Gradient Flow
@gradientflow.com
Newsletter: https://gradientflow.substack.com/
Podcast: https://thedataexchange.media/
Blog: https://gradientflow.com/blog/
Podcast: https://thedataexchange.media/
Blog: https://gradientflow.com/blog/
Pinned
Gradient Flow
@gradientflow.com
· Jul 8
Your AI playbook for the rest of 2025
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gradientflow.substack.com
From #AI Hype to Business Reality: The 2025 Enterprise Playbook
🎯 The AI industry has reached an inflection point where practical implementation and domain expertise matter more than access to cutting-edge models
👉 gradientflow.substack.com/p/your-ai-pl...
🎯 The AI industry has reached an inflection point where practical implementation and domain expertise matter more than access to cutting-edge models
👉 gradientflow.substack.com/p/your-ai-pl...
Legal AI in Focus: What’s Working, What Isn’t, What’s Coming
#LegalAI #LegalTech
gradientflow.substack.com/p/ais-bigges...
#LegalAI #LegalTech
gradientflow.substack.com/p/ais-bigges...
AI's biggest enterprise test case is here
Subscribe • Previous Issues
gradientflow.substack.com
November 26, 2025 at 3:31 PM
Legal AI in Focus: What’s Working, What Isn’t, What’s Coming
#LegalAI #LegalTech
gradientflow.substack.com/p/ais-bigges...
#LegalAI #LegalTech
gradientflow.substack.com/p/ais-bigges...
Designing AI Agents That Don’t Hallucinate: GraphRAG in Practice
🎯 How Knowledge Graphs Turn LLM Demos into Governed, Production Systems
thedataexchange.media/philip-rathl...
🎯 How Knowledge Graphs Turn LLM Demos into Governed, Production Systems
thedataexchange.media/philip-rathl...
Building the Knowledge Layer Your Agents Need
Philip Rathle on GraphRAG, Knowledge Graphs, AI Agents, and Agentic Memory.
thedataexchange.media
November 26, 2025 at 3:20 PM
Designing AI Agents That Don’t Hallucinate: GraphRAG in Practice
🎯 How Knowledge Graphs Turn LLM Demos into Governed, Production Systems
thedataexchange.media/philip-rathl...
🎯 How Knowledge Graphs Turn LLM Demos into Governed, Production Systems
thedataexchange.media/philip-rathl...
Where Pablo Torre unboxes Olivia Nuzzi's foray into ... pop music 🎵 youtu.be/fxxs5P9_lyc?...
Reacting to the Olivia Nuzzi Affair (and "Jailbait" Pop Song) w/ Mike Schur & Jessica Smetana | PTFO
YouTube video by PABLO TORRE FINDS OUT
youtu.be
November 26, 2025 at 4:27 AM
Where Pablo Torre unboxes Olivia Nuzzi's foray into ... pop music 🎵 youtu.be/fxxs5P9_lyc?...
🆕 For any leader considering AI’s role in knowledge work, the legal field provides an indispensable guide.
🎯 where generative AI is gaining traction in legal practice today and the points at which it fails
#LegalAI #LegalTech
→ gradientflow.substack.com/p/ais-bigges...
🎯 where generative AI is gaining traction in legal practice today and the points at which it fails
#LegalAI #LegalTech
→ gradientflow.substack.com/p/ais-bigges...
AI's biggest enterprise test case is here
Subscribe • Previous Issues
gradientflow.substack.com
November 25, 2025 at 9:51 PM
🆕 For any leader considering AI’s role in knowledge work, the legal field provides an indispensable guide.
🎯 where generative AI is gaining traction in legal practice today and the points at which it fails
#LegalAI #LegalTech
→ gradientflow.substack.com/p/ais-bigges...
🎯 where generative AI is gaining traction in legal practice today and the points at which it fails
#LegalAI #LegalTech
→ gradientflow.substack.com/p/ais-bigges...
Legal AI Demystified: What Works, What Breaks, What’s Next
⚖️ General-purpose foundation models often fail in legal contexts because they lack specific training, struggle with non-U.S. jurisdictions, and hallucinate citations
#LegalAI #LegalTech
👉 gradientflow.substack.com/p/ais-bigges...
⚖️ General-purpose foundation models often fail in legal contexts because they lack specific training, struggle with non-U.S. jurisdictions, and hallucinate citations
#LegalAI #LegalTech
👉 gradientflow.substack.com/p/ais-bigges...
AI's biggest enterprise test case is here
Subscribe • Previous Issues
gradientflow.substack.com
November 25, 2025 at 3:38 PM
Legal AI Demystified: What Works, What Breaks, What’s Next
⚖️ General-purpose foundation models often fail in legal contexts because they lack specific training, struggle with non-U.S. jurisdictions, and hallucinate citations
#LegalAI #LegalTech
👉 gradientflow.substack.com/p/ais-bigges...
