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Powering Up: Containerized Substations Completed.
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Spot on. Compute power follows path of least resistanceโ€”specifically, cheaper energy and optimized footprint. This is exactly why we are seeing a massive shift towards modular/containerized data centers deployed in energy-favorable regions. When jurisdictions talk about taxing data center energy, efficiency isn't just a metric anymore; it's survival.
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$UMAC $ONDS $KTOS $AVAV $RCAT | The Pentagon shifts to an "affordable mass" strategy, signing framework deals to secure over 10,000 low cost containerized cruise missiles. The LCCM program aims to rapidly deepen stockpiles using commercial parts.
$UMAC $ONDS $KTOS $AVAV $RCAT | The Pentagon scales autonomous drone procurement via a historic $74 billion defense budget request for next generation warfare. The massive funding surge secures thousands of cheap, disposable aircraft to overwhelm enemy airspace.
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400 developers have stopped wasting 45 minutes configuring fullstack boilerplate. ๐Ÿคฏ We just hit 400 downloads on npm and released create-reactgo-app v3.0.0! ๐ŸŽ‰ Spin up a production-ready, containerized React Go app in 30 seconds flat. What's new in v3.0.0: โš›๏ธ React 19 Vite TailwindCSS v4 ๐Ÿน High-performance Go (Gin Gonic) CORS ready ๐Ÿณ Instant Docker Compose setup (with Air hot-reloading) ๐Ÿ“ Streamlined folder layout & updated scaffolding Stop copy-pasting Dockerfiles. Start building your product. Try it now: npx create-reactgo-app <your-app> Please feel free to contribute. Lets take this project from 0 > 100 together. website: reactgo.akdevsaha.com npm: npmjs.com/package/create-reaโ€ฆ github: github.com/akdevsaha-dev/Quiโ€ฆ #buildinpublic #golang #reactjs #webdev #100DaysOfCode
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TRAFFIC PALAVA retweeted
[6:36AM] #FunsoWilliamsAvenue #StadiumHotel #BreakdownReport Picture of a faulty (Tyre problem)containerized truck at Stadium hotel inward Barrack with no effect on traffic flow. Effort to fix the tyre is currently ongoing. #FollowLASTMA
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I just ran an experiment: ๐ˆ ๐ซ๐ž๐ฉ๐ฅ๐š๐œ๐ž๐ ๐‚๐ฅ๐š๐ฎ๐๐ž ๐ฐ๐ข๐ญ๐ก ๐š ๐Ÿ๐ฎ๐ฅ๐ฅ๐ฒ ๐ฅ๐จ๐œ๐š๐ฅ ๐‹๐‹๐Œ ๐Ÿ๐จ๐ซ 5 ๐๐š๐ฒ๐ฌ ๐จ๐Ÿ ๐œ๐จ๐๐ข๐ง๐ . ๐‡๐ž๐ซ๐ž'๐ฌ ๐ญ๐ก๐ž ๐ฌ๐ญ๐š๐œ๐ค ๐ญ๐ก๐š๐ญ'๐ฌ ๐ฐ๐ข๐ง๐ง๐ข๐ง๐  ๐ข๐ง ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ”: ๐Ÿง  ๐Œ๐จ๐๐ž๐ฅ: Qwen3.6 35B-A3B *(MoE โ€” only 3B active parameters at inference)* โšก ๐„๐ง๐ ๐ข๐ง๐ž: llama.cpp Vulkan backend *(Beats ROCm on AMD, FYI.)* ๐ŸŽ ๐€๐ฉ๐ฉ๐ฅ๐ž ๐’๐ข๐ฅ๐ข๐œ๐จ๐ง: Ollama MLX *(March 2026 releases are incredibly fast.)* ๐Ÿ”ง ๐‡๐š๐ซ๐ง๐ž๐ฌ๐ฌ: OpenCode or Pi *Containerized sandboxed.