AI’s next challenge is coming into focus: turning powerful models into dependable everyday systems.

September 11’s coverage highlights how quickly AI is moving into familiar workflows. GPT‑Live‑1’s API launch targets voice-enabled applications and business processes, while ClickHouse’s built-in AI functions bring model and embedding calls directly into SQL. The introduction of AI:GO adds to the momentum around personal agents, alongside guides exploring DevOps automation with Claude Code.

Underneath those interfaces, the engineering choices are becoming more consequential. Hugging Face Kernels’ new Helion support aims to make performant, portable kernels easier to build and ship. Guidance on local LLMs, quantization, retrieval-augmented generation and fine-tuning reflects a broader priority: matching capabilities to hardware, data and application needs. For coding agents, one article argues that preserving intent across interactions matters more than simply retaining longer histories.

Infrastructure coverage offers a useful reality check. An account of scaling ChatGPT’s Habitat storage platform to serve more than a billion users illustrates the scale of the challenge, while distributed-training guidance emphasizes that GPU provisioning alone does not establish a reliable foundation. Elsewhere, a Rust query engine’s slowdown after replacing mmap with io_uring challenges assumptions that newer mechanisms automatically improve performance. Rolling backend updates present another pitfall when browsers continue running older frontend code.

Trust and visibility tie these themes together. Articles on zero data retention, AI observability and extensions in agentic IDEs raise questions about data handling, system behavior and tooling assumptions. Across today’s selection, the message is consistent: expanding AI access is only part of the job; making it efficient, understandable and reliable is where much of the work now lies.

Featured Articles

Helion x 🤗 HF Kernels: Building and Shipping Out-of-the-box Performant Kernels

Featured projects TL;DR The HuggingFace Kernels project now has Helion support. This blog walks through how to build, autotune, and ship performant and portable Helion kernels via the Hugging Face Ker...

Keywords: kernel building, huggingface kernels, helion kernels, kernels project, kernels hugging, kernels seamlessly, helion kernel, face kernels, kernels helion, kernels developed
Source: pytorch.org

DeepSeek v4.1 Flash Uncensored

Instructions to use dealignai/DeepSeek-V4.1-Flash-UNCENSORED-FP8 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries
Transformers How to us...
Keywords: fp8 deepseek, model deepseek, py deepseekv41, support deepseekv41forcausallm, verification deepseek, deepseek v4, tools deepseek, transformers import, calls deepseekv41, dealignai deepseek
Source: huggingface.co

RAG vs Fine-Tuning: Choosing the Right Approach for Your AI Applications

In today’s rapidly evolving AI landscape, developing applications that effectively process and understand vast amounts of data is more crucial than ever. The journey to choosing the right approach for...

Keywords: ai application, utilizing ai, chatbots integrating, ai resources, resources ai, retrieval generation, ai applications, techniques leveraging, tuning retrieval, tuning resource
Source: collabnix.com

Deep Learning Weekly: Issue 472

This week in deep learning, we bring you Introducing ChatGPT Images 2.5, Linguistic drift at the frontier and a paper on Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning. You may...

Keywords: introducing chatgpt, gpt nearly, gpt, released gpt, chatgpt, chatgpt images, openai, gpt image, images openai, openai released
Source: deeