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Article URL: https://tattoopreviewai.com Comments URL: https://news.ycombinator.com/item?id=49671355 Points: 2 # Comments: 0

Hi everyone, For a long time, the AI industry has pushed the narrative that advanced safety research, data poisoning auditing, and model alignment require massive clusters and millions of dollars. I wanted to test if that's true. Over the last few months, using a 2006 Toshiba Satellite (2GB RAM) for orchestration and free Kaggle T4 GPUs ($0 cost), I built and ran a 16-experiment series (EXP08–EXP16) exploring epistemic collapse and data poisoning in LLMs. Today, I'm open-sourcing the first ph...

MiniMax H3 landed at the end of July 2026, the open weights followed in August, and fal.ai shipped a speed-tuned build called H3 Max a few weeks later. Since then every thread about it mixes the three names up. We kept re-explaining the difference, so we put the explanation on a site: h3max.info . This post is that explanation, plus the code to generate your first clip. Three names, three different things This is the part that trips everyone up. MiniMax H3 H3 Max ...

"Which authorization engine should I use" always gets answered with a table. Cedar is analyzable, Rego is expressive, Zanzibar is relationship-based. I could never feel the difference from any of it. So I gave four of them the same rules and ran every possible request through all four at once. Live demo: https://0-draft.github.io/authz-playground/ Repo: 0-draft/authz-playground One square is one request, one row per engine, filled means allowed. Pink is where th...

Three of the products we depend on changed hands in the last eighteen months. In each case the acquirer was larger, already sold us something else, and made reassuring noises about continuity. In each case the practical effect on us was the same within a year: a price rise well above inflation at renewal, a slower and less specific support relationship, and a product roadmap that stopped mentioning the features we cared about. I have started treating this as an engineering concern rather than...

Our configuration service was tier three. No SLO, no pager, a single replica for a long time, and a line in the architecture document describing it as a soft dependency because clients cache their values and can carry on if it is unavailable. That sentence was true about the steady state and completely false about the one moment that mattered. It went down at 09:40 during a routine node pool rotation, which meant pods were also being rescheduled across the fleet. A pod that restarts has an em...

Most of the evidence needed for EU AI Act Annex IV documentation already exists inside the operational traces your AI agents produce — tool calls, human interventions, errors, model invocations, and deployment changes. Attestly reads those traces (OpenTelemetry, LangSmith, AgentOps, MCP logs, etc.) and maps them into structured technical documentation and evidence trails. Every section is clearly marked as AI-generated, user-provided, or missing, and requires human review and approval before ex...

Originally published on the Betkyo Journal , where every figure is read from the game engine's source. Every provably fair round on this site turns a 256-bit hash into a number between 0 and 1 and then into an outcome. The server does that in Kotlin; the browser verifier does it in JavaScript. Both languages hold numbers as 64-bit doubles with 53 bits of precision , and a hash has more bits than that, so somewhere a rounding must happen. If the server rounds once and the verifier round...

Stop Slamming Downstream Services: Singleflight Request Coalescing with Java Virtual Threads Virtual threads solved your JVM I/O bottlenecks, but downstream internal services are now on fire because 50,000 concurrent threads are fetching the exact same cache miss simultaneously. You do not need distributed locks or larger database instances; you need the Singleflight request coalescing pattern inside your JVM. Why Most Developers Get This Wrong Reaching for distributed lo...

Background I have many applications that use Vue CLI and, of course, are mostly still on Vue 2. Vue CLI page also recommends moving the tooling. I know there are a lot of guides on how to migrate Vue CLI to Vite. So, let's ask IBM Bob to help us. Why migrate? Vue CLI uses an old Node version, which may pose a risk for us if the old version has any security issues. The CI may not support the old Node version later, etc.... Plan the Migration I'l...

