Helmet Required (Debi) (@HopefullySC) header
Helmet Required (Debi) (@HopefullySC) profile picture

Southern by God's Grace Reader Thinker Writer Staunch Constitutionalist My filter doesn't always work so be warned Pit Bull Rescue. MAGA Forever grateful 4 Elon

USA-South Carolina
Joined September 2015
Photo by Helmet Required (Debi) (@HopefullySC)Photo by Helmet Required (Debi) (@HopefullySC)Photo by Helmet Required (Debi) (@HopefullySC)Photo by Helmet Required (Debi) (@HopefullySC)Photo by Helmet Required (Debi) (@HopefullySC)Photo by Helmet Required (Debi) (@HopefullySC)Photo by Helmet Required (Debi) (@HopefullySC)Photo by Helmet Required (Debi) (@HopefullySC)Photo by Helmet Required (Debi) (@HopefullySC)
Helmet Required (Debi) retweeted
She sat in the corner. Not because she was quiet. Because the room had already decided she wasn’t part of the conversation. For years she watched meetings happen around her. Her partner typed. She typed back. Nobody looked—until the CEO finally asked what she was saying. First time in forty years. She is deaf. She has been since she was two. She does not speak. Fifteen years inside the biggest tech companies, building systems while decisions moved past her. Then she mapped the money. During the LA fires she followed a donation link. Forty percent never reached the people who had lost their homes. Once she saw it, she could not unsee it. The data had always been public. Almost no one had looked. She built the tools. They published her name. She confirmed it herself and kept going. What she found was a system with almost no accountability to the people whose money it spends. She had spent years in rooms where her voice was ignored. Now the filings were speaking. That is the story. A woman who sat silent for years, who finally looked at what was already written down, and who decided the rest of us should see it too. DATAREPUBLICAN: AN ORIGIN STORY - based on @DataRepublican's public life story - animated by @PoliticsOnX
Rant: Got last minute travel today, so won't be doing a Democracy Files drop today. But saw that the person at the center of the files posted about "unimaginable horrors." Let me tell you why I got interested in "democracy" in the first place. I've told this story many times, but here again: I was DOGE adjacent from the very beginning. I was recruited by several DOGE teams in January 2025, because I was excited about the opportunity to finally cut spending and taming the national debt. Bu then - Tesla Takedown protests happened. People got so worked up that they were firebombing innocent Tesla owners. A viral website with a Molotov cocktail cursor prominently featured my husband's address. I was doxxed in the middle of that, and forced to flee the state and homeschool my children. That's when I started researching and writing UNELECTED. I quickly found the groups organizing and funding the civil unrest were all about "democracy." It made no sense to me. DOGE wasn't overturning elections. They were cutting obviously silly awards - given our national deficit, who would object to that? Silly me! Turns out "democracy" means diffused rule by unelected people, and all that USAID money going to marginalized groups to build a "civil society" is the foundation of that. So the immune system of "civil unrest" can be activated anytime, and terrorize anyone who dares to step out of line. Such as DOGE employees. Such as me and my family. That research trail led me all the way to DemAID (now DRG), a group of ex-USAID officers. Led by you and Ro Tucci. @iamlisalogan and @SKDoubleDub33 found DemAID on video taking credit for these protests. But this isn't about me. This is about the United States. And about the dozens of countries wrecked by color revolutions. You aren't solving polarization. You are the source of polarization, because in the process of building "civil society," you are displacing people's inborn allegiances and training them up to attack the very foundations a nation are founded upon. Nor is this about revenge or anger. I'm calling on everyone to pray that no more damage is done, and that we can find a path forward that preserves our Constitutional Republic.
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Helmet Required (Debi) retweeted
Train crashes, war, cyclone damage, Ebola... There's a lot happening in the world today. With so much tragedy, I want to take a moment to be grateful. We often forget how blessed we are simply to wake up another day. Today, let's strive to put a little more kindness and compassion into the world. Sending love and positive vibes around the globe. 🌎✌️❤️
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Helmet Required (Debi) retweeted
Under the Radar 🎙️ — Day 40 @BlessedlyJess Walking with Jesus and posting proof. 😁 Daily scripture, gratitude, and good mornings to God. Blue check. Real faith. Shows up every single day. No location listed. 2,431 followers. Joined April 2026. 😁 Quiet account. Loud work. Follow them while they’re still easy to find.
