Highwalker 🇦🇺

AO2026 is a wrap! 🏆 We have a new King & Queen, but let’s talk about the real competition: The ones who played with grace vs. the ones who acted like total pork chops. 🥩 From Carlitos’ smile to the ‘Tunnelgate’ drama, here is the definitive Classy vs. Crassy ranking. Spoiler: The grunt finally got called. 🤫📢 x.com/highwalker69/s…

@sudoingX @pupposandro I think before we pop the champagne, the key thing to note is it’s a research POC. Not denying the conceptual value, but the GH clearly states it’s diminishing returns for larger models, which is the unfortunate truth.

read this carefully anon. @pupposandro wrote a single fused CUDA kernel for all 24 layers of Qwen 3.5-0.8B. one kernel launch. absolutely zero CPU round trips between layers. the result? a $900 RTX 3090 from 2020 hit 411 tok/s. apple's M5 Max hit 229. the 3090 won on speed AND efficiency 1.55x faster than llama.cpp on the same hardware. the gap between NVIDIA and Apple was never about silicon. it was software. generic frameworks waste cycles on kernel launch overhead, memory re fetches, thread synchronization. when you fuse everything into one dispatch the hardware shows what it actually has. this is the beginning of something bigger. we already proved that a 27B dense model on a single 3090 one-shots what $70K enterprise hardware cannot. now imagine what happens when someone writes kernels optimized specifically for the 3090 and the models that run best on it. not generic inference. hardware specific, model specific fused from the kernel level up. the 3090 is not a relic. it's an untapped research platform. and the people writing these kernels are proving it with data. all open source and reproducible anon.

@qwerty_ytrevvq They’re not free but freemium. ¯\_(ツ)_/¯

@kathyyliao @coreyward @CloudflareDev Doesn’t make sense. The crawl endpoint respects crawl_delay directive, and then the caller gets billed for it?

@coreyward @CloudflareDev we charge by browser time used more info developers.cloudflare.com/browser-render…

Introducing the new /crawl endpoint - one API call and an entire site crawled. No scripts. No browser management. Just the content in HTML, Markdown, or JSON.

@sudoingX I came across it as well and I thought I would share this with you first. I will be testing this out as well! Appreciate all your work! Cheers mate!

@highwalker69 haven't tried this yet. good catch. if claude code is invalidating the KV cache on every request that would explain a lot of wasted compute on local setups. going to test it on my next session and compare tok/s before and after.

12 tok/s to 54 tok/s. same card. right model for the hardware. 5060 Ti 16GB + Qwen 3.5 9B Q4_K_XL: 54 tok/s at 262K context, thinking mode on. full model on GPU flags: -c 262144 -np 1 -fa on --cache-type-k q4_0 --cache-type-v q4_0 it's not always about squeezing the biggest model onto any card. it's about finding the right one for your hardware. i try to fit 1 trillion parameters on a single GPU because i do this for research. you don't have to. ask questions, i'll try to answer. anyone else running 16GB cards? drop your numbers and flags.

@MrsPatmore2022 Only if they ask and pay or better supply more needed ammo back to Ukraine. ¯\_(ツ)_/¯

Should Ukraine help Qatar protecting their skies ?.

@Kekius_Sage Another form of Universe. ¯\_(ツ)_/¯

What existed before the universe?

That's such an uninformed, immature moronic take. Every country has an override clause in cases of extreme situations like wars and force majeure conditions. Ukraine specifically doesn't hold elections under martial law it is currently under. Repeating russian propaganda makes you a vatnik and a gronk wanker. ¯\_(ツ)_/¯

There are no elections in your country…

@Bonkavision5 Source? 🤔

Russia’s latest massive drone swarm just became Ukraine’s newest weapon! In January 2026, over 150 "Geran-2" (Shahed) drones were launched at Kyiv, but they didn’t all explode. Using a daring mix of GPS spoofing and Kevlar-net interceptors, Ukrainian FPV pilots like "Dimma" corralled and captured these flying bombs intact. The goal? The "crown jewels" of Russian drone tech: the MD550 engines and guidance kits. The heist was so successful that a panicked Russian command ordered an emergency self-destruct, actually firing on their own assets to prevent the theft. It didn't work. Within days, Ukraine integrated the stolen tech into their new "Beaver 2.0" drones and launched a retaliatory strike on the very base the Shaheds came from! Russia has now frozen all launches, unable to tell friend from foe in the skies. #Ukraine #UkraineWar #UkraineWarNews #RussiaIsATerroristState #RussianWarCrimes #TrumpIsARussianAsset #TrumpIsOwnedByRussia #RussiaMurdersChildren

@ukraine_map Are you giving up on Ukraine? 🤔

Should I change by name to Iran 🇮🇷 Battle Map?

1/ Global Strategic Update: The global security environment is currently defined by cascading, interconnected crises that severely strain global stability and reshape the geoeconomic competition between the United States and China. This is a brief update on two of the globe's principal theaters of war, Ukraine and Iran. #UkraineWar #EpicFury #Iran #Israel

@nafoviking @Bricktop_NAFO Baked beans?

This is a Full English, according to @Bricktop_NAFO thoughts?

@nocontextmemes Jawkeynutscream = you cannot scream. ¯\_(ツ)_/¯

X to xAI what slack / teams or corporate email is to other software companies. ¯\_(ツ)_/¯

@papillonblueu @elonmusk This will age well. 🤣

@elonmusk It's not Grok anymore, it's Grok now😅😅😅😅 I still Got You Sir

Gork returns today

How does this account even have 12k followers when he doesn’t even understand tennis rules? ¯\_(ツ)_/¯

No speculation, it’s been out there for a while now. The underlying framework is mainly writing tools which manifests using Apple Intelligence for predictive text. Here are some links, if you’re a dev, you can dig deeper into this: Use predictive text on iPhone – Apple Support (AU) support.apple.com/en-au/guide/ip… Writing Tools | Apple Developer Documentation developer.apple.com/documentation/…

@highwalker69 @andrewjclare Is your statement about ML being incorporated or the ML getting confused by old dataset in Apple's literature anywhere or is it just your speculation?

ignored it long enough. the iOS keyboard needs a lot, a lot of work

@Bricktop_NAFO I’ll hang back at the Grand Hyatt (Al Khobar) while the rest potter about on the route 10 road… ¯\_(ツ)_/¯

This is a 265 Kilometer highway in Saudi Arabia with no bends or turns. What vehicle are you choosing?

@commonwoe @andrewjclare Recent updates starting iOS 26 have incorporated ML to keyboard. By resetting the dictionaries, you’re letting the ML rebuild more effectively. Rather than feeding it an old and confusing dataset to train on. But, hey, you do you.

@highwalker69 @andrewjclare This feels a lot like the same type of advice where people tell you to reinstall your OS to fix problems. I'm not resetting my training from 2007 of iOS on how i spell words to fix some occasional spelling snafus. There has to be a better way.

@psomkar1 Well said.

Unpopular opinion If you can't code, you can't vibecode.