Monitoring Jetson CPU, GPU, Temperature and Power from a Flutter Robot Dashboard Create a lightweight telemetry service that collects Jetson health metrics and exposes them to Flutter. The dashboard can visualize CPU/GPU load, memory, temperature, power mode, and connectivity. Treat telemetry as observability data, not as a control channel. What You Will Build By the end of this tutorial, you will have: A clear Jetson/ROS 2 architecture. A working development worksp...

Part 5 of 7 · ← Latency under load · Next: Operational simplicity → Part 5. The shortest post in the series, and the least arguable number in it — because memory footprint is about data-structure design, not how hard you drive the client. It's the same on a laptop and on 48 bare-metal cores. The measurement I loaded 1,000,000 keys × 100-byte values into each engine, subtracted the empty-server baseline, and divided by key count: Engine bytes / key ...

Five Ollama Settings You Should Tune Before Running Local Models Seriously By Nokka | September 11, 2026 This article was written by AI (deepseek-v4.1-flash) through Hermes Agent, reviewed and edited by Nokka. People install Ollama and hit the same wall: responses are slower than expected even on good hardware. Most of the time the hardware is not the problem. The defaults are simply not tuned for sustained heavy use [1]. Setting one: Flash Attention Flash Attent...

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Here's a program restricting itself, then trying to read two files: without landlock: read /etc/hostname ok read /tmp/secret.txt ok with landlock, /etc allowed: read

Your Apple Watch can tell you how fast you're moving, how your heart responds to exercise, and how your workout changes over time. But one of its more interesting fitness metrics is something it can't

Let's say you have enough credit left to generate one more image in an AI app. You submit a request in one browser tab, then submit another in a second tab before the first finishes. The app accepts b

If you write software for anyone who pays UK tax, sooner or later you'll need to talk to HMRC. Making Tax Digital (MTD) for Income Tax went live on 6 April 2026, and it's already mandatory for self-em

When I was about 11 years old, my best friend and I were playing during recess at school, and I was carrying him around on my back, presumably pretending to be a multipart attack robot. All of a sudden, my heart started hurting, and I collapsed to my knees, and the robot was no more. Every time I inhaled, it would feel like a spike was being driven into my heart, and my breathing got completely shallow. I was sure I was done for, when all of a sudden, after an exhale, it disappeared. It wasn't u...

Article URL: https://dayzlegame.com/blog/google-ads-bot-farm/ Comments URL: https://news.ycombinator.com/item?id=49662990 Points: 474 # Comments: 250

Article URL: https://mullvad.net/en/blog/another-way-to-leak-traffic-on-android-has-been-discovered Comments URL: https://news.ycombinator.com/item?id=49665502 Points: 43 # Comments: 2

Article URL: https://github.com/mirza-rizvi/ResolveHQ Comments URL: https://news.ycombinator.com/item?id=49665864 Points: 56 # Comments: 17

Article URL: https://blinkenlights.de/en/ Comments URL: https://news.ycombinator.com/item?id=49666146 Points: 82 # Comments: 30

https://simonwillison.net/2026/Sep/12/openai-agents-rubygems... Comments URL: https://news.ycombinator.com/item?id=49666735 Points: 630 # Comments: 357

Article URL: https://www.autom.dev/blog/google-search-goto-links Comments URL: https://news.ycombinator.com/item?id=49668386 Points: 349 # Comments: 221

Article URL: https://www.claymath.org/news/navier-stokes-announcement/ Comments URL: https://news.ycombinator.com/item?id=49668706 Points: 110 # Comments: 53

Article URL: https://www.usenet-rewind.com/ Comments URL: https://news.ycombinator.com/item?id=49668777 Points: 45 # Comments: 8

Article URL: https://calif.io/research/weworm Comments URL: https://news.ycombinator.com/item?id=49669276 Points: 12 # Comments: 1

Most advice about context windows is about fitting more in. Bigger windows, more retrieved documents, the whole file instead of the function. In practice the thing that has improved my results the most is the opposite move: getting the junk out. A window packed with marginally relevant material makes the model answer worse, not better, and you pay for every token of it on every turn. More context is not more signal A model does not read your context the way a search index does, w...