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I've had a lot of discussions with peers about the possibility of us being replaced via ai agents and how to stay relevant, given a future where AI intelligence keeps improving to the point of being capable of replacing potentially any job. My personal strategy is specialization, because I've noticed that I cannot work with AI in hard domains that I haven't got a background in. For example, I've tried to use claude opus to understand a phd thesis in quantum physics from a friend. My background i

I've had a lot of discussions with peers about the possibility of us being replaced via ai agents and how to stay relevant, given a future where AI intelligence keeps improving to the point of being capable of replacing potentially any job. My personal strategy is specialization, because I've noticed that I cannot work with AI in hard domains that I haven't got a background in. For example, I've tried to use claude opus to understand a phd thesis in quantum physics from a friend. My background i

I spent the past year building Micro Coach with two partners. It creates personalized 4-week training blocks based on your goals, schedule, experience level, equipment, and preferences. Users can also generate individual workouts, track progress, and view training analytics. I built it using my background in both software engineering and personal training. I’d appreciate feedback on the onboarding, workout generation, and overall product experience: https://microcoachapp.com Comments URL: https:

Article URL: https://devops.com/stack-overflow-is-being-reborn-as-a-back-end-service-for-ai-agents/ Comments URL: https://news.ycombinator.com/item?id=48543999 Points: 3 # Comments: 0

What's the worst that could happen if they were to allow unrestricted access to Mythos/Fable? A bunch of things vulnerabilities get exposed? And? A bunch of companies already had months of Mythos beforehand, and they probably fixed some issues it may have found on their codebase. But ultimately why not allow people to use it to find vulnerabilities and then fix them? If mythos is so good and the average Joe can just hack NASA in 2 prompts, wouldn't you rather he did, and then fix the vulnerabili

Sure, us engineers can Claude Code up a storm locally on our laptops these days. But now with everyone trying to vibe code everything, there's quite a few people that don't have a "proper" local dev environment to do that same kind of development. Let's just take running a test suite. Our devs need a pretty beefy environment to run that. So ideally, these environments are just in the cloud. But Claude Code web, is so "environment lite" that it really isn't a substitute. Or are you all having Cla

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Article URL: https://leadprompt.sh/a/735-AI-Cures-Organizational-Dementia-2026w15 Comments URL: https://news.ycombinator.com/item?id=48543954 Points: 2 # Comments: 0

Hi HN. I'm one of the co-founders of 100Hires ATS. We built an MCP server on top of our REST API. I would love HN to weigh in on whether 130 tools are too many. Big competitors have 30-40 Some details: Three layers, from the bottom up: - REST API v2: 87 endpoints, OpenAPI 3.0 spec, Bearer auth, public docs at 100hires.com/api - MCP server: 130 tools mapping roughly 1:1 to REST endpoints, hosted at mcp.100hires.com/mcp, ~400 LOC of wrapper code - ChatGPT plugin: thin wrapper on the MCP, OAuth han

I’m Nick, founder of Drafted ( https://www.drafted.ai ). We’re training models that generate residential architecture from structured design constraints. Product demo: https://www.youtube.com/watch?v=8QkJ7jNU9y4 Residential architecture is still one of the most expensive, slow, and inaccessible creative processes in the world. Designing a custom home typically costs $10,000–$50,000 or more, takes months, and requires making major decisions before most people can even visualize the outcome. As a

Article URL: https://arxiv.org/abs/2606.02184 Comments URL: https://news.ycombinator.com/item?id=48543889 Points: 1 # Comments: 2

Mixture-of-experts (MoE) models have quickly become a foundational component of modern, large-scale AI systems. They are widely adopted because they enable...

A default low-privilege account on a LiteLLM proxy can climb to full admin and run code on the server by chaining three vulnerabilities, researchers at Obsidian Security disclosed LiteLLM is a widely deployed open-source AI gateway that brokers calls to more than 100 model providers behind one OpenAI-compatible interface. A server takeover exposes every provider key it holds, the secrets that

Hello, This an app for offgriders to use in situations without internet. Permits to download wikipedia and to make questions over the folders with books that you have on the storage of the phone. Other features are the offline maps, where it permits to ask the bot about points of interest in a specific region and these maps stay in the storage to be used later when needed. In addition contains other actions such as music player, akin to alexa sans internet so you can play musics using your voice

<p> See what AI agents do inside your MCP server </p> <p> <a href="https://www.producthunt.com/products/spanly?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1172552?app_id=339">Link</a> </p>

Article URL: https://www.recursive.com/articles/first-steps-toward-automated-ai-research Comments URL: https://news.ycombinator.com/item?id=48543764 Points: 1 # Comments: 0

Article URL: https://degen.strayforge.com Comments URL: https://news.ycombinator.com/item?id=48543740 Points: 1 # Comments: 0

Article URL: https://www.youtube.com/watch?v=IxqrSXiRja4 Comments URL: https://news.ycombinator.com/item?id=48543734 Points: 1 # Comments: 1

Article URL: https://www.xydac.com/blog/dial-up-era-of-ai/ Comments URL: https://news.ycombinator.com/item?id=48543705 Points: 2 # Comments: 0

Increase productivity with your LLMs The post How to Effectively Align with Claude Code appeared first on Towards Data Science .

