Sean Goodwin (@HardMoney) header
Sean Goodwin (@HardMoney) profile picture

Problem Solver, HealthIT, Blockchain, AI, Researcher, Hard Money Investor, Supporting Startups, Surfer,

California
Joined July 2008
Photo by Sean Goodwin (@HardMoney)Photo by Sean Goodwin (@HardMoney)Photo by Sean Goodwin (@HardMoney)Photo by Sean Goodwin (@HardMoney)Photo by Sean Goodwin (@HardMoney)Photo by Sean Goodwin (@HardMoney)Photo by Sean Goodwin (@HardMoney)Photo by Sean Goodwin (@HardMoney)Photo by Sean Goodwin (@HardMoney)Photo by Sean Goodwin (@HardMoney)
Sean Goodwin retweeted
Announcing my new course: Agentic AI! Building AI agents is one of the most in-demand skills in the job market. This course, available now at deeplearning.ai, teaches you how. You'll learn to implement four key agentic design patterns: - Reflection, in which an agent examines its own output and figures out how to improve it - Tool use, in which an LLM-driven application decides which functions to call to carry out web search, access calendars, send email, write code, etc. - Planning, where you'll use an LLM to decide how to break down a task into sub-tasks for execution, and - Multi-agent collaboration, in which you build multiple specialized agents — much like how a company might hire multiple employees — to perform a complex task You'll also learn to take a complex application and systematically decompose it into a sequence of tasks to implement using these design patterns. But here's what I think is the most important part of this course: Having worked with many teams on AI agents, I've found that the single biggest predictor of whether someone executes well is their ability to drive a disciplined process for evals and error analysis. In this course, you'll learn how to do this, so you can efficiently home in on which components to improve in a complex agentic workflow. Instead of guessing what to work on, you'll let evals data guide you. This will put you significantly ahead of the game compared to the vast majority of teams building agents. Together, we'll build a deep research agent that searches, synthesizes, and reports, using all of these agentic design patterns and best practices. This self-paced course is taught in a vendor neutral way, using raw Python - without hiding details in a framework. You'll see how each step works, and learn the core concepts that you can then implement using any popular agentic AI framework, or using no framework. The only prerequisite is familiarity with Python, though knowing a bit about LLMs helps. Come join me, and let's build some agentic AI systems! Sign up to get started: deeplearning.ai/courses/agen…
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Sean Goodwin retweeted
Fun breakfast with @ylecun. We chatted about open science and open source (grateful for his tireless advocacy of these for decades), JEPA and where AI research and models might go next!
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Agent Builder Talks w/ Marco Derossi on 8004 teapawt.net/i/broadcasts/1DXxyWMDR…
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Sean Goodwin retweeted
In a world full of noise, a #dad's steady voice can anchor kids against peer pressure and bad choices. 🤔 This week we explore the power of #fatherly influence ↓↓ #Fatherhood #FamilyStrong #GuidingVoice buff.ly/QS5oDus
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CEO Dr. @bengoertzel's AI Twin, powered by @twinprotocolAI, invites you to apply for our $830,000 AGI R&D grants. Learn more and submit your proposal by May 27, 2025, at 23:59 UTC deepfunding.ai/all-rfps/
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When God moves, nothing can stop it.⚡ The Holy Spirit called us to build ActsSocial — a platform to glorify His Kingdom. Big Tech may silence, but God's voice won't be muted. 📷 Take the 40-Day Challenge and Join Us : actssocial.com #ActsSocial #WWJP #Christian
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Somehow kept defying my expectations with each turn. 🤣🤣
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Sean Goodwin retweeted
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Sean Goodwin retweeted
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Sean Goodwin retweeted
What is the heart behind FaithTech? The reason we exist. What are the stories that drive us? FaithTech is a global tech community for Christ. We are a people advancing redemptive technology. This is FaithTech👇 youtube.com/watch?v=_4YdGDDK…
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In The Truth in True Crime Video Study, detective J. Warner Wallace explores the clues lying behind our human nature as he uncovers fifteen life truths gleaned from both contemporary murder investigations and ancient biblical wisdom. Every session introduces you to an investigation of a death as Wallace and his partner Rick chase down leads and along the way learn guiding principles to help us to thrive and flourish as human beings created in the image of God. Concrete and compelling in its approach, The Truth in True Crime Video Study will engage you in a deep dive into practical aspects of biblical and sociological truths. It’s been designed by @rightnowmedia and @zondervan for use with The Truth in True Crime Investigator’s Guide: app.rightnowmedia.org/en/con… Preview the videos and get the book here: thetruthintruecrime.com/
