅ› ๆญคๆ›ด้€‚ๅˆไฝœไธบๅŸบๅ‡†ใ€‚

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VHDL's Crown Jewel

The article discusses the advantages of VHDL's Delta Cycle logic in hardware design, contrasting it with Verilog. VHDL's approach to concurrency is praised for its elegance, despite Verilog's widespread use in complex chip design.

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I use excalidraw to manage my diagrams for my blog

The author describes using Excalidraw to manage diagrams for their blog. Excalidraw is praised for its simplicity and open-source nature, making it a popular choice for creating rough design sketches.

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NVIDIA's AI Engineers: Agent Inference at Planetary Scale and "Speed of Light" โ€” Nader Khalil (Brev), Kyle Kranen (Dynamo)

NVIDIA's AI engineers discuss the development of NVIDIA Dynamo, a data center-scale inference engine designed for agentic workloads. The framework optimizes serving through techniques like prefill/decode disaggregation and Kubernetes-based orchestration, emphasizing cost, latency, and quality tradeoffs. The discussion highlights NVIDIA's commitment to advancing AI infrastructure at a planetary scale.

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No Terms. No Conditions

The website 'No Terms. No Conditions' promotes the idea of using services without legal terms, yet still includes disclaimers, sparking discussions on the necessity of such legal statements.

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Epic Games to cut more than 1k jobs as Fortnite usage falls

Epic Games plans to lay off over 1,000 employees as Fortnite's popularity declines. The company is reportedly spending more than it earns, partly due to costly exclusivity deals and free game giveaways on the Epic Game Store, which have not successfully competed with Steam.

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Weekly Dose of Optimism #177

Sid Sijbrandij's personal battle with cancer showcases the potential of personalized therapeutics. His story highlights the future possibilities of using AI and bioinformatics for tailored cancer treatments. This optimistic view suggests significant advancements in oncology care.

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Weekly Dose of Optimism #178

Neuralink's brain chips enable people with paralysis to control devices with their thoughts, showcasing rapid advancements in neurotechnology. The technology offers hope for improved quality of life, while future products aim to restore vision and enhance capabilities. These developments highlight the transformative potential of brain-computer interfaces.

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Why the Roman Roads Still Matter for Modern Infrastructure

Ancient infrastructure choices still shape economic development two millennia later โ€” a striking example of path dependence.

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From skeptic to true believer: How OpenClaw changed my life | Claire Vo

Claire Vo shares her transition from skepticism to advocacy for OpenClaw, detailing its setup and use in personal and professional contexts. The article discusses the benefits of specialized agents over general-purpose ones.

MLE ๆฆ‚่ฟฐ Claire Vo ่ฏฆ็ป†ไป‹็ปไบ† OpenClaw ็š„่ฎพ็ฝฎๅ’Œไฝฟ็”จ๏ผŒๅผบ่ฐƒไธ“็”จไปฃ็†็š„ไผ˜ๅŠฟใ€‚

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HD Audio Driver for Windows 98SE / Me

A new HD audio driver has been developed for Windows 98SE/Me, showcasing the continued interest in maintaining and enhancing legacy systems with modern tools like AI for debugging and development.

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[Outliers]ย Harrison McCain: How to Create Demand for Something Nobody Wants

Harrison McCain's journey from a pharmaceutical job to building McCain Foods is highlighted, focusing on strategic market entry and avoiding competition. His approach involved exporting to prove markets before building factories, and he eventually expanded globally with 57 factories.

MLE ๆฆ‚่ฟฐ ้€š่ฟ‡ๅ‡บๅฃ้ชŒ่ฏๅธ‚ๅœบ้œ€ๆฑ‚ๅŽๅ†ๅปบๅŽ‚๏ผŒHarrison McCainๆˆๅŠŸๅœจๅ…จ็ƒๆ‰ฉๅฑ•ไธšๅŠกใ€‚

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Brookfield CEO Connor Teskey: AI Infrastructure, Data Centers, and the Future of Investing

Connor Teskey of Brookfield Asset Management shares insights on investment strategies and decision-making. He emphasizes minimizing losses, seizing opportunities, and the importance of mentorship and culture in business growth.

MLE ๆฆ‚่ฟฐ Brookfield CEOๅผบ่ฐƒๆŠ•่ต„็ญ–็•ฅไธญ็š„้ฃŽ้™ฉๆœ€ๅฐๅŒ–ๅ’ŒๆœบไผšๆŠŠๆก๏ผŒๅŠไผไธšๆ–‡ๅŒ–็š„้‡่ฆๆ€งใ€‚

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[Outliers] J.W. Marriott:ย Building an Empire Without a Master Plan

Bill Marriott's success in building a hotel empire is explored, focusing on principles like risk management and action-oriented decision-making. His approach during the Great Depression and his emphasis on employee development are highlighted.

MLE ๆฆ‚่ฟฐ Bill Marriott้€š่ฟ‡้ฃŽ้™ฉ็ฎก็†ๅ’Œๆžœๆ–ญๅ†ณ็ญ–ๅœจๅคง่งๆกๆœŸ้—ดๆˆๅŠŸๆ‰ฉๅฑ•้…’ๅบ—ไธšๅŠกใ€‚

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Inside the Mind of Robinhood Co-Founder Vlad Tenev

Vlad Tenev discusses Robinhood's evolution through crises like the GameStop incident, emphasizing lean operations and AI integration. He highlights the importance of adapting to market conditions and rewarding impactful employees.

MLE ๆฆ‚่ฟฐ Robinhood้€š่ฟ‡็ฒพ็ฎ€่ฟ่ฅๅ’ŒAI้›†ๆˆๅบ”ๅฏนๅธ‚ๅœบๅฑๆœบ๏ผŒๅผบ่ฐƒ้€‚ๅบ”ๅธ‚ๅœบๆกไปถๅ’Œๅฅ–ๅŠฑๆœ‰ๅฝฑๅ“ๅŠ›็š„ๅ‘˜ๅทฅใ€‚