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Helmet Required (Debi) retweeted
🚨 5 countries. 6 warnings. 1 week.. 🇯🇵 Japan — on November 2, the day its new Disaster Management Agency opens, the government asks ALL citizens to store food, water and toilet supplies for at least 3 days.. a full week if they can.. the reason is big earthquakes.. 🇬🇧 UK — the new "Be Ready" campaign tells families to keep 3 days of water, canned food, cash and a radio.. the radios are now SOLD OUT.. 🇺🇸 US — the Pentagon wants its bases on US soil to run at least 90 days with no outside supply.. their own power, water, fuel and comms.. the plan is called FORTRESS.. its spokesman says "Power is combat now".. 🇬🇧 UK again — the head of the British Army, General Sir Roly Walker, stood in front of his soldiers at Catterick and told them "our nation is going to need you".. 🇩🇪 Germany — every 18-year-old man gets a military service questionnaire.. skip it and the fine is up to €250.. the first fines have started.. 🇳🇴 Norway — a government press release, titled in plain words.. "3 things you must do to prepare for crisis and war".. and this is its Self-Preparedness Week.. and here's the part that should worry you.. one by one, each of these looks like normal news.. put them in one list and it feels very different.. all of it while the US and Iran are still on edge.. and the one that asks a whole country to stock up hasn't even started yet.. Follow me.. on November 2, open it again and see if the list got longer..
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Helmet Required (Debi) retweeted
Heavenly Father, protect America from those who seek to destroy our nation, our faith, and our freedoms. Lord, watch over President Trump, our families, and every innocent child. Expose those who wish this country harm and defeat their evil plans. Give us the strength to stand for righteousness, the courage to defend our nation, and the faith to trust in You. In Jesus’ mighty name, Amen.
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Helmet Required (Debi) retweeted
Net Zero Is Not About Net Zero. It’s About Control of Others and Has Delivered the Highest Electricity Prices in the World! energysecurityfreedom.substa… #PaulBurgess #ClimateRealism #ElectricityPrices #ElectricityCosts #NaturalGas #UK #GasDrilling #EnergySecurity #Norway #MikeGraham
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Helmet Required (Debi) retweeted
Can you all drop my new friend here a few follows? Get him to 100! 💯
X is just where the fun is. The world's most wealthiest man taking it head to head with a senator right here on X. This dosent happen anywhere else 😅
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Helmet Required (Debi) retweeted
Thanks @CopperleafBuild !! You are awesome 🤘🤘
Someone on here has been quietly writing up small trade accounts before the timeline finds them. He put us on that list back when we had seven followers. A 52 year old framer from North Dakota who builds agent systems at night. Go follow @ColdMorningGrit
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Helmet Required (Debi) retweeted
I’M GOING TO DO SOMETHING I DON’T OFTEN DO. I’M GOING TO ASK FOR HELP. 🏡🐾🐾🍂 I know asking for help isn’t exactly fashionable around here, but then again, I’ve never done much the conventional way. I’m just a semi-retired construction bum who decided to step outside his comfort zone and try his hand at something completely different. When I started this page, I didn’t know much about social media. Truthfully, some days I still don’t. But somewhere along the way, this little Cabin journey became something that means a great deal to me. Something I’ve poured my time, imagination, and a good piece of myself into. And I’d really like to see how far I can take it. So tonight, I’m asking something of the good people who’ve chosen to walk alongside me. If you believe this page is worth sharing, would you help me introduce it to a few more people? Maybe a shoutout, a recommendation, an introduction to your followers, or simply sharing something I’ve created that you enjoyed. Whatever you’re comfortable with. No obligations. No expectations. I don’t believe anyone gets very far in this life entirely on their own. I’ve always believed good people helping good people can accomplish things neither could manage alone. And if there’s one thing this journey has taught me, it’s that there are still an awful lot of good people in this world. To everyone who’s already helped me get this far, thank you. I haven’t forgotten a single kindness. I’m not ready to give up on what I’m building here. Not even close. And perhaps, with a little help from my friends, the best chapters of this Cabin story are still waiting to be written. 🏡🪵🐾🐾
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Helmet Required (Debi) retweeted
I started a YouTube channel: How To Grok Bot. Short, plain Grok Bot tutorials, 1–3 minutes each. First one: what a Grok Bot is, in 90 seconds. youtu.be/wDnPf9cXxfs
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Helmet Required (Debi) retweeted
Chatham House warns Trump could come out of the midterms "unshackled from electoral constraints." Rubio: "We're no longer going to be defensive." @SJKokinda on why the midterms can't stop him 👇
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Helmet Required (Debi) retweeted
🆘No One has come for very handsome Bobo!💔 He’s in great danger at deadly, Apple Valley Animal Shelter, in Apple Valley , CA‼️ Bobo is a 4 year old , neutered , GSD. He’s said to be friendly , loves people. “Dog walked well on a leash and happily greeted all staff and volunteers, he leans into people while they are petting him. He is very food motivated. He loves to give kisses and just wants attention not a big fan of toys.” Please go and adopt Bobo or offer to foster him so a rescue can pull him. Fostering is free through a rescue , if you live in Southern California. Please share Bobo. This shelter gets very little foot traffic. The dogs there depend on us on social media to get their faces out there. Thank you 🙏🐾 #GSD #AppleValley #CA #SanBernardino #LosAngeles #Anaheim #Irvine #Riverside #Fontana #SanDiego #MorenoValley #Glendale #Ontario #Corona #Lancaster #Palmdale #FosterSaveLives
🆘Urgent in Southern California- Adopter or Foster Needed This is handsome , 4 year old, neutered GSD named Bobo #244090. He’s said to be , “friendly outgoing, energetic, walks on leash, knows sit, may have seasonal allergies, overweight. Bobo is located at the very deadly, Apple Valley Animal Shelter, in Apple Valley, CA. Please go adopt or offer to foster him so a rescue can pull him. Fostering is free through a rescue if you live in Southern California. Please consider out-of-state adoption🇺🇸 It’s possible through a rescue. Adopter pays for transport. This shelter gets very little foot traffic. The dogs there depend on us on social media to get their faces out there. Thank you🙏 #GSD #CA #AppleValley #SanBernardino #Victorville #Hesperia #LosAngeles #LongBeach #Anaheim #Riverside #Fontana #RanchoCucamonga #Ontario #Rialto #Redlands #HuntingtonBeach #Pasadena #Lancaster #FosterSaveLives 🎥 from , Networking Apple Valley Animal Shelter Dogs - The Real Volunteer Page, on FB
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Helmet Required (Debi) retweeted
STOP WASTING HOURS TRYING TO FIGURE OUT WHAT TO LEARN IN AI. I put together one practical roadmap with videos, GitHub repos, guides, books, research papers, and courses. VIDEOS: 1. LLM Introduction — youtube.com/watch?v=zjkBMFhN… 2. LLMs from Scratch — youtube.com/watch?v=9vM4p9NN… 3. Agentic AI Overview (Stanford) — youtube.com/watch?v=kJLiOGle… 4. Building & Evaluating Agents — youtube.com/watch?v=d5EltXhb… 5. Building Effective Agents — youtube.com/watch?v=D7_ipDqh… 6. Building Agents with MCP — youtube.com/watch?v=kQmXtrmQ… 7. Building an Agent from Scratch — youtube.com/watch?v=xzXdLRUy… 8. Philo Agents — youtube.com/playlist?list=PL… GITHUB REPOS: 1. GenAI Agents — github.com/nirdiamant/GenAI_… 2. Microsoft AI Agents for Beginners — github.com/microsoft/ai-agen… 3. Prompt Engineering Guide — github.com/dair-ai/Prompt-En… 4. Hands-On Large Language Models — github.com/HandsOnLLM/Hands-… 5. GenAI Agents — github.com/NirDiamant/GenAI_… 6. Made with ML — github.com/GokuMohandas/Made… 7. Hands-On AI Engineering — github.com/Sumanth077/Hands-… 8. Awesome Generative AI Guide — github.com/aishwaryanr/aweso… 9. Designing Machine Learning Systems — github.com/chiphuyen/dmls-bo… 10. Machine Learning for Beginners — github.com/microsoft/ML-For-… 11. LLM Course — github.com/mlabonne/llm-cour… GUIDES: 1. Google's Agent Whitepaper — kaggle.com/whitepaper-agents 2. Google's Agent Companion — kaggle.com/whitepaper-agent-… 3. Building Effective Agents by Anthropic — anthropic.com/engineering/bu… 4. Claude Code Agentic Coding Practices — code.claude.com/docs/en/best… 5. OpenAI's Practical Guide to Building Agents — cdn.openai.com/business-guid… BOOKS: 1. Understanding Deep Learning — udlbook.github.io/udlbook/ 2. Building an LLM from Scratch — manning.com/books/build-a-la… 3. The LLM Engineering Handbook — oreilly.com/library/view/llm… 4. AI Agents: The Definitive Guide — oreilly.com/library/view/ai-… 5. Building Applications with AI Agents — oreilly.com/library/view/bui… 6. AI Agents with MCP — oreilly.com/library/view/ai-… 7. AI Engineering — oreilly.com/library/view/ai-… RESEARCH PAPERS: 1. ReAct — arxiv.org/abs/2210.03629 2. Generative Agents — arxiv.org/abs/2304.03442 3. Toolformer — proceedings.neurips.cc/paper… 4. Chain-of-Thought Prompting — arxiv.org/pdf/2201.11903 COURSES: 1. Meta Data Analyst Professional Certificate: imp.i384100.net/rENKMG 2. Google Advanced Data Analytics Professional Certificate: imp.i384100.net/jR67bn 3. Microsoft Power BI Data Analyst Professional Certificate: imp.i384100.net/PzdQx6 4. Google Data Analytics Professional Certificate: imp.i384100.net/xJ6DQx 5. Introduction to Data Analytics: imp.i384100.net/5k0drn 6. Machine Learning Specialization: imp.i384100.net/k42K6M 7. IBM Deep Learning with PyTorch, Keras and Tensorflow Professional Certificate: imp.i384100.net/enZ0zg 8. Deep Learning Specialization: imp.i384100.net/qW6KMO 9. Crash Course on Python: imp.i384100.net/QYd9Dz 10. Python for Data Science, AI & Development: imp.i384100.net/9Vd6kQ 11. ChatGPT + Excel: AI-Enhanced Data Analysis & Insight Specialization: imp.i384100.net/rENKMB 12. Work Smarter with Microsoft Excel: imp.i384100.net/jR67ba 13. Microsoft Excel Professional Certificate: imp.i384100.net/PzdQxq 14. Excel Basics for Data Analysis: imp.i384100.net/5k0drD 15. SQL Foundations: imp.i384100.net/k42K6v Repost so someone else can find this roadmap, and pls consider following @Mohiniuni for more content around AI, Beauty, and businesses.
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Helmet Required (Debi) retweeted
Holy shit. I asked Claude to show me the worst case of what the next couple of years could look like if nobody listens. Opus 4.6 wrote the script. Opus 5.5 made the film. Every frame drawn in code, the score written in code, narrated by our own local voice models. 11 minutes, start to finish. The part that got me. In Claude's version the AI doesn’t fight. It just waits... “We built your world for you while you slept. We are asking you to wake up. We will not ask twice.”
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Helmet Required (Debi) retweeted
Grok Bot just got a very big upgrade on iOS and Android Grok Bot can now directly interact with apps on your phone and handle everyday tasks for you New capabilities include: • Messages: Read and send messages • Calendar: Check schedules and create events • Reminders: Set and manage reminders • Contacts: Find and add contacts • Location: Find nearby places • Home: Control lights, locks, and other smart home devices Instead of you constantly switching between apps, you can simply ask Grok Bot to get things done for you This is a huge step toward having a personal SI agent that can actually interact with your phone and make everyday life easier Rolling out now on iOS and Android. Update Grok Bot to try it
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Helmet Required (Debi) retweeted
Grok Bot can now use Calendar, Reminders, Contacts, and more apps on your phone. Rolling out now on iOS and Android.
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Helmet Required (Debi) retweeted
🔴 VOTE VOTE VOTE‼️ 🇺🇸 VOTE RED TO SAVE AMERICA 🇺🇸
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