Detecting source code created by AI during software due diligence drkarlpopp.com/karl-michael-… #TechDD #DueDiligence #ai #software #ip

"The Deleted Degrees of Freedom" provides the exact theoretical Rosetta Stone for the $AMFN Texatron. It directly maps the physical vector potential to Taylor’s (1974) magnetic helicity conservation, proving the reactor isn't a classical magnetic bottle—it’s a macroscopic topological knot. ⚛️🧵 #Fusion #DeepTech #TechDD $AMFN

$AMFN How do you survive a 1-billion-degree D-He3 fusion burn? You do it in under 1 millisecond. This is the temporal blueprint of the $AMFN Texatron V10. ⏱️ The Race: Notice the "Hot Ion Mode" window. The machine must compress the core so violently (16x) that the fusion burn completes before the electrons can catch up and trigger an X-ray collapse. ⚡ The Payout: Phase 7 (Fusion) must generate more power than Phase 8 (Recovery) feeds back into the derated capacitors. This is the 5 MW commercial gate visualized. The physics works if the timing holds. ⚛️👇 #Fusion #TechDD #CleanEnergy $AMFN #DeepTech

The 70-year curse of fusion: High-Beta plasma violently rebels and destroys the reactor (aka the "Charles Seife Stress Test"). @AshtonForbes any thoughts? How does American Fusion $AMFN solve this? Not with brute force, but with a dual-layer architecture: Macroscopic Topology Microscopic Armor. 👇 State 1: The Chaos (MHD Instability)Without stabilization, a High-Beta plasma at 10 keV acts like a chaotic fluid. It wriggles, kinks, and bulges toward the walls. For decades, engineers tried to fight this with massive, expensive magnetic cages. It rarely worked. State 2: The Topology (Taylor State)The Texatron’s first defense is geometric. Using the Wells-Taylor flux invariants, the reactor forces the plasma to relax into a stable, minimum-energy ring (Grad-Shafranov equilibrium). The plasma wants to be in this shape. State 3: The Armor (The EM Foil)But what happens when it expands? Patent data reveals an active "Electromagnetic Foil." As the plasma nears the metal, a transient electromagnetic field generated at the rifled boundary repels it. Two problems, one pulse. 🛡️ The Final Boss: The Kinetic Regime The architecture survives the MHD stress test. The open question for Version 10: at 85 keV, plasma stops acting like a fluid and micro-tears begin. The Texatron's bet is that each pulse compresses and exhausts faster than kinetic instabilities can grow. If the pulsed timescale beats the kinetic growth rate, the curse is broken. That data comes from Midland, Texas. ⚛️ $AMFN #Fusion #CleanEnergy #TechDD

これはめちゃくちゃわかる。IT企業が買い手の場合は技術負債など当たり前の話なので言う必要もないが、非IT企業がIT企業を買収する際はかなり注意が必要。TechDDを行うという発想すら出づらい バイブコーディングによる「ソースコード滅茶苦茶事例」は絶対増えるから、猶更TechDDの重要性は増す

結局のところ、“story-driven bubble”というかバリューエーション芸に長けたところばっかり狙ってIRR25%を正しく理解できてなかったのが原因なんだろう SaaSがAWS（今はAI各社）によって支えられたバブルできちんとTechDDしなかったことを今更ながらに答え合わせされてるんだろうなと

Conclusion & Risks $POET represents a high-risk, high-reward on the "semiconductorization" of photonics assembly becoming the winning strategy in the multi-billion dollar CPO market. The risks are substantial: Execution: Scaling a novel manufacturing process is the primary hurdle. Competition: They are competing against giants like $AVGO and $MRVL. Financial: The company is unprofitable and will likely require more capital, risking dilution. I have taken a significant position for the long term. While I believe that we may see a pullback into the low 5's, we wanted to take a position now due to the immense growth potential and will DCA over time. This is not financial advice. Please do your own due diligence. Also, please note that these images are from their 2024 presentation. This is the latest presentation I could find, so while my text is up to date, the images might represent dated information. Take them contextually. #TechDD #StockAnalysis $POET $SOXL