⚖️ General-purpose foundation models often fail in legal contexts because they lack specific training, struggle with non-U.S. jurisdictions, and hallucinate citations
#LegalAI #LegalTech
👉 gradientflow.substack.com/p/ais-bigges...
A Better Way to Build and Refine Agents
🎯 gradientflow.substack.com/i/174385176/...
🎯 gradientflow.substack.com/i/174385176/...
Beyond RL: A New Paradigm for Agent Optimization
Subscribe • Previous Issues
gradientflow.substack.com
November 23, 2025 at 7:31 PM
A Better Way to Build and Refine Agents
🎯 gradientflow.substack.com/i/174385176/...
🎯 gradientflow.substack.com/i/174385176/...
Beautiful and very moving piece by Caroline Kennedy’s daughter archive.ph/ZVG5O
archive.ph
November 22, 2025 at 11:55 PM
Beautiful and very moving piece by Caroline Kennedy’s daughter archive.ph/ZVG5O
The Strange Afterlife of Alexander Grothendieck’s Work
☮️ He quit his elite academic career in 1970 because he refused to work for an institute funded by the military
🧮 "topos" is currently being studied by Huawei as a potential key to the next generation of AI
www.theguardian.com/science/arti...
☮️ He quit his elite academic career in 1970 because he refused to work for an institute funded by the military
🧮 "topos" is currently being studied by Huawei as a potential key to the next generation of AI
www.theguardian.com/science/arti...
‘He was in mystic delirium’: was this hermit mathematician a forgotten genius whose ideas could transform AI – or a lonely madman?
In isolation, Alexander Grothendieck seemed to have lost touch with reality, but some say his metaphysical theories could contain wonders
www.theguardian.com
November 22, 2025 at 4:55 PM
The Strange Afterlife of Alexander Grothendieck’s Work
☮️ He quit his elite academic career in 1970 because he refused to work for an institute funded by the military
🧮 "topos" is currently being studied by Huawei as a potential key to the next generation of AI
www.theguardian.com/science/arti...
☮️ He quit his elite academic career in 1970 because he refused to work for an institute funded by the military
🧮 "topos" is currently being studied by Huawei as a potential key to the next generation of AI
www.theguardian.com/science/arti...
The Reality of Time Series Foundation Models: A No-Nonsense Guide
📈 gradientflow.substack.com/p/when-text-...
📈 gradientflow.substack.com/p/when-text-...
When Text Helps Time Series (and When It Doesn’t)
Subscribe • Previous Issues
gradientflow.substack.com
November 22, 2025 at 4:48 PM
The Reality of Time Series Foundation Models: A No-Nonsense Guide
📈 gradientflow.substack.com/p/when-text-...
📈 gradientflow.substack.com/p/when-text-...
Inside the Black Box: How LLMs Really Think – Recent Discoveries from Anthropic
thedataexchange.media/emmanuel-ame...
thedataexchange.media/emmanuel-ame...
How Language Models Actually Think
Emmanuel Ameisen on LLM Hallucinations, Internal Reasoning, and Practical Engineering Tips.
thedataexchange.media
November 21, 2025 at 3:08 PM
Inside the Black Box: How LLMs Really Think – Recent Discoveries from Anthropic
thedataexchange.media/emmanuel-ame...
thedataexchange.media/emmanuel-ame...
Time Series Foundation Models: A Deep Dive for Practitioners
👉 gradientflow.substack.com/p/when-text-...
👉 gradientflow.substack.com/p/when-text-...
When Text Helps Time Series (and When It Doesn’t)
Subscribe • Previous Issues
gradientflow.substack.com
November 21, 2025 at 3:05 PM
Time Series Foundation Models: A Deep Dive for Practitioners
👉 gradientflow.substack.com/p/when-text-...
👉 gradientflow.substack.com/p/when-text-...
🆕 Under the Hood of Gemini 3: Marketing Gloss vs. Actual Utility
gradientflow.com/gemini-3/
gradientflow.com/gemini-3/
Gemini 3: Google’s Pitch vs. Users’ Reality - Gradient Flow
With each new foundation-model launch, the provider arrives with a familiar script: emphasize the novel capabilities, publish benchmark charts, and explain why this version is different from both its ...
gradientflow.com
November 21, 2025 at 3:02 PM
🆕 Under the Hood of Gemini 3: Marketing Gloss vs. Actual Utility
gradientflow.com/gemini-3/
gradientflow.com/gemini-3/
❝ Since 1998 researchers across seven countries have conducted more than 40 high-quality studies involving more than 5.6 million people that have investigated such claims and have found no link between autism and vaccines
www.scientificamerican.com/article/cdc-...
www.scientificamerican.com/article/cdc-...
