Ultra Edge News

LLM Workflows then Agents: Getting Started with Apache Airflow 7 by alittletooraph2 | 0 comments on Hacker News.

Kagi for Kids 36 by ryanjamurphy | 11 comments on Hacker News.

Why Is This Site Built with C 32 by todsacerdoti | 7 comments on Hacker News.

The Nobel Duel 18 by mailyk | 0 comments on Hacker News.

TSMC, Intel and other top chipmakers slow Japan, Malaysia expansions 19 by pdyc | 5 comments on Hacker News.

There's a psychological burden of digital life even heavier than distraction 42 by delaugust | 12 comments on Hacker News.

Swiftly 1.0 43 by todsacerdoti | 4 comments on Hacker News.

A cretaceous fly trap? remarkable abdominal modification in a fossil wasp 6 by gnabgib | 2 comments on Hacker News.

SignalGate Is Driving the Most US Downloads of Signal Ever 66 by bentobean | 30 comments on Hacker News.

Show HN: Xorq – open-source Python-first Pandas-style pipelines 8 by secretasiandan | 0 comments on Hacker News. Hi HN, Dan, Hussain and Daniel here… After years of struggling with data pipelines that worked in notebooks but failed in production, we decided to do something about it. We created xorq to eliminate the constant headaches of SQL/pandas impedance mismatch, runtime debugging, wasteful recomputations and unreliable research-to-production deployments that plague traditional pandas-style pipeline workflows. xorq is built on Ibis and DataFusion. We’d love your feedback and contributions. xorq is [Apache 2.0 licensed]( https://ift.tt/KV3JZY6 ) to encourage open collaboration. Repo : https://ift.tt/Zuk49Ep Docs : https://docs.xorq.dev Roadmap Issues : https://ift.tt/Zuk49Ep You can get started `pip install xorq`. Or, if you use nix, you can simply run `nix run github:xorq-labs/xorq` and drop into an IPython shell. Demo video: https://youtu.be/jUk8vrR6bCw Here are some vignettes ...

Google makes Android development private, will continue open source releases 37 by coloneltcb | 14 comments on Hacker News.

OpenAI adds MCP support to Agents SDK 97 by gronky_ | 13 comments on Hacker News.

Show HN: Generate docs from your public repos 11 by dev-docsai | 0 comments on Hacker News. Hello HN, I’m Andrew from docs.dev ( https://docs.dev/ ), an AI powered docs assistant. With docs.dev you can generate your docs directly from your codebase, existing docs and other context sources. We don’t believe AI will replace technical writers—our goal is to make it easier for teams to get a solid first draft that they can review, edit, and improve. Think of it as a head start, not a finished product. More info on what we’ve built below but we wanted to release a quick, 1 minute, generate docs from your codebase tool. Try it out here: https://ift.tt/kewJzrS . We built this page, so folks could generate some docs easily and quickly on some of their open source projects. It is still new so let us know if there are bugs but feel free to give it a try! It should work on any moderately sized public repo on GitHub. Why build another docs tool? We believe there are many great tools out there t...

The Prospero Challenge 5 by jstanley | 0 comments on Hacker News.

The Compressed Book Edition 4 by skowalak | 1 comments on Hacker News.

The Software Engineering Identity Crisis 29 by napolux | 6 comments on Hacker News.

Show HN: We made an MCP server so Cursor can debug Node.js on its own 10 by arthurgousset | 1 comments on Hacker News.

Ancient DNA Shows Stone Age Europeans Voyaged by Sea to Africa 18 by gmays | 1 comments on Hacker News.

Next-generation audio models in the API 7 by meetpateltech | 1 comments on Hacker News.

The F-35 as a Subscription Service 55 by sorokod | 49 comments on Hacker News.

ByteCraft: Generating video games and animations through bytes 11 by atomroflbomber | 0 comments on Hacker News.

For Many of America's Aging Workers, 'Retirement Is a Distant Dream' 20 by geox | 0 comments on Hacker News.

Notebooks as reusable Python programs 6 by akshayka | 2 comments on Hacker News.

Building Agentic Flows with LangGraph and Model Context Protocol 11 by gronky_ | 0 comments on Hacker News.

Verification-First Development 13 by vinipolicena | 0 comments on Hacker News.

The High Heel Problem 14 by lehi | 3 comments on Hacker News.

Occupry your next lease to negotiate a better deal 6 by jason_archmint | 3 comments on Hacker News.