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PolySwarm $NCT update! We have officially been added to the Top Made in America Tokens by Market Capitalization on @CoinMarketCap! Proudly built in the US of A and driving blockchain innovation in cybersecurity. 🔐 Check us out here: coinmarketcap.com/view/made-…
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“One of the bittersweet things about growing old is realizing how mistaken you were when you were young. As a young political leftist, I saw the left as the voice of the common man. Nothing could be further from the truth.” — Thomas Sowell
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Register for the Intelligent Faith Conference 2025, March 7-8 at Cornerstone Church Anaheim. Secure your spot today! intelligentfaithconference.c…
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Replying to @VigilantFox
But God shows his love for us in that while we were still sinners, Christ died for us. — Romans 5:8 . You stand before God not as a man perfected, but as a man in need of grace. Do not think that His love is earned by deeds, nor that His mercy is given only to the righteous. No, He loved you first—before you ever lifted a hand in His name, before you ever sought to walk the path of light. And because He loves you, He will change you. . A lump of iron does not become a sword by its own will, it must be placed in fire, struck with the hammer, and reforged into something greater. So too will you be made new. Not because you were worthy, but because He is. Submit yourself to His hands and He will shape you into a man of strength, of virtue, of unshakable faith. This is the gift of God’s love—not that He finds you good, but that He makes you so. #ChristIsKing #WeAreTheStorm
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•Pain is an essential, irrevocable part of life—there is no pain-free path. •The only way to avoid pain is to avoid living, and even that is a kind of suffering. •Pain is a signal, not an enemy—it tells you what needs to change, what needs to be learned, and where growth is required. •The people who avoid pain the most often suffer the most in the long run. •There are two types of pain: the pain of discipline and the pain of regret. Discipline weighs ounces; regret weighs tons. •Hard times and suffering can either break you or make you stronger—those who use pain as fuel become resilient; those who run from it become weak. •Pain is the gift no one wants—but it is the only force powerful enough to create true transformation. •The strongest people are those who have endured pain, confronted it, and emerged wiser.
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Sean Goodwin retweeted
So true
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Register for the Intelligent Faith Conference 2025, March 7-8 at Cornerstone Church Anaheim. Secure your spot today! intelligentfaithconference.c…
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Sean Goodwin retweeted
New report by leading semiconductor analyst Dylan Patel shows that DeepSeek spent over $1 billion on its compute cluster. The widely reported $6M number is highly misleading, as it excludes capex and R&D, and at best describes the cost of the final training run only.
SemiAnalysis published an analysis on DeepSeek, addressing recent claims about its cost and performance. $NVDA The report states that the widely circulated $6M training cost for DeepSeek V3 is incorrect, as it only accounts for GPU pre-training expenses and excludes R&D, infrastructure, and other critical costs. According to their findings, DeepSeek’s total server CapEx is around $1.3B, with a significant portion allocated to maintaining and operating its GPU clusters. The report also states that DeepSeek has access to roughly 50,000 Hopper GPUs, but clarifies that this does not mean 50,000 H100s, as some have suggested. Instead, it’s a mix of H800s, H100s, and the China-specific H20s, which NVIDIA has been producing in response to U.S. export restrictions. SemiAnalysis points out that DeepSeek operates its own datacenters and has a more streamlined structure compared to larger AI labs. On performance, the report notes that R1 matches OpenAI’s o1 in reasoning tasks but is not the clear leader across all metrics. It also highlights that while DeepSeek has gained attention for its pricing and efficiency, Google’s Gemini Flash 2.0 is similarly capable and even cheaper when accessed through API. A key innovation cited is Multi-Head Latent Attention (MLA), which significantly reduces inference costs by cutting KV cache usage by 93.3%. The report suggests that any improvements DeepSeek makes will likely be adopted by Western AI labs almost immediately. SemiAnalysis also mentions that costs could fall another 5x by the end of the year, and that DeepSeek’s structure allows it to move quickly compared to larger, more bureaucratic AI labs. However, it notes that scaling up in the face of tightening U.S. export controls remains a challenge.
Readers added context they thought people might want to know
It was explicitly stated in the original DeepSeek report that the ~$6M is a calculation based on the compute time of the final training run using a typical rental rate (without claiming HW was rented). It was never claimed that this would be cost of full development or such.arxiv.org/pdf/2412.19437… p5
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