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<p>One thing I’m still trying to reason about with Codex is when a run should be stopped rather than allowed to keep spending context, steps, and time.</p> <p>Some failures are obvious: repeated test failures, the same edit being attempted multiple times, or the agent circling around the same error message.</p> <p>But the harder cases are more subtle:</p> <p>A run looks like it is making progress, but the diff keeps growing in the wrong direction.</p> <p>It keeps adding abstractions instead of f

Article URL: https://github.com/ibrahimkobeissy/ai-second-brain-template Comments URL: https://news.ycombinator.com/item?id=48583182 Points: 2 # Comments: 0

<p>Vercel has launched eve, an open-source AI agent framework that rethinks how developers build, secure, and ship agent-driven workflows. Eve blends the ease of structured Next.js apps with the operational DNA of Vercel’s platform — and it is already running over 100 internal agents, now responsible for almost a third of the company’s deployments. If you want to ship agents that can scale from your laptop to production, sandboxes and all, without rethinking how your team writes or deploys softw

<p>Your DPO just asked for proof that your AI pipeline doesn't leak training data. You don't have any. Neither does OpenAI, Anthropic, or Google — their clouds run on shared hardware where hypervisors can peek at GPU memory. GDPR Article 25 says you need "data protection by design." Shared GPUs aren't design. They're hope.</p> <p>I spent 3 hours trying to set up Azure Confidential Computing last year. Gave up. The attestation docs were 400 pages. The H100 instances were $14/hr and still required

<p>I've been scraping data from the web for years. You'd think I'd have learned by now: never use regex on HTML. But sometimes, when you're staring at a messy table with inconsistent classes, random whitespace, and nested elements that barely qualify as valid markup, the temptation to just throw a regex at it is overwhelming.</p> <p>I found myself in that exact situation last month. I needed to extract property listings from a dozen different real estate websites. Each site had its own quirks. O

<blockquote> <p>Originally published at <a href="https://htpbe.tech/blog/pdf-tamper-detection-python-tutorial" rel="noopener noreferrer">htpbe.tech</a>. The version on htpbe.tech stays in sync with the latest detection algorithm — refer to it for the canonical text.</p> </blockquote> <p>Your application accepts PDFs from users — loan applications, identity documents, invoices, contracts. Any of them may have been edited after the issuing institution generated them. You have no original to compar

<p>I kept switching between 5+ different sites just to count tokens, estimate API costs, plan context windows, and format JSON. So I built DevKit AI — a free collection of 17 tools specifically for LLM API workflows.</p> <p><strong>Link:</strong> <a href="https://devkit-ai.com" rel="noopener noreferrer">https://devkit-ai.com</a></p> <h2> Key tools </h2> <ul> <li> <strong>Token Counter</strong> — supports 60+ models (GPT-4, Claude, Gemini, Llama)</li> <li> <strong>LLM Pricing Calculator</strong>

<p>The three-martini lunch allowed us to mix business and pleasure, a phenomenon that is missing during the AI boom</p><p>As a 46-year-old executive who now has both people and AI agents reporting to me on the org chart, I think corporate America needs to revive a much-mocked relic of mid-century American business life: the three-martini lunch.</p><p>In 1978, Gerald Ford called the ritual “the epitome of American efficiency”, asking: “Where else can you get an earful, a bellyful and a snootful a

<p>[Excerpted from <a href="http://tiny.cc/QuantumCollapse" rel="noopener noreferrer">THE QUANTUM COLLAPSE CHRONICLES</a> — not science fiction, but a grounded forecast of what may come when quantum computation dismantles the cryptographic foundations of our digital civilization. These articles explore the collapse of computational trust and the brutal reconstruction of the world that follows.]</p> <p>The hum of the dilution refrigerators in the sub-basement of the Institute for Advanced Quantum

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HSBC has entered a multi-year partnership with Google Cloud to develop and deploy artificial intelligence tools across its global operations. Announced at Google Cloud Summit London 2026, the agreement covers work in wealth management, financial crime risk management, and internal decision support. HSBC will work with Google Cloud and Google DeepMind engineering teams on AI […] The post HSBC expands AI banking partnership with Google Cloud appeared first on AI News .

Been thinking about the whole ‘tokenmaxxing’ thing going on within companies. Couldn’t shake the feeling that it has all the symptoms of a mass hypomania. Now that ideas are churned, validated, and even built at the speed of thought, it feels there’s a huge surplus of energy that keeps competing in a rapidly changing tech landscape and fuelling this towards a full blown mania. It’s deeply alarming to even think about the downstream effects of the whole collective cementing a new baseline, forcin

Article URL: https://dvitsios.org/2026/06/17/agentic-ai-biology-and-what-remains-human/ Comments URL: https://news.ycombinator.com/item?id=48583111 Points: 1 # Comments: 0

if this community is like I think, some generous persons would help this entrepreneur catching some karma for a lunching MVP post of Ai Agents. maybe.. Comments URL: https://news.ycombinator.com/item?id=48583078 Points: 2 # Comments: 2

Article URL: https://xcancel.com/paulg/status/1953289830982664236 Comments URL: https://news.ycombinator.com/item?id=48583052 Points: 3 # Comments: 3

