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The article explores the privacy concerns raised by Meta's (formerly Facebook) new AI-powered smart glasses, which can potentially monitor workers' activities and conversations without their explicit consent. Employees express concerns about the lack of transparency and the implications for their privacy and autonomy in the workplace.

The Government of British Columbia has announced that the province will be adopting year-round daylight saving time, eliminating the biannual clock changes effective November 2023. This decision aims to provide consistency and reduce the disruption caused by the twice-yearly time shifts.

I built a voice agent from scratch that averages ~400ms end-to-end latency (phone stop → first syllable). That’s with full STT → LLM → TTS in the loop, clean barge-ins, and no precomputed responses.

What moved the needle:

Voice is a turn-taking problem, not a transcription problem. VAD alone fails; you need semantic end-of-turn detection.

The system reduces to one loop: speaking vs listening. The two transitions - cancel instantly on barge-in, respond instantly on end-of-turn - define the experience.

STT → LLM → TTS must stream. Sequential pipelines are dead on arrival for natural conversation.

TTFT dominates everything. In voice, the first token is the critical path. Groq’s ~80ms TTFT was the single biggest win.

Geography matters more than prompts. Colocate everything or you lose before you start.

GitHub Repo: https://github.com/NickTikhonov/shuo

Follow whatever I next tinker with: https://x.com/nick_tikhonov

Ars Technica, a popular technology news website, has terminated the employment of a reporter after it was discovered that they had been using AI-generated quotes in their articles without properly disclosing this to readers. The incident has sparked discussion about the ethical use of AI in journalism and the importance of transparency.

The article discusses the closure of the WeatherRadio service in Canada by Environment and Climate Change Canada (ECCC). The RAC (Radio Advisory Board of Canada) has responded to this decision, expressing concerns about the impact on public safety and the availability of critical weather information for Canadians.

The article discusses a service incident affecting the status.claude.com website, which was experiencing technical difficulties leading to degraded performance. The outage was identified and steps were being taken to restore normal operations.

The article provides a firsthand account of the author's experience using the GrapheneOS Android-based operating system as their daily driver for over 8 months. It discusses the performance, privacy, and security benefits of GrapheneOS compared to other Android distributions.

A little weekend project, made so I can pause/play/rewind directly on the piano, when learning a song by ear.

The article reports that U.S. troops were allegedly told that a war with Iran is for the purpose of protecting Israel, contrary to the stated reasons for U.S. military involvement in the region. It suggests the existence of a potential disconnect between the public rationale and the actual motivations behind the military actions.

Ghost is an open-source blogging platform that emphasizes simplicity and elegance. It provides a user-friendly interface for writers to create and manage their content, with a focus on modern publishing tools and a clean, distraction-free writing experience.

The article reports that the Trump administration continued to use Anthropic, a San Francisco-based AI company, in Iran strikes mere hours after Trump had banned Anthropic. This contradicts the administration's stated position and raises questions about the use of AI technology in military operations.

I've built airdefense.dev, which is able to simulate all kinds of ballistic missiles, one-way-attack drones like Shaheds, and most of the commonly deploy anti-air defence systems. All of this inside the browser. I've now added a scenario of the current attacks in the Middle East by Iran. It was quite the challenge to optimize it enough to not completely kill a common laptop, although it still runs best on a bit beefier systems.

Novelos Studio is a creative agency that specializes in web design, branding, and digital marketing services. The agency offers a range of services to help businesses build a strong online presence and achieve their marketing goals.

The article explores the potential impact of ChatGPT, an advanced AI chatbot, on mental health, discussing both the benefits and concerns around its use, such as its ability to provide support for mental health issues, as well as the risks of dependence and the spread of misinformation.

This article explores the rising popularity of Astro and Svelte, two modern web development frameworks that offer improved performance, developer experience, and flexibility compared to traditional approaches. It highlights the key features and use cases of these technologies, positioning them as promising contenders in the evolving web development landscape.

Zed.dev, a popular programming blog, has updated its terms of service to clarify user rights, data collection practices, and content moderation policies. The changes aim to provide more transparency and user control over their personal information and interactions on the platform.

I built this over the weekend after reading about StrongDM's software factory (their writeup: https://factory.strongdm.ai/, Simon Willison's deep dive: https://simonwillison.net/2026/Feb/7/software-factory/, Dan Shapiro's Five Levels: https://www.danshapiro.com/blog/2026/01/the-five-levels-from...). OctopusGarden is an open-source implementation of the pattern StrongDM described: holdout scenarios, probabilistic satisfaction scoring via LLM-as-judge, and a convergence loop that iterates until the code works; no human code review in the loop.

What stood out to me was that this architecture largely rhymes with the coding workflows I and others already do with coding agents. It's basically automating the connective tissue between the workflows I was already doing in Claude Code, and then brute-forcing a result. In the dark factory model, a spec goes in, code gets generated, built in Docker, validated against scenarios the agent never saw, scored, and failures feed back until it converges.

I've tried it with mostly standard CRUD/REST API apps and it works. I haven't tried anything with HTML/JS yet. You can try the sample specs in the repo.

Some raw notes from the experience:

1. I don't want to maintain the code these factories generate. It works. The phenotype is (largely) correct, but the genotype is pretty wild and messy. I did not use OctopusGarden to build OctopusGarden (you can tell because it uses strict linting and tests). I know the point of these systems is zero human in the loop, but I think there's a real opportunity to get factories to generate code that humans actually want to maintain. I'm going to work on getting OctopusGarden there.

2. Compliance might be a nightmare. In my day job I think a lot about ISO 27001 and SOC 2 compliance. The idea of deploying dark-factory-generated projects into my environments and checking compliance boxes sounds painful. That might just be the current state of OctopusGarden and the code it generates, but I think we can get to a point where generated code is completely linted, statically checked, and tested inside the factory. That's not OctopusGarden today, but maybe it will be there next week? I can see this moving fast.

3. These dark factory apps will be hard to debug. There was a Claude outage today and I couldn't run my smoke tests or generate new apps. I don't want to maintain services that can't be debugged and fixed by a human in a pinch. We're already partially there with AI-assisted code, but this factory-generated code is even more convoluted. Requiring AI to create a new app version is probably worth it...but it's still yet another thing between you and quickly patching an urgent bug.

4. Security needs a better story. These things need real security hardening. Maybe that's just better spec files and scenarios, maybe it's something more. I'm going to drink a strong cola and think about this one.

5. The unit of responsibility keeps growing. Last year we said code must come in PR-sized bites — that's how we manage risk. Now we're talking about deploying meshes of services created and deployed with no humans in the loop (except at creation). AI-generated services could really push the scale of what people are willing to accept responsibility for. Most SRE teams manage 1-5 services at big companies. Will that number increase per team? How much GDP is one person willing to manage via agents? Just a shower thought.

6. I was surprised this works. I'm surprised at how easy it was to make. I'm surprised more of these aren't out there already. I only did a couple of GitHub searches and didn't find many. I'm bad at searching. Sorry if I didn't find your project.

This article introduces an open-source Postman alternative for Microsoft Cognitive Services (MCS), providing a user-friendly interface to explore and test various MCS APIs, including Text Analytics, Computer Vision, and Language Understanding.

The article reports that ChatGPT uninstalls surged by 295% after a controversial deal with the U.S. Department of Defense, raising concerns about privacy and the use of AI technology by government agencies.

This article explores how seniors are planning to age in place, highlighting their strategies for maintaining independence and safety in their homes as they grow older. It provides insights into the challenges and considerations faced by seniors who wish to remain in their homes as they age.