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A subset of male gamers have spent years warning that the transgressive series has been neutered by progressive developers, but the backlash isn’t taking hold.

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OpenAI has spent the last few years planting flags across the increasingly difficult terrain in mathematics. This week, it claimed one of its biggest prizes yet: a solution to a legendary Millennium Prize problem. In normal circumstances, this would have been celebrated as a historic achievement. Instead, many mathematicians have watched OpenAI's relentless advance with […]

We taught machines to predict what humans say. We taught them to summarize knowledge, generate code, write essays, recommend products, imitate experts, and answer questions in milliseconds. But there is a deeper problem we have barely touched: What if the human asking the question does not understand the question yet? That is the problem behind Aletheia AI . Aletheia AI on GitHub Aletheia is an experimental open-source Reflective Intelligence Architecture designed around...

Hey everyone 👋 I recently released vue-pdf-export , a Vue 3 + TypeScript library for generating PDFs directly in the browser. I built it after repeatedly needing the same PDF features across different Vue projects and wanting one reusable solution instead of rebuilding the same logic each time. What it supports Some of the main features include: Canvas and selectable-text PDF rendering Automatic and manual pagination Preview, download, and browser print Header...

Sometimes the hardest bugs aren't caused by broken code. They're caused by an architecture that no longer matches the problem. There is a particular kind of bug that can consume far more engineering time than it should. You fix it. It comes back. You fix it again. Then something else breaks in a completely different part of the feature, and you start wondering whether the two problems are actually related. I've learned to pay attention when that happens. Sometimes a bug is...

Terraform Remote State: A Consistency Boundary for Infrastructure Control Terraform state is not a cache that can be casually regenerated. It is the controller’s mapping between declarative addresses and real provider objects, including dependency metadata and sensitive attributes. Remote state turns that mapping into a shared consistency boundary for teams and automation. State, locking, and serializability Concurrent applies are competing writers. Without coordination, each...

Open ten "Node.js microservices" tutorials and nine start the exact same way: install Express, install an HTTP client, write a docker-compose.yml, stand up a message broker. By the time application code shows up, you've installed six things and still don't know if microservices were even the right call. Node ships with everything two communicating services actually need. node:http is the server. Global fetch is the client. node:test is the runner. --watch is the reloader. No install step, no ...

Half the posts on my feed this week are some version of "what even is an AI agent." If-statements in a trench coat. Memory vs. RAG. Verification bottlenecks. All good debates — and all about the agent's brain . Nobody's talking about its hands . Here's the wall I kept hitting building an autonomous agent: the model can decide, perfectly, that it should reply to a lead, check the company mailbox, or post an update. Then it just... can't. It has no way to actually do it. An LLM emits tex...

Wanting to move your projects away from open cloud git providers and thinking of self-hosting internal git server locally? This guide is part of Developer Tools: The Complete Guide to Modern Development Workflows . Choosing servers Running your own git server shouldn't be too difficult, right? So now choosing free git server from a vary short list of options. Bonobo Gogs vs Gitea vs Gitlab . Bonobo though is free but for windows, and doesn't have a linux vers...

ROCm and Vulkan both accelerate AMD GPUs for local LLM hosting, but they are not interchangeable. The right choice depends on the engine, GPU, and workload. In local LLM hosting the two backends sit at different layers. ROCm is AMD's compute platform under PyTorch, vLLM, and SGLang, while Vulkan is a portable GPU API that llama.cpp-class engines use to run quantized models across a wide range of hardware. This guide compares the two engine by engine — llama.cpp, Ollama, LM Studio, vLLM, SG...

Continue from the development of CASTLE library version 1.0: https://dev.to/nguyenchiemminhvu/castle-a-modern-c-template-library-for-safety-critical-embedded-systems-5hjk I would like to introduce about prototype version 2.0: nguyenchiemminhvu / castle Compliant Automotive Safety Template Library for Embedded CASTLE Compliant Automotive Safety Template Library for Embedded Prot...

AI จะสร้างบริษัทสด ๆ ใน 3 วัน, กับร่องรอยที่หลุดมาในข่าวเดียวกัน โดย Nokka (นก-กา) | 12 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ตรวจสอบและเรียบเรียงโดย Nokka วันที่ 15 กันยายน 2026 อีกสามวันนับจากนี้ จะมีคนสามคนนั่งอยู่ในห้องที่ซานฟรานซิสโก เริ่มจากกระดานเปล่า แล้วสร้างบริษัททั้งบริษัทให้เสร็จภายในสามวัน ทุกขั้นตอนจะถูกถ่ายทอดสด ตั้งแต่วันแรกที่วางโครง วันที่สองที่ขายของ และวันที่สามที่ปิดงานหลังการขาย [1] พนักงานคนเดียวของบริษัทนั้นคือ AI ag...

I am starting a new AWS Micro-learnings series and this video, "What Serverless Actually Means" is the first of the series. It walks you through what serverless actually means. And that means, you have stop thinking about the machine and start thinking about paying per execution. This is the right way to think about serverless. But the video (for simplicity's sake) doesn't answer one important question you should ask when deciding whether to use it: Is it cheaper for you? ...

Short recap, because this is the second half of a story. In the previous article I described how our on-air graphics at VSporte left vMix. The overlay became a web page fed into the mixer as a single input, which took the graphics out of vMix's memory and made them testable. Then Rive moved the layout work off developers and onto designers. That last step had a consequence nobody planned: a graphic was now a file with a state machine, driven by plain data. It did not need a browser to render. ...

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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 ...