AI Bots: Revolutionizing Healthcare with Advanced Automation Imagine a healthcare facility where intelligent bots assist with both administrative tasks and patient care—this is the reality of agentic AI. Unlike traditional automation, agentic AI operates with autonomy, adapting to dynamic situations and making informed decisions. A study by Accenture predicts that such AI technologies could yield $150 billion in annual savings for the U.S. healthcare sector by 2026. Our blog explores the transformative impact agentic AI has on patient care, efficiency, and the overall healthcare environment. Discover how these advanced systems are reshaping the landscape of healthcare from administrative efficiencies to enhanced diagnostic capabilities. Read more here: diligize.pe/agentic-ai-bots-… Sign up to our Disruptive Digest for more insights: lnkd.in/dtQD2Nyu #techdd #privatequity #pe #duediligence #techduediligence #valuecreation #dealorigination #cybersecurity #ai #healthcare #lifesciences

🔎 Tech Due Diligence: A Game-Changer for Startups In the last three years, we successfully conducted, with CRIT s.r.l. and @Linknovate, 18 #TechDD assessments, helping startups refine their #technology readiness, #scalability, and #market potential. From renewable energy🌱, to health & biotech 🏥 — our structured reports have guided #startups in competitive #benchmarking, industry trends, and #investor alignment. Other key sectors include: ⚙️ Advanced Manufacturing & Smart Materials 📊 AI, Data & Digital Technologies 🚗 Mobility & Smart City 🔬 Deep Tech & Scientific Innovation 🚀 TechDD remains a powerful tool to drive #innovation and #investment readiness! 📥 Keep an eye on your inbox—our latest newsletter is landing today, featuring all the incredible companies we’ve supported with Tech Due Diligence. Not subscribed? You can still sign up here 👉share.hsforms.com/19MkXaqWQS…

🔍 @Dealfloweu, @Linknovate, and CRIT are honing the methodology for precise Technical Due Diligence (#TechDD). 🚀 We've recently assessed three ground-breaking #EU-funded companies: 1. @volograms - Transforming AR with AI-based 3D holographic capture, making volumetric video more immersive. 2. @spindrive_fi - Enhancing energy efficiency with active magnetic bearing systems for sustainable energy solutions. 3. @fairbrics - Innovating sustainable textiles by utilizing CO2 emissions to create eco-friendly synthetic fabrics. 🌍 These innovations highlight EU’s #technological ingenuity and global impact potential. 👉 Does your company need a Tech DD? Check this service: dealflow.eu/wp-content/uploa…

Do you know what Technology Due Diligence is❓ 📋 It's a detailed report that compares the #technology of a #startup with its competitors, validating its #innovation. ✅@Dealfloweu offers TechDD, with CRIT and @Linknovate, to selected #innovators. ➔ dealflow.eu/technology-due-d…

Soy del reino taquero y compro mis componentes en techDD

But don't forget, that TechDD goes beyond a checklist; it's an active exploration!

Today, at the #ReactDayBerlin, I heard an exciting talk on the topic "Preparing for Success: A Frontend Engineer's Guide to Tech Due Diligence." The speaker, Armin, dove into the essentials of Tech Due Diligence (TechDD), outlining key areas: 🧵

ちなみに今回もTechDD含め、 @jpy_coin のCTOである 荒巻さん @_ywzx にお手伝いいただきました！ いいディールにスピード感持ってピンポイントで投資できるのは荒巻さんのおかげです！SVがいい方向に加速しているのを感じます。 ありがとうございます！

#TechFounders @ #PIRATEsummit, facing a #TechDD? ... Successfully master it with our free 1:1 workshop! Not sure if it's for you? Talk to @marc0_e on-site today (message here or find him) or arrange a pre-call right away hubs.li/Q01VXw3x0 #TechStartup #Founder @PIRATESummit

🧐 Have you heard about Tech Due Diligence? 🚀 It might just be the tool your company needs to understand how your technology will stand against your competitors! 💬 Check out the feedback from our last TechDD:

📋 Do you know what Technology Due Diligence is❓ Your company might need one! ✅Dealflow.eu offers #TechDD, with partners CRIT Research and @linknovate, to selected innovators. ➔Discover everything in the article we prepared for you: dealflow.eu/technology-due-d…

Bielefeld, I would have never thought I‘d say that, but: It was a blast! 🚀 #TechDD workshop at @HelloFounders #FoundersFoundation

Avalia’s Software Due Diligence has become a crucial part of the Tech M&A process of top corporations and funds in Europe and Brazil. Discover more here: avalia.io/ #avaliasystems #softwareduediligence #techdd #techadvisory #mergersandacquisitions #techinvestment