If you're building AI apps, you might be struggling with how to structure the logic and connect prompts, memory, tools, and APIs. Well, this is where open-source tools like LangChain and LangGraph can help you out. In this guide, Manish explains what each tool does and when (and how) to use it in your AI projects. freecodecamp.org/news/how-to…

🚨BREAKING —> I’m the only Member of Congress born in #Cuba. My family was forced from home after the Communist takeover — I recognize the extremists when I see them. Mamdani is a Marxist & we need to fight that much harder to stop this fringe Democrat experiment for America!

🚨 SHOCKING REVELATION: In a bombshell disclosure, Brian Hooker, chief scientific officer at Children's Health Defense, testifies at a Senate hearing that doctors receive insurer bonuses—such as up to $40,000 from Blue Cross Blue Shield for vaccinating 63% of young patients.

$XRP • $HBAR • $XLM There won’t be one winner in the new financial system, the future is interoperability. $XRP – institutional liquidity & cross-border settlement $HBAR – enterprise-grade tokenization (ETFs, funds, RWAs) $XLM – global remittances & consumer payments As ISO 20022 replaces legacy rails, these networks become the backbone of modern finance. The flywheel for @Hedera hasn’t even started spinning.

Self-hostable chat UI for LLMs with RAG and web search

The biggest threat we face is from WITHIN. These are the groups and the system that has corrupted our government, our country, our world, and that we, the people, are up against. "They're not after me, they're after you, I'm just in the way." - DJT

Since Trump stepped on the Scene in 2016, it’s been a wild ride for the old guard—dynasties crumbling, key players checking out Nancy Pelosi gone… Cheney Dynasty ☠️ McCain Dynasty ☠️ Bush Dynasty ☠️ Dick Cheney ☠️ Collin Powell ☠️ Andrew Marshal ☠️ Pope Francis ☠️ Benjamin de Rothschild ☠️ Evelyn de Rothschild ☠️ Jacob Rothschild ☠️ William Rothschild ☠️ Nathaniel Philip Rothschild ☠️ David Rockefeller ☠️ Henry Kissinger ☠️ Queen Elizabeth II ☠️ Prince Phillip ☠️ Silvio Berlusconi ☠️ Constantine II ☠️ • Epstein Blackmail Op ❌ • Diddy Blackmail Op ❌ • NXIVM ❌ • John of God ❌ • Peter Nygard, The Canadian Jeffrey Epstein ❌ • 3 SCOTUS picks —— 300 Judges —— Roe v Wade overturned! —— Constitutional Carry Protected! —— Religious Freedoms Secured! —— Affirmative Action Overturned! —— Climate Change Agenda Halted! West Virginia vs EPA, Ohio v. EPA —— Cleaner & Safer Streets —— Federal Power Weakened! SEC v. Jarkesy —— Fourth Branch of Gov Destroyed - Georgia GuideStones Destroyed! - SPACE FORCE CREATED - Planned Parenthood being dismantled. - MSM Mockingbird media exposed! - BIG Tech Exposed! - Elections being rigged EXPOSED! - ERIC George Soros Rolls Exposed & Taken out of Multiple States - MASSIVE Amounts of RESIGNATIONS! - Exposure of school indoctrination of our children - Evil Exposed like never before! - The Explosion of human trafficking arrests - Big Pharma exposed! - Three letter agencies exposed (ongoing) - NWO exposed! - Chemicals in our food exposed! - Rhinos & deepstate exposed! - Disney EXPOSED! - Biolabs exposed! - Warmongers exposed! - Vaccines Exposed! - Chemtrails exposed! - BLM exposed! - George Soros exposed! - FTX Exposed - Child Trafficking Exposed! - Adrenochrome exposed! - EO 13848 extended, again - American spirit reignited🔥🇺🇸 - People Worldwide are Waking up every day! - Twitter Takeover, Truth Social, Rumble

ESCAPE FROM NEW YORK 🚨 Real Estate agts getting flooded with calls whose job will be moving people from NY to Florida They're calling it the Mamdani Migration Businesses are holding off on investments, and walking away from deals The ultimate FAFO is about to take place

🚨 BREAKING: After denying any wrongdoing in handling "the Covid-19 pandemic", Tedros admits that the WHO is struggling with financial difficulties since the USA withdrew its funding. Do you support further countries withdrawing financial support to the WHO?

INCREDIBLE ICE just announced they made 1,500 arrests during a major 10-day immigration operation in Houston - 17 gang members - 40 aggravated felons - ⁠1 convicted murderer - ⁠13 sexual predators - ⁠many other criminal illegals KEEP IT GOING

BITCOIN HISTORY: Donald Trump buys a burger with Bitcoin First transaction by a U.S. president on the Bitcoin protocol 🟧

🚨 JUST IN — SCOTT JENNINGS: “President Trump should hire Nancy Pelosi in retirement to manage Americans' stock market portfolios. She beat the S&P 500 by 559%. We could all be retired in 6 months!” LMAO 🤣

💥 BREAKING NEWS! FOR PEOPLE WHO LIVE UNDER A ROCK I'LL SAY IT AGAIN Ripple and MasterCard have officially joined forces to transform the global financial system, bringing blockchain efficiency to traditional payments. 🚀 #XRP’s moment has arrived, the future of finance is here!

Explaining why BF16 → FP16 precision switch works for reinforcement learning (RL) ⬇️ Researchers from Sea AI Lab and @NUSingapore found that for RL precision matters most. Typically, during RL fine-tuning, rounding errors and hardware-specific optimizations cause a mismatch between the training and inference engines - and RL becomes unstable. So the researchers offered a simple change in precision format: from BF16 to the older FP16. Why did this work? Both formats use 16 bits to represent numbers but distribute them differently: - BF16 uses more exponent bits, giving it a wider numerical range, which works better for massive-scale pre-training. - FP16 prioritizes mantissa (or fraction) bits - the part that stores numerical detail. In rough numbers, FP16 gives ~8× more numerical precision than BF16. So it successfully turns the focus to the precision at RL training stage, , when all the work with wide value ranges is already done. For a deeper explanation, check out our new article: turingpost.com/p/fp16

We need to be as committed to saving America as the democrats are to destroying it. I agree with President Trump. Carefully managing the slow decline of our country by clinging to tradition isn’t going to cut it. Get rid of the filibuster and get to work.

🚨 BREAKING: We have JUST SUED the Muslim Jihadist Mayor of New York City for $100,000,000+!!!! 😳😳 His plan ‘TAX WHITE PEOPLE MORE’ is heinous!!! 😡😡 These Islamic INVADERS come into America and Europe and OUT BREED us… & change the culture to 3rd WORLD SHITHOLES!!! 💩

We engineered corn to make bug stomachs explode. And then… we fed it to people. BT corn is genetically modified to produce a built-in pesticide. When insects eat it, it punches holes in their gut lining. Now take a wild guess what’s exploding in humans? Leaky. Gut. Syndrome. Your bloat, brain fog, food sensitivities? Yeah, start there.

⚡️NEW: RIPPLE SAYS IT HAS NO PLANS FOR AN IPO President Monica Long told Bloomberg at #RippleSwell conference that the firm has no immediate timeline to go public.

Holy hell! This is a big damn deal!