CDC Vaccine Website Promotes Antiscience Claims of Autism Ties
The CDC this week quietly changed its official language to suggest vaccines may cause autism, a claim that scientists say has no basis in evidence
www.scientificamerican.com
November 20, 2025 at 8:05 PM
❝ Since 1998 researchers across seven countries have conducted more than 40 high-quality studies involving more than 5.6 million people that have investigated such claims and have found no link between autism and vaccines
www.scientificamerican.com/article/cdc-...
www.scientificamerican.com/article/cdc-...
Unpacking Time Series Foundation Models: What Matters (and What Doesn’t)
→ gradientflow.substack.com/p/when-text-...
→ gradientflow.substack.com/p/when-text-...
When Text Helps Time Series (and When It Doesn’t)
Subscribe • Previous Issues
gradientflow.substack.com
November 20, 2025 at 4:00 PM
Unpacking Time Series Foundation Models: What Matters (and What Doesn’t)
→ gradientflow.substack.com/p/when-text-...
→ gradientflow.substack.com/p/when-text-...
3 Things Every Developer Gets Wrong About LLMs (According to Someone Who Studies Them at the Neural Level)
🔬 learn how to debug AI like a biologist dissecting a mouse
[[ a conversation with Emmanuel Ameisen of Anthropic ]]
thedataexchange.media/emmanuel-ame...
🔬 learn how to debug AI like a biologist dissecting a mouse
[[ a conversation with Emmanuel Ameisen of Anthropic ]]
thedataexchange.media/emmanuel-ame...
How Language Models Actually Think
Emmanuel Ameisen on LLM Hallucinations, Internal Reasoning, and Practical Engineering Tips.
thedataexchange.media
November 20, 2025 at 3:36 PM
3 Things Every Developer Gets Wrong About LLMs (According to Someone Who Studies Them at the Neural Level)
🔬 learn how to debug AI like a biologist dissecting a mouse
[[ a conversation with Emmanuel Ameisen of Anthropic ]]
thedataexchange.media/emmanuel-ame...
🔬 learn how to debug AI like a biologist dissecting a mouse
[[ a conversation with Emmanuel Ameisen of Anthropic ]]
thedataexchange.media/emmanuel-ame...
Is the GENIUS Act the Next 2008 Financial Crisis in Disguise?
👀 The GENIUS Act aims to regulate stablecoins but can potentially destabilize the financial system by allowing the industry to write its own favorable rules.
#crypto #bitcoin #stablecoin
www.theatlantic.com/ideas/2025/1...
👀 The GENIUS Act aims to regulate stablecoins but can potentially destabilize the financial system by allowing the industry to write its own favorable rules.
#crypto #bitcoin #stablecoin
www.theatlantic.com/ideas/2025/1...
How Crypto Could Trigger the Next Financial Crisis
The danger of stablecoins lies in the ways they are meant to be safe.
www.theatlantic.com
November 19, 2025 at 3:42 PM
Is the GENIUS Act the Next 2008 Financial Crisis in Disguise?
👀 The GENIUS Act aims to regulate stablecoins but can potentially destabilize the financial system by allowing the industry to write its own favorable rules.
#crypto #bitcoin #stablecoin
www.theatlantic.com/ideas/2025/1...
👀 The GENIUS Act aims to regulate stablecoins but can potentially destabilize the financial system by allowing the industry to write its own favorable rules.
#crypto #bitcoin #stablecoin
www.theatlantic.com/ideas/2025/1...
Time Series Foundation Models Unpacked
✅ TSFMs are emerging as a powerful new default for forecasting, offering strong zero-shot performance by leveraging large, pre-trained models
👉 gradientflow.substack.com/p/when-text-...
✅ TSFMs are emerging as a powerful new default for forecasting, offering strong zero-shot performance by leveraging large, pre-trained models
👉 gradientflow.substack.com/p/when-text-...
When Text Helps Time Series (and When It Doesn’t)
Subscribe • Previous Issues
gradientflow.substack.com
November 19, 2025 at 3:34 PM
Time Series Foundation Models Unpacked
✅ TSFMs are emerging as a powerful new default for forecasting, offering strong zero-shot performance by leveraging large, pre-trained models
👉 gradientflow.substack.com/p/when-text-...
✅ TSFMs are emerging as a powerful new default for forecasting, offering strong zero-shot performance by leveraging large, pre-trained models
👉 gradientflow.substack.com/p/when-text-...