Building a Personal Archive with Hoarder 8 by edward | 0 comments on Hacker News.

Show HN: Aiopandas – Async .apply() and .map() for Pandas, Faster API/LLMs Calls 8 by eneuman | 1 comments on Hacker News.

The Last Decision by the Leading Thinker on Decisions 5 by julienchastang | 0 comments on Hacker News.

AutoHete: An Automatic and Efficient Heterogeneous Training System for LLMs 3 by PaulHoule | 0 comments on Hacker News.

Kerning, the Hard Way 38 by todsacerdoti | 6 comments on Hacker News.

Athena landed in a dark crater where the temperature was minus 280° F 11 by 01-_- | 59 comments on Hacker News.

Functional Tests as a Tree of Continuations (2010) 7 by amenghra | 1 comments on Hacker News.

The failure of the land value tax 20 by eamag | 7 comments on Hacker News.

The Lost Art of Logarithms 28 by ozanonay | 8 comments on Hacker News.

Experiment with Gemini 2.0 Flash native image generation 8 by meetpateltech | 0 comments on Hacker News.

Inline Evaluation Adventure 13 by todsacerdoti | 2 comments on Hacker News.

Show HN: We built a Plug-in Home Battery for the 99.7% of us without Powerwalls 39 by coleashman | 49 comments on Hacker News. Hi HN! I’m Cole Ashman, founder of Pila Energy. I’ve spent my career working on home energy systems—first as an engineer on Tesla’s Powerwall, where I focused on the Backup Gateway, Solar Inverter, and metering systems. More recently, I led Product at SPAN, where we built the Smart Electrical Panel and integrated with most major home solar, EV, and battery systems. Pila ( https://pila.energy/ ) is a home battery that plugs into a standard wall outlet, provides smart backup power, energy shifting, and grid services. It’s more than a power bank—it’s a distributed energy system that can scale across multiple rooms, entire buildings, and work together in real time as a coordinated system. We built Pila to be local first with an open API to allow developers to build use cases on top of our hardware (Home Assistant, etc). Big batteries like Tesla Powerwall and Enp...

"It Has Been Determined" That Infected Dairy Herd Serology Can Be Disclosed 20 by ctoth | 4 comments on Hacker News.

Android phone will run Debian Linux soon (like some Pixels can) 28 by amrrs | 8 comments on Hacker News.

People are just as bad as my LLMs 12 by Wilsoniumite | 2 comments on Hacker News.

Ecosia is teaming up with Qwant to build a European search index 3 by amarcheschi | 0 comments on Hacker News.

Global coffee trade grinding to a halt, hit hard by brutal price hikes 41 by speckx | 24 comments on Hacker News.

MCP vs. API Explained 6 by typhon04 | 2 comments on Hacker News.

How Much Are LLMs Boosting Real-World Programmer Productivity? 8 by gatinsama | 1 comments on Hacker News.

Kitchen foil and Algerian markets: When your phone is stolen in London 7 by BerislavLopac | 0 comments on Hacker News.

50 Years in Filesystems: 1984 22 by kaycebasques | 5 comments on Hacker News.

Two Americas, one bank branch, and $50k cash 7 by dangrossman | 0 comments on Hacker News.

The inspection paradox is everywhere (2015) 29 by ColinWright | 2 comments on Hacker News.

Show HN: Open-source Deep Research across workplace applications 16 by yuhongsun | 2 comments on Hacker News. I’ve been using deep research on OpenAI and Perplexity and it’s been just amazing at gathering data across a lot of related and chained searches. Just earlier today, I asked “What are some marquee tech companies / hot startups (not including the giants like FAAMG, Samsung, Nvidia etc.)”. It’s a pretty involved question and looking up “marquee tech startups” or "hot tech startups" on Google gave me nothing useful. Deep research on both ChatGPT and Perplexity gave really high quality responses with ChatGPT siding on slightly larger scaleups and Perplexity siding more on up and coming companies. Given how useful AI research agents are across the internet, we decided to build an open-source equivalent for the workplace since a ton of questions at work also cannot be easily resolved with a single search. Onyx supports deep research connected to company applications like...

Chrome Returns 206 when the Server Returns 403 16 by aoli-al | 0 comments on Hacker News.

Verifiable science on modified PCR machine 5 by kotaKat | 0 comments on Hacker News.

Drone captures narwhals using their tusks to explore, forage and play 8 by dnetesn | 0 comments on Hacker News.