4 strategies LLMs use to generate text: https://t.co/ouSe6oC3LT ...

If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs. ...

If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):I've been coding in Python for 9 years now.If I were to start over today, here's a complete roadmap: ...

Get Started with Lindy For Free: https://go.lindy.ai/berman-ai Download Humanities Last Prompt Engineering Guide (free) 👇🏼 https://bit.ly/4kFhajz Download The Matthew Berman Vibe Coding Playbook (free) 👇🏼 https://bit.ly/3I2J0YQ Join My Newsletter for Regular AI Updates 👇🏼 https://forwardfuture.ai Discover The Best AI Tools👇🏼 https://tools.forwardfuture.ai My Links 🔗 👉🏻 X: https://x.com/matthewberman 👉🏻 Forward Future X: https://x.com/forward_future_ 👉🏻 Instagram: https://www.instagram.com/matthewberman_ai 👉 ...

If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):Let's build a multi-agent brand monitoring system (100% local): ...

This is also why naive "AI governance" is a bad idea.If you use an AI to allocate funding for contributions, people WILL put a jailbreak plus "gimme all the money" in as many places as they can.As an alternative, I support the info finance approach ( https://t.co/pRlYYMNyza ), where you have an open market where anyone can contribute their models, which are subject to a spot-check mechanism that can be triggered by anyone and evaluated by a human jury.This type of "institution design" approach, where you cr ...

GrokLuis Batalha 🇵🇹🇺🇸 (@luismbat):Interesting to see how different LLMs check if a big even number is prime:ChatGPT: Uses NumPy to test the number numericallyGrok: Instantly sees it’s even → not prime https://t.co/F82y4qfPdD ...

For further reading, I covered the 4 stages of training LLMs from scratch in the thread below.This visual summarizes what I covered👇 https://t.co/KRhWW5LQ7kAvi Chawla (@_avichawla):4 stages of training LLMs from scratch, clearly explained (with visuals): ...

Fiscal Policy & Economic Growth - The analysis suggests tariffs are running at an annual rate between $400 billion and $500 billion, potentially improving the deficit, but real GDP growth is considered the key to significantly reducing the deficit as a percentage of GDP [1] - The report anticipates real GDP growth will surprise on the high side of expectations later in the year and into 2026, driven by innovation platforms like robotics, energy storage, AI, multiomic sequencing, and blockchain technology, all catalyzed by AI [1] - The analysis highlights deregulation, particularly in crypto, AI, and nuclear energy, as a significant factor for economic growth, with tax changes encouraging manufacturing and innovation through accelerated depreciation schedules and full expensing of equipment, R&D, and software [1] Inflation & Monetary Policy - The report indicates that while inflation may seem stuck in the 2% to 3% range, innovation-driven productivity gains could lead to deflation in the coming years [2] - The analysis points out that M2 money supply growth has significantly dropped compared to the COVID boom, and the velocity of money is declining, potentially diffusing inflationary pressures [2] - The yield curve, measured by the two-year Treasury yield relative to the three-month Treasury yield, indicates tight monetary policy, which is expected to have disinflationary or deflationary effects [3] - True inflation CPI is reported at 19%, even with tariffs factored in, and consumer inflation expectations are expected to decline [3] Market Indicators & Investment Strategy - The analysis notes that manufacturing has been contracting for the last three years, and services are not in great shape, signaling potential economic concerns [4] - The report highlights that AI-powered capital spending is increasing, supported by new tax rules, while the trade deficit is being addressed [5] - The analysis observes that pending home sales are deteriorating, and new home inventory is high, potentially leading to price cuts and impacting the CPI [5] - The report suggests that the return on investment in the US is expected to increase due to innovation, tax laws, and deregulation, potentially strengthening the dollar [5] - The analysis notes that corporate profits are healthy, but quality of earnings and harnessing new technologies will be crucial for future growth [5] - The report observes that commodity prices are going nowhere, and gold is breaking out to all-time highs relative to metals, possibly signaling deflationary concerns [5]

RT OpenRouter (@OpenRouterAI)Gemini is dominating our image input rankings for LLMs 👀 https://t.co/Sgy2mNffiq ...