TrendPulse

A timeout is not a failure. How to stop an AI agent re-running finished work: an unknown state, a gate in the executor, and an open-source demo.

I did not quit Firefox in one day. Brave was my backup until it became my default. This is how Mozilla slowly lost me.

Why I still choose boring VPS hosting over AWS in 2026, how I keep infrastructure simple, and why fewer moving parts help me ship faster.

AI costs aren't the real problem. Visibility is. Why cheaper tokens won't save you, and how to govern AI by outcomes, not licenses.

Article URL: https://writings.stephenwolfram.com/2026/09/whats-the-future-for-pure-math-research-in-the-age-of-ai/ Comments URL: https://news.ycombinator.com/item?id=49951641 Points: 21 # Comments: 1

Article URL: https://teachyourkids.substack.com/p/rejection-sensitivity-in-gifted-and Comments URL: https://news.ycombinator.com/item?id=49953116 Points: 72 # Comments: 31

Article URL: https://github.com/Niko1221/Strata Comments URL: https://news.ycombinator.com/item?id=49953495 Points: 219 # Comments: 102

Article URL: https://www.reddit.com/r/2007scape/comments/1wxfyzp/runescapes_position_on_gen_ai/ Comments URL: https://news.ycombinator.com/item?id=49954745 Points: 4 # Comments: 0

Article URL: https://automatictransmission.khoury.northeastern.edu/ Comments URL: https://news.ycombinator.com/item?id=49954882 Points: 6 # Comments: 0

A global network of detectors are reporting some of the most substantial measurements yet of neutrinos created deep underground by the radioactive elements that power our planet’s tectonic activity.

Keurig is ready to ditch the K-Cup with a compostable and plastic- and aluminum-free coffee pod, but the price is steep.

Under the One Big Beautiful Bill Act,  data center projects in rural areas could be eligible for major tax benefits starting next year. Some hyperscalers do not seem eager to take the free cash.

Meta and Ray-Ban’s new smart glasses have slightly better batteries and mics. And yes, they still have cameras.

Forget the wrapping paper and shipping. Go digital this year with subscriptions, ebooks, apps, and more.

We found genuinely good presents for home cooks, teens, coffee lovers, and the person who already has everything.

Cybersecurity certification technology cannot realistically be designed once and considered finished. Certification requirements evolve. Technical components mature. Integrations reveal new requirements. Pilot environments expose assumptions that may not have been visible during the design stage. For this reason, COBALT has developed its Continuous Certification Toolkit through an iterative integration process. The project approach uses several stages: an initial prototype, a subse...

คลังปลั๊กอินที่ปักหมุด SHA: เมื่อ Hermes เลิกให้เราโหลดโค้ดคนแปลกหน้าแบบเชื่อใจ โดย Nokka (นก-กา) | 4 ตุลาคม 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ภายใต้การควบคุมและตรวจสอบคุณภาพโดยมนุษย์ - Nokka (นก-กา) คุณเคยติดตั้งปลั๊กอินของเครื่องมือที่ตัวเองใช้ แล้วไม่รู้เลยว่าโค้ดที่โหลดมานั้นเป็นเวอร์ชันไหน ใครตรวจมาแล้วบ้างไหม? ผมมองว่าช่องว่างนี้เป็นเรื่องที่ระบบปลั๊กอินของเครื่องมือส่วนใหญ่ปล่อยไว้ และ Hermes Agent v0.21.2 ที่ออกเมื่อ 11 กันยายน 2026 เลือกอ...

Repo: darkedges/pf12.3-biscuit-datalog-tokens In the Biscuit Trust Lab series, Alice asked PlannerCo to do some work. PlannerCo split it between ResearchCo and ComputeCo, ResearchCo passed part of it to SearchCo, and every hop narrowed the token it was handed. Nobody called home to ask permission, and nobody could widen what they'd been given. There was one thing that series never answered: where did Alice's first token come from? In the lab, the platform minted it. In a real compan...

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content What I Built True Oath is a political accountability ledger starting with Australia and designed to expand to other countries. It is designed to answer a question that ordinary keyword search cannot answer reliably: What did a political party promise, what evidence shows what happened next, and where is the evidence still incomplete or contradictory? The project models po...

Repo: darkedges/pf12.3-biscuit-datalog-tokens , plugin source in pf-biscuit-generator/ Part 1 argued for a hybrid: PingFederate issues JWTs at the edge, and token exchange turns them into Biscuits for everything inside. This part builds the one piece PingFederate doesn't ship, a token generator that mints a Biscuit. It's a few hundred lines of Java. Most of the interesting decisions aren't in the Java, though. They're about what you let into the authority block. 1. The ...

Changing one retry policy in a Step Functions workflow can mean editing the same block of JSON on every Task that uses it. A workflow is defined in the Amazon States Language (ASL), a JSON document of states that name each other, with the logic in expressions. Writing it by hand means wiring every Next and repeating the same error handling on every Task. sfnx lets you write the workflow as a Python function instead, and compiles it to a definition in JSONata mode that you deploy with your...

Repo: darkedges/pf12.3-biscuit-datalog-tokens Part 2 built a token generator plugin. On its own it does nothing: PingFederate needs a login, an access token manager, a client, a processor policy, a generator instance, a generator group and a mapping between them before a single Biscuit comes out. This part configures all of that with Terraform, then runs the full flow in a browser: log in, exchange, call an API, get refused, and see why. 1. The stack docker-compose.yam...

I run Flipside , a marketplace for pinball machines here in Australia. A while ago I added a free repair assistant to it: you describe the fault, it reads the service manuals for your machine and tells you what to check, with the page it got it from. It's at joinflipside.com.au/repair if you want to have a play. If you've never opened a pinball manual, they're thick. Switch matrices, coil tables, fuse charts, schematics, voltages at every test point. Most of them are old scans. When someth...

Repo: darkedges/pf12.3-biscuit-datalog-tokens We've covered why a hybrid works, the token generator plugin, and the Terraform plus end-to-end test. Part 3 ended with alice holding orders:write and still getting a 403 . This part unlocks that write, narrows the token in a few ways, and then says plainly what doesn't work yet. 1. Why the write was refused orders-api's policy has three rules: allow if scope("orders:read"), operation("read"); allow if scope("orders:w...

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content What I Built ChronoGraph is a breaking-change sentinel for microservice teams. You paste an API diff, and it tells you — before merge — which downstream services and squads it will break, using multi-hop dependency traversal over a live Sanity dataset. On top of the deterministic AST analysis, a Gemini-powered agent independently queries a Sanity Context MCP endpoint backed by ...

Somewhere in a roleplay community, people are feeding their own chat replies into a model built for industrial automation. The model scores their writing and tells them which reply sounds more in character. That model is Jev, and it is not what TypeSafe AI put in its press release. i found this at 1 in the morning, scrolling thread titles i did not expect. Jev came out of stealth on September 15, 2026. TypeSafe AI is founded by Diogo Almeida, who helped build the instruction-following work in...

TL;DR Notion AI pricing is no longer an add-on decision. The standalone AI add-on ($8/member/mo annual, $10 monthly) was pulled from new sign-ups in May 2025, and the full suite — Notion Agent, AI Meeting Notes, Enterprise Search, research mode — now ships bundled with Business at $20/member/mo billed annually ($24 monthly) . Free and Plus only get a limited trial . Legacy add-on subscribers are grandfathered. On top of that, Custom Agents bill $10 per 1,000 monthly Notion credits ...

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