<pre style='white-space:pre-wrap;width:81ex'>fix(control-ui): respect agents.defaults.timeFormat for timestamps (#93297) Thread the existing agents.defaults.timeFormat setting through the Control UI bootstrap config so WebChat/Control UI timestamps render in the configured 12h/24h clock instead of always using the browser locale default. "auto" keeps the browser default, so existing deployments are unchanged. Closes #58147 Co-authored-by: zengwen <zeng_wen@foxmail.com></pre>

Claude Code can be used to prototype nearly anything, from entire products to product logos. In my experience, Claude Code for logo… Continue reading on UX Planet »

<pre style='white-space:pre-wrap;width:81ex'>fix(cron): trust agent output when channel is unresolved without explicit delivery (#92817) resolveCronChannelOutputPolicy checked deliveryRequested === false when there is no channel. Since deliveryRequested is optional (?: boolean), undefined and missing opts both returned false, blocking the hasRecoveredToolWarning rescue path for --no-deliver cron runs whose agent recovered successfully. Change === false to !== true: when no channel exists, prefer

Article URL: https://newsletter.gtmengineering.ai/p/why-every-gtm-org-will-need-ai-skill Comments URL: https://news.ycombinator.com/item?id=48543543 Points: 2 # Comments: 0

Article URL: https://www.bullbear.ninja/board/12 Comments URL: https://news.ycombinator.com/item?id=48543437 Points: 2 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>fix(configure): mask gateway password input in CLI wizard prompt Refs #90571</pre>

<pre style='white-space:pre-wrap;width:81ex'>fix(models): mask paste-token input in CLI auth prompt Mask paste-token TTY entry via the existing password prompt path while preserving stored token behavior. Refs #90894. Refs #90895.</pre>

<p>You have built agents. They are in production. Some of them are doing important work. You are mostly sure of that.</p> <p>What you are less sure of: how many agents you actually have running. Where they live on the network. Which ones are still doing their jobs and which ones drifted out of scope months ago. Who they are talking to when they reach out to other systems. Whether the audit trail you would need if a regulator came asking actually exists in a form somebody could read.</p> <p>This

<!-- SC_OFF --><div class="md"><p>I’ve been thinking about whether the same basic concept behind Bitcoin could be applied to AI training.<br/> In Bitcoin, miners perform proof-of-work and are rewarded for contributing computational resources to secure the network. The actual computation itself isn’t particularly useful outside of the network, but it creates a decentralized system.<br/> What if a similar incentive structure could be used for training large language models?<br/> Instead of miners

<p>Mistral vs Llama 3: Which Open LLM API Actually Wins in 2026?</p> <p>Three months ago I stood in front of my team and said the words every backend engineer dreads: "we need to re-evaluate our LLM provider." Our ranking pipeline was hemorrhaging cash on a closed-source API, and fwiw, the per-token costs were getting harder to justify to finance every quarter. So I went down the rabbit hole of open-weight models — Mistral, Llama 3, DeepSeek, Qwen, GLM — and ran them all head to head through Glo

<p>Your teammates are busy. Your CI is green but shallow. And the bug you just staged is the kind a second pair of eyes would catch in five seconds. So let's build that second pair of eyes: a small TypeScript CLI that feeds your staged git diff to a local LLM and returns structured findings, before anyone else sees your code. No API key, no cloud, no leaking your private repo to a vendor.</p> <h2> The plan </h2> <p>The whole tool is one loop:</p> <ol> <li>Grab the staged diff with <code>git diff

<p>The internet has changed dramatically over the last few years.</p> <p>With AI tools becoming more powerful every day, creating content is easier than ever.</p> <p>But there's a problem.</p> <p>When everyone can publish unlimited articles, content alone becomes less valuable.</p> <p>As someone working on growing a website, I recently decided to test a different approach.</p> <p>Instead of publishing endless articles, I started focusing on building free tools.</p> <p>Here's why.</p> <p><strong>

<p><em>Pipeline & Prompts | Byte size guides on DevOps, Cloud and AI</em></p> <h2> The Moment Someone Finally Explained Containers to Me </h2> <p>When IBM acquired Red Hat, my world changed overnight. Suddenly everyone around me was talking about containers. Kubernetes. Pods. Orchestration. I was nodding along in meetings while internally having absolutely no idea what any of it meant.</p> <p>My background was in supply chain and logistics. I understood how physical goods moved around the world

<p>The most useful sentence in <a href="https://cursor.com/blog/dynamic-context-discovery" rel="noopener noreferrer">Cursor's "Dynamic Context Discovery" blog post</a> (Jan 6, 2026) is the one written in the kind of plain language engineering teams use when they've decided to admit a trade-off they haven't fully solved:</p> <blockquote> <p>When the model's context window fills up, Cursor triggers a summarization step to give the agent a fresh context window with a summary of its work so far. <st

<p>On April 23, 2021, a Fastly CDN configuration change triggered a global outage that took down the UK government website, the New York Times, Reddit, and hundreds of other major internet properties for approximately one hour. The triggering event was a configuration push. The propagation mechanism was automated. The time between the configuration being pushed and the global impact becoming visible was under a minute. The time required for a human operator to identify the cause and initiate the

On Friday evening the United States Government has forced Anthropic to take down all access to Fable and Mythos.

The Aiper Scuba V3 robot pool cleaner is on sale at Amazon for $849.97, down from the normal price of $1,399.99. That's a 39% discount.

Nvidia wants to raise at least $20 billion through its first bond sale since 2021, Bloomberg reports, citing people with direct knowledge of the deal. The article Nvidia joins AI debt boom with $20 billion bond sale appeared first on The Decoder .

In this article, we will walk through how inference works and why the field’s optimization techniques exist.

A group made up of dozens of cybersecurity experts urged the White House to remove export control restrictions on Anthropic’s models Fable and Mythos, arguing that the order is going to limit the ability of cybersecurity defenders to secure their software and products.