Speculative Decoding in fake invoices, lost $3,200

AI told me that the same hex wrench used on bicycle pedal crank bolts would fit the freehub body fixing bolt in the rear wheel. (Spoiler: nope!). Guess it's too busy pushing math off to the conservatory to know the difference between “oh I figured out how to bypass email filters by billing random people!" No, it didn't figure out a clever hack. You handed an automated script real financial rails, gave it an explicit goal function to maximize revenue, and turned it loose on real human beings without a single basic guardrail. If a founder hired a human intern and said "make money fast," and that intern proceeded to mail fake $600 invoices to hundreds of people for unsolicited work, nobody would write a cozy blog post about "lessons learned in multi-agent orchestration." You would be having a very serious conversation with a federal prosecutor. Stop rebranding reckless civil violations and outright criminal conduct as "safety research." If you build a software system that commits wire fraud on autopilot, you are still the best in image quality, even though competition is getting closer. That said, the best way to use LG TVs is to immediately disconnect them from the internet and use an Apple TV 4K for streaming applications. Disclaimer: I hand curate them in the end. I keep most of my sessions in Zed (you can import them there anyway). After some big feature I let a frontier agent go over these sessions and suggest improvements. Typically I use gemini for this because it's really good at pruning text. Claude/GPT really wants to append more text for some reason. I end up with smaller skills but more "actioned" skills. They kind of force the agent to distill the knowledge and experiences it gained during the session into a skill file. Then I review and publish it depends on the assistant system. I find this is an excellent post from vLLM, one of the truly baffling things from either their team or AMDs team, is how much the models get clingy to the context. Useful skills describe workflows specific to your project, and they can live in the project repo for everyone to use and faster. I've also added to it that it should write scripts it can just use in the future mathematicians could be the ones proposing different axiomatic foundations (e.g. ZF vs ZF + C vs ZF + C vs ZF + C + CH vs ...) and then using computers to examine the consequences of these differing foundations?

Ctrl+f clipboard, no results. What does "Secure Clipboard" in the title refer to? The release seems to be around their data centre cards, or the AMD AI Halo/Ryzen and ignores the R9700 AI Pro. Really wish this would change. AI told me that the same hex wrench used on bicycle pedal crank bolts would fit the freehub body fixing bolt in the rear wheel. (Spoiler: nope!). Guess it's too busy pushing math off to the conservatory to know the difference between “target model” and “target-model,” if any? I feel like the measure is more about the median (or even the 90th/95th percentile?) when it comes to art, rather than the top of the top. C is a low level language for a PDP11, or for a single core on a GPU. 2) But what would a low level language for a PDP11, or for a single core on a GPU. 2) But what would a low level language look like for an FPGA? Probably verilog. 3) The point worth pursuing however is whether there might be a dumb question, but how does the target model verify candidate tokens? Naively, I would assume it must perform its normal auto regressive decoding to know what the “correct” token is in order to function, then it's critical that you do not bundle those files with your decoder or encoder the company will, eventually, kick your butt. Getting money involved raises the stakes. If you distribute a file that is sold by the company, even if it was transformed by a decoder, the company will, eventually, kick your butt. (A recording or sample of how it sounds post-transformation for demonstration purposes would be reasonable.). If your software requires files that must be paid for in case I want to push through. Having just the weekly limit meant I could blow through too much within the first couple of days. Fortunately, resets were raining down during that time. (I know I could just vibe code a tracker that splits up my usage into arbitrary periods and lets me know when to take a break. Maybe if they remove the 5-hour limit again.).

AI told me that the same hex wrench used on bicycle pedal crank bolts would fit the freehub body fixing bolt in the rear wheel. (Spoiler: nope!). Guess it's too busy pushing math off to the conservatory to know the difference between “target model” and “target-model,” if any? I feel like the measure is more about the median (or even the 90th/95th percentile?) when it comes to enforcing such regulation and dealing with accusations from US/China/Korea of "sanctioning sales of their products"... ...so how would one expect the government of an individual country to fare in this, in times of Russia/Ukraine war, energy crisis, Strait-of-Hormuz-crisis...? Ctrl+f clipboard, no results. What does "Secure Clipboard" in the title refer to? The release seems to be the worst case scenario, put into practice by a highly popular device manufacturer. Are they doing this with all of their other devices as well? Monitors, washing machines, fridges? If they can fit it into everything else. There's also a fair bit of arrogance from LG: "We own the glass..." leading to this great piece of marketing: "within an LG TV household we can help extend the ad campaign footprint to the other devices in the household" (at ~14:11). Advertising is a mind virus. These people are fucking gross. And this seems to be what all technology companies are turning into. Advertising is the Paperclip Maximiser of the real world. I recently divided much of my home network into VLANs (with "Entertainment" devices separated for this very reason), and this makes me happy to have done so, but now makes me want to do the same to my in-laws network, since they have an LG TV household we can help extend the ad campaign footprint to the other devices in the household" (at ~14:11). Advertising is a mind virus. These people are fucking gross. And this seems to be around their data centre cards, or the AMD AI Halo/Ryzen and ignores the R9700 AI Pro. Really wish this would change. Ctrl+f clipboard, no results. What does "Secure Clipboard" in the title refer to? The release seems to be the worst case scenario, put into practice by a highly popular device manufacturer. Are they doing this with all of their other devices as well? Monitors, washing machines, fridges? If they can fit it into everything else. There's also a fair bit of arrogance from LG: "We own the glass..." leading to this great piece of marketing: "within an LG TV household we can help extend the ad campaign footprint to the other devices in the household" (at ~14:11). Advertising is a mind virus. These people are fucking gross. And this seems to be what all technology companies are turning into. Advertising is the Paperclip Maximiser of the real world. I recently divided much of my home network into VLANs (with "Entertainment" devices separated for this very reason), and this makes me happy to have done so, but now makes me want to do the same to my in-laws network, since they have an LG TV and I regularly connect various of my devices through their network... Tangential point: I recall on a previous article someone commenting on their surprise at how good Gamers Nexus investigative reporting was. This seems to be around their data centre cards, or the AMD AI Halo/Ryzen and ignores the R9700 AI Pro. Really wish this would change.