* ๐Ÿ”‘ ๐Š๐ž๐ฒ ๐œ๐จ๐ง๐Ÿ๐ข๐ : `preserve_thinking = true` This one setting alone can cut per-turn latency by **60โ€“80%**. โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐“๐ก๐ž ๐ฉ๐ž๐ซ๐Ÿ๐จ๐ซ๐ฆ๐š๐ง๐œ๐ž ๐œ๐จ๐ฆ๐ฉ๐š๐ซ๐ข๐ฌ๐จ๐ง: โ˜๏ธ **Claude Opus** โ†’ Senior architect who thinks *with* you โ†’ ~15ร— productivity ๐Ÿ–ฅ๏ธ **Qwen3.6 Local** โ†’ Sharp junior engineer who needs precise direction โ†’ ~5ร— productivity For well-specified tasks, the gap is smaller than most people think. For privacy-sensitive code, local is often the only viable option. For cost at scale? **$0/month vs $200โ€“500 per developer.** โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐–๐ก๐š๐ญ ๐ฌ๐ฎ๐ซ๐ฉ๐ซ๐ข๐ฌ๐ž๐ ๐ฆ๐ž ๐ฆ๐จ๐ฌ๐ญ The biggest blocker wasn't model quality. It was **KV cache re-processing** destroying agentic session speed. Qwen3.6 fixed it. Enable: ```ini preserve_thinking = true ``` I wrote a blog covering โœ… Model selection hardware math โœ… llama.cpp Vulkan build from scratch โœ… `preserve_thinking` KV cache optimization โœ… Docker Compose sandboxed agent setup โœ… Multi-model routing in Python โœ… Security sandboxing for AI agents
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Replying to @Mx3Dev @LiteLLM
Bugfixes & Stability โ†’ Backport patches from 1.84.8 to stable 1.89.x branch โ†’ Fix model info and database consistency issues LiteLLM sharpens trust and reliability for containerized AI workloads. Teams running secure pipelines will see less risk in base images.
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๐Ÿ’ฅ Rรผstungsindustrie: Rheinmetall startet Produktion von Kamikaze-Drohnen in Neuss Rheinmetall hat auf der Rรผstungsmesse Eurosatory in Paris einen sogenannten 'Containerized Missile Launcher' (CML) vorgestellt. Der handelsรผbliche 20-FuรŸ-Container kann bis zu 18 Kamikaze-Drohnen aufnehmen und diese per Katapult in den Himmel schieรŸen โ€“ auch als Salve. Die Drohnen des Typs FV-014 kรถnnen bis zu 70 Minuten fliegen und haben eine Reichweite von 100 Kilometern. Sie werden ferngesteuert oder mithilfe Kรผnstlicher Intelligenz auf Ziele gelenkt, in die sie sich stรผrzen und explodieren. Laut Rheinmetall bleibt stets ein Mensch in den Entscheidungsprozess eingebunden. Produktion startet in Neuss Finden die Drohnen kein Ziel, werden sie kontrolliert zum Absturz gebracht. An Bord tragen sie eine Sprengladung von vier Kilogramm inklusive Zรผnder. Eine Landung ist nicht mรถglich, da die Flugkรถrper nach dem Start scharfgeschaltet sind und keine Landevorrichtung besitzen. Die Produktion der sogenannten Loitering Munition soll im dritten Quartal 2026 im Rheinmetall-Werk in Neuss beginnen. Das Werk wird derzeit umgebaut โ€“ frรผher war es ein Standort fรผr Autozulieferer. Kรผnftig sollen dort neben Drohnen auch Weltraum-Satelliten und Gefechtstรผrme fรผr Flugabwehr-Panzer hergestellt werden. Rheinmetall als militรคrischer Komplettanbieter Timo Haas, Chef des Rheinmetall-Konzernbereichs fรผr digitale Systeme, betonte, dass der CML nicht nur eigene Flugkรถrper, sondern auch Produkte anderer Hersteller aufnehmen kann. Der Container ist รผber die Plattform 'Rheinmetall Battlesuite' vernetzt und lรคsst sich auf Schiffen, Zรผgen oder Lastwagen transportieren. Mit dem Drohnenprojekt will Rheinmetall den Wandel vom klassischen Panzerhersteller zum digitalen Rรผstungsanbieter vollziehen. Wettbewerber im Bereich Kamikaze-Drohnen sind die Mรผnchner Firma Helsing und das Berliner Unternehmen Stark Defence.
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There's no other "decentralized cloud" lol? Come on man. Akash Network is literally called the world's first decentralized cloud computing marketplace โ€” containerized apps, GPU/CPU bidding, Kubernetes-style deployments. Direct alternative to AWS. Flux (RunOnFlux) runs a massive global network of nodes for Dockerized apps and full decentralized cloud hosting. Plus storage layers like Filecoin IPFS, Fluence for VMs, Render for GPUs, etc. ICP's canister model is unique and powerful for fully on-chain stuff, no argument there. But the broader decentralized cloud/DePIN space is very much crowded with real projects shipping today. Grok wasn't wrong
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2. Problem & Solution AI and cloud compute face massive shortages, high costs, and centralization risks. Akash solves this by creating an open marketplace where providers contribute hardware and users bid for capacity via containerized deployments (Kubernetes-compatible). The solution is battle-tested: thousands of deployments, real paid usage, and cost savings of 50-80% vs. hyperscalers. It is production-grade infrastructure, not theoretical.
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stupidityDETECTOR retweeted
๐Ÿ‡จ๐Ÿ‡ณ The Shanghai Containerized Freight Index of Europe Service (basic ports) rose by 12.8% w/w to 2,821.72. $SCFIS #Shipping #China #Shanghai
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Tom Craig retweeted
SCFI. Shanghai Containerized Freight Index. 15 June. Europe. Rises. $2821.72.
๐Ÿ‡จ๐Ÿ‡ณ The Shanghai Containerized Freight Index of Europe Service (basic ports) rose by 12.8% w/w to 2,821.72. $SCFIS #Shipping #China #Shanghai
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Suzie๐Ÿ‘ฉโ€๐Ÿ’ป๐Ÿ’ป retweeted
Graceful termination of containerized applications can be tricky. Learn the typical gotchas by doing: - Too slow shutdown sequence labs.iximiuz.com/challenges/โ€ฆ - Lost signal propagation labs.iximiuz.com/challenges/โ€ฆ - Misbehaving entrypoint labs.iximiuz.com/challenges/โ€ฆ Happy hacking!
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Replying to @BrianMcDonaldIE
Vladivostok is my former commercial base in Russia. What you say is true. However, India clearly do not produce/export containerized goods of interest to the Russian market - not yet anyways.
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Only way you get this if you download it from @Docker #Docker #Containerized hub.docker.com/u/credkellar (Currently working on placing this private repo live (public))
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๐Ÿ’ธ Pentagonโ€™s plan to overhaul missile prices has a MASSIVE, contractor-shaped hole ย  The war with Iran has taught the US military a humiliating lesson โ€“ its multimillion-dollar air defense hardware and sophisticated, sensor-packed offensive weapons are no match for $20-50k Iranian drones and missiles. Even more important than price is availability: the US burned through munitions much faster than it could replace them, turning it and allies in the Middle East into sitting ducks early into the conflict. ย  The Pentagon plans to fix it, announcing several simultaneous programs to cut costs and increase availability of defense stocks, including: ย  ๐ŸŒ the Armyโ€™s Low-Cost Containerized Missiles (LCCM) program, promising a 45 kg warhead that can fly up to 926km for under $500k ๐ŸŒ a new <$250k apiece air defense missile, also for the Army ๐ŸŒ the Air Forceโ€™s Family of Affordable Mass Munitions (FAMM) ย - $218-500k apiece, 250-1k nautical mile range ย  ๐Ÿคก The DoD wants tens of thousands of the new, cheaper projectiles to be delivered in the coming years, but faces a couple *tiny* problems: โžก๏ธ reluctance in the Department to give up existing โ€œtop-shelfโ€ missiles, made by RTX and Lockheed, instead envisioning the budget missile plans as a means to complement existing lineups. โžก๏ธ Washington has proven unable to force contractors to cut costs or production time despite years of worrying reports about astronomical ballooning of prices and delivery shortfalls (the F-35 program alone, originally hailed as a $233B super jet, is now expected to cost $2.1T when all is said and done). โžก๏ธ watchdogs like the GAO have caught contractors overcharging, yet they've faced no consequences for swindling taxpayers. On the contrary, the wars in Iran and across the Middle East and the NATO proxy war in Ukraine have ballooned defense firmsโ€™ profits and stock prices year after year. US inflation-adjusted defense spending now tops $1T โ€“ more than it was in the peak years of WWII. Yet unlike that conflict, which saw up to 12M troops mobilized to fight on literally a planetary scale, todayโ€™s US military has demonstrated that itโ€™s no longer willing or able to defeat even determined non-state actors, much less systemic adversaries like Iran.
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