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We'll be spending a lot more time trying to understand the outputs of language models. A few thoughts, tips & tricks: Writing. Something I've had success with: Ask your LLM to explain something in ASD-STE100, it's a controlled language specification originally developed for aerospace maintenance documentation. LLMs well-versed in this language and it comes with heavy constraints on clean writing style that I often find a lot more readable. Sometimes I've tried to soften it a bit e.g. ask for "80% of the way to ASD-STE100" because the spec is quite stringent. But even better: Diagrams / images. Instead of writing, ask your LLM to create a diagram. These can be a lot easier to process, parse, and understand. But even better: Web pages. Ask for output "in HTML" to get a beautiful, interactive webpage. LLMs are getting really good at frontend and can create beautiful experiences, animations, etc. But even better: Explainer videos. The output format I am most bullish on is fully custom / bespoke explainer videos generated on any arbitrary topic. Experiment with things like "Create a 3b1b style video explainer on X. Use my ElevenLabs API key for audio narration". (you'd need an API key for the latter or you can ask your LLM to find you decent free alternatives that use your local compute). This is actually starting to work! In summary: - As LLMs get better, they will do more and more of the legwork autonomously, and a lot more of our work will rise up the abstractions into oversight and understanding. - Luckily, LLMs can help here too because as intelligence and code are increasingly abundant, you can ask for large, custom, discardable software artifacts (e.g. web apps, video explainers) that would have never made sense to create before. Push the boundaries here and you'll be surprised.
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The White House normally gets $2.5 million a year for maintenance. Trump’s team has allocated $875 million.   That’s 350 years’ worth of the usual budget spent by a single administration.
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I have no idea why but Grok-4.6 just totally freaked out doing some maintenance tasks when it saw my low github id.
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Last week, we completed a major engineering milestone. Crypto markets operate 24/7, making the maintenance and migration of core trading infrastructure exceptionally challenging. Despite this, our team successfully migrated our high-traffic core trading system from one country to another with zero customer-visible downtime. The only impact was a temporary increase in latency lasting approximately 30–40 minutes. The chart below was provided by one of our institutional clients. The team believes this may be an industry-first achievement at our scale. While I cannot yet confirm whether it is literally the first in history, it is undoubtedly an exceptional accomplishment. Migrating a mission-critical trading system across jurisdictions while preserving uninterrupted service, data integrity, and trading continuity is extraordinarily difficult. Congratulations to everyone involved. This achievement demonstrates the strength, discipline, and resilience of our system.
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As millions of humanoid robots enter homes, hospitals, hotels, retail, manufacturing, andpublic spaces, they'll need more than software updates—they'll need appearance maintenance. Who develops synthetic skin cosmetics?
Who restores realistic facial pigmentation?
Who creates protective coatings against UV, wear, stains, and microbes?
Who designs seasonal appearances, premium finishes, cosmetic upgrades, and personalized aesthetics?
Who certifies compatibility between cosmetic materials and different robot models? This isn't traditional cosmetics. It's thebeginning of a new discipline at the intersection of robotics, materials science, chemistry, industrial design, and AI. The industry will require:
• Specialized cosmetic formulations for synthetic skin
• Global product catalogs and compatibility databases
• Research repositories and technical standards
• Certified maintenance professionals
• Digital marketplaces connecting manufacturers and service providers
• Education, training, and certification platforms. believes we'll eventually see an entire digital ecosystem dedicated to humanoid cosmetics—where researchers, manufacturers, technicians, designers, and consumers collaborate to shape how robots look, feel, and age. Enter the digital asset of the future: The robots of tomorrow won't just be intelligent. They'll have a lifecycle of care, restoration, personalization, and cosmetic innovation. The future isn't just humanoid robotics. It's Humanoid Cosmetics. #HumanoidRobots# #Robotics# #Cosmetics# #SyntheticSkin# #MaterialsScience# #RobotDesign# #HumanRobotInteraction# #CosmeticScience# #FutureTech# #Innovation# #Automation# #DigitalTransformation# #EmergingTechnology# #TechStartups# #Industry40#
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After 4 days of setup, 4 days of on-site maintenance, and 3 days of teardown, we can proudly say… We set up over 140 PC setups for Streamer University 2026!!
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🎉Mole CLI keeps getting better. Built with Bash for cleanup and Go for disk analysis and live status, it keeps Mac maintenance safe. This update fixes uninstall hangs, corrects Apple Silicon CPU readings, and cleans more developer leftovers.
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JUST IN: Secretary of War Pete Hegseth calls out previous administrations for putting critical updates for the military on the back burner while defending Trump admin's defense funding request: "You're looking at a lot of negligence and a lot of deferred maintenance that this department is having to catch up on.” "That's why I call this a generational investment." “This is a $1.5 trillion budget, with this supplemental being part of it is how we catch up and get ahead." “Ensure in the process we're putting soldiers and sailors and airmen first, Marines first, Guardians, that their pay increases."
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Detailed release notes for 1.11.0 can be found at I really look forward to this update helping you with every aspect of Mac optimization and maintenance.
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Thinking about an EV? You might save more than you think! Over 3 years, I saved $13,000 on gas and maintenance compared to gas models. That's over $300 a month! Watch the full video for more! #LightningMike# #EV# #ElectricVehicles# #CarSavings# #Tech# #Sustainability#
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