Article URL: https://www.pwc.com/gx/en/news-room/press-releases/2026/pwc-2026-ai-jobs-barometer.html Comments URL: https://news.ycombinator.com/item?id=48583026 Points: 2 # Comments: 0

When outsourcing AI, building the wrong thing is worse than writing bad code. How do you keep remote developers aligned with your business goals? Comments URL: https://news.ycombinator.com/item?id=48583012 Points: 2 # Comments: 0

Article URL: https://jobeasyapply.com/blog/how-i-built-8-ai-tools-for-0-dollars-with-nvidia-nim Comments URL: https://news.ycombinator.com/item?id=48582980 Points: 2 # Comments: 1

Article URL: https://github.com/user-attachments/assets/407a7e7b-2d44-4c90-8016-33d0a9f5e7d5 Comments URL: https://news.ycombinator.com/item?id=48582806 Points: 1 # Comments: 0

<!-- SC_OFF --><div class="md"><p>Hello everyone,<br/> I have a computer vision paper ready for submission, a coauthor have suggested submitting it to AAAI. However last year computer vision papers have gotten a very small acceptance rate at AAAI, with reviewers receiving emails to specifically tell them that the acceptance rate for computer vision papers should be lower than the other domains acceptance rate.</p> <p>So my question is: can we have any sort of info in advance about this? Like wil

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OpenRouter's fusion is great. I built this for my own deep research queries. Model fusion is useful for tool calls and complex prompts that require constructive criticism. Would love feedback. Comments URL: https://news.ycombinator.com/item?id=48582749 Points: 2 # Comments: 0

ChatPlayground AI's Unlimited Plan is $59.97 through June 16 at 11:59 p.m. PT and lets users compare outputs from GPT, Claude, Gemini, DeepSeek, and other leading AI models in one workspace.

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Microsoft has quietly become the main supplier of OpenAI models in China, selling the technology to the country’s largest internet companies even as OpenAI and Anthropic keep their own models out of the market on intellectual-property and misuse grounds. The arrangement, detailed this week by Bloomberg, hands Microsoft a position no other American AI vendor holds: […] The post Microsoft sells OpenAI models in China. OpenAI and Anthropic won’t. appeared first on AI News .

Article URL: https://www.techsentiments.com/article/2026/06/17/world-leaders-want-american-ai-they-just-dont-want-america-to-be-able-to-tu-4f8d Comments URL: https://news.ycombinator.com/item?id=48582731 Points: 1 # Comments: 0

The A2A protocol is an agent to agent protocol from Google. I was looking at it 6 months back but it didn't feel like I really understood how to use it at that point. Probably because we were all still trying to figure out agents and then the MCP protocol became quite a big deal. But now I'm starting to think that once an agent has tools and services and data and then contacts. Actually, the point of interaction becomes the agent itself and then if you build other agents you would want them to i

Article URL: https://old.reddit.com/r/AIDungeon/comments/1u6xn1n/how_caching_and_optimized_context_works/ Comments URL: https://news.ycombinator.com/item?id=48582551 Points: 1 # Comments: 0

Article URL: https://community.obsidian.md/plugins/meeting-notes-sync Comments URL: https://news.ycombinator.com/item?id=48582509 Points: 1 # Comments: 1

Every buzzword deployed in quest to transform into 'country that is equipped for an AI world'

https://seaticket.ai/ Comments URL: https://news.ycombinator.com/item?id=48582459 Points: 2 # Comments: 0

Article URL: https://display.dev/customers/indigo-engineering Comments URL: https://news.ycombinator.com/item?id=48582440 Points: 2 # Comments: 1

If you are building on top of multiple LLM APIs or even a single one amongst OpenAI, Claude, Gemini, etc. what do you do when the API starts degrading (slow TTFT, elevated error rates, timeouts). Or even worse, when there are responses but the model is drifting. How do you find this out? I'm trying to understand if this is a widespread pain or just something I've been unlucky with. Four specific questions: 1. When an LLM API starts silently degrading, how do you currently find out? (Your own mon

Bonscape is visual canvas for interacting with AI chats, designed for visual thinkers. It aims to move beyond linear chat interfaces, providing a multidimensional experience for marketers, content writers, researchers, product managers, founders, and job seekers. Comments URL: https://news.ycombinator.com/item?id=48582272 Points: 8 # Comments: 0

Article URL: https://app.voicetta.com Comments URL: https://news.ycombinator.com/item?id=48582264 Points: 2 # Comments: 0

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<p>As companies integrate AI and hire fewer employees, a shift toward a ‘gig economy’ will commence</p><p>In 2024, the buy-now-pay-later company Klarna announced that it would cut hundreds of customer service roles and begin using an artificial intelligence chatbot instead. The move was expected to save the company millions. But a year later, after <a href="https://www.bloomberg.com/news/articles/2025-05-08/klarna-turns-from-ai-to-real-person-customer-service">customers complained</a> about the

Researchers used an OpenAI reasoning model to help diagnose rare diseases, identifying 18 new diagnoses in previously unsolved cases.

I work at a startup that makes martial arts gym software (MAAT). We handle the memberships of students so gym owners don't have to, using a payment system and a database. As we get more gyms we get more support tasks: subscription problems, membership updates, data exports... The way we solve it now is a "tree of llms.txt". An llms.txt normally references what info is available on a website or docs — we use the same idea internally to organize the info the agent needs. The agent starts from a fo