🆕 Time Series Foundation Models: What You Need to Know
1️⃣ Choosing the Right TSFM for Your Mission
2️⃣ The Problem with Adapting LLMs for Forecasting
3️⃣ Exploit enterprise relational graphs before chasing external text
👉 gradientflow.substack.com/p/when-text-...
1️⃣ Choosing the Right TSFM for Your Mission
2️⃣ The Problem with Adapting LLMs for Forecasting
3️⃣ Exploit enterprise relational graphs before chasing external text
👉 gradientflow.substack.com/p/when-text-...
When Text Helps Time Series (and When It Doesn’t)
Subscribe • Previous Issues
gradientflow.substack.com
November 18, 2025 at 11:16 PM
🆕 Time Series Foundation Models: What You Need to Know
1️⃣ Choosing the Right TSFM for Your Mission
2️⃣ The Problem with Adapting LLMs for Forecasting
3️⃣ Exploit enterprise relational graphs before chasing external text
👉 gradientflow.substack.com/p/when-text-...
1️⃣ Choosing the Right TSFM for Your Mission
2️⃣ The Problem with Adapting LLMs for Forecasting
3️⃣ Exploit enterprise relational graphs before chasing external text
👉 gradientflow.substack.com/p/when-text-...
🆕 Time Series Foundation Models: What You Need To Know
✅ TSFMs are emerging as a powerful new default for forecasting, offering strong zero-shot performance by leveraging large, pre-trained models
👉 gradientflow.substack.com/p/when-text-...
✅ TSFMs are emerging as a powerful new default for forecasting, offering strong zero-shot performance by leveraging large, pre-trained models
👉 gradientflow.substack.com/p/when-text-...
When Text Helps Time Series (and When It Doesn’t)
Subscribe • Previous Issues
gradientflow.substack.com
November 18, 2025 at 3:40 PM
🆕 Time Series Foundation Models: What You Need To Know
✅ TSFMs are emerging as a powerful new default for forecasting, offering strong zero-shot performance by leveraging large, pre-trained models
👉 gradientflow.substack.com/p/when-text-...
✅ TSFMs are emerging as a powerful new default for forecasting, offering strong zero-shot performance by leveraging large, pre-trained models
👉 gradientflow.substack.com/p/when-text-...
🚨🚨🚨 Trillion-Dollar Infrastructure Bets, Mass Layoffs, and the ROI Squeeze
www.youtube.com/watch?v=YDpG...
www.youtube.com/watch?v=YDpG...
Surviving the AI Workforce Shakeup
YouTube video by Gradient Flow
www.youtube.com
November 18, 2025 at 1:52 AM
🚨🚨🚨 Trillion-Dollar Infrastructure Bets, Mass Layoffs, and the ROI Squeeze
www.youtube.com/watch?v=YDpG...
www.youtube.com/watch?v=YDpG...
AI Datacenter borrowing frenzy? High leverage is the engine of a boom, but the fuse of a bust. Wall Street is betting on perpetual growth. #LeverageRisk #BubbleWatch
See: x.com/junkbondinve...
See: x.com/junkbondinve...
junkbondinvestor on X: "Big Tech borrowing for AI data centers: 2015-2024 average: $32B/year Sept-Oct 2025 alone: $75B > Meta borrowed $30B > Oracle borrowed$18B > $META also did $27B off-balance sheet with Blue Owl AI companies now 14% of IG index The "money-printing" tech companies are... https://t.co/IuhBU0LS4M" / X
Big Tech borrowing for AI data centers: 2015-2024 average: $32B/year Sept-Oct 2025 alone: $75B > Meta borrowed $30B > Oracle borrowed$18B > $META also did $27B off-balance sheet with Blue Owl AI companies now 14% of IG index The "money-printing" tech companies are... https://t.co/IuhBU0LS4M
x.com
November 18, 2025 at 1:48 AM
AI Datacenter borrowing frenzy? High leverage is the engine of a boom, but the fuse of a bust. Wall Street is betting on perpetual growth. #LeverageRisk #BubbleWatch
See: x.com/junkbondinve...
See: x.com/junkbondinve...
Who Really Loses Their Job When AI Shows Up?
📥 When ‘AI Transformation’ Really Means ‘Headcount Reduction’
www.youtube.com/watch?v=YDpG...
📥 When ‘AI Transformation’ Really Means ‘Headcount Reduction’
www.youtube.com/watch?v=YDpG...
Surviving the AI Workforce Shakeup
YouTube video by Gradient Flow
www.youtube.com
November 17, 2025 at 3:23 PM
Who Really Loses Their Job When AI Shows Up?
📥 When ‘AI Transformation’ Really Means ‘Headcount Reduction’
www.youtube.com/watch?v=YDpG...
📥 When ‘AI Transformation’ Really Means ‘Headcount Reduction’
www.youtube.com/watch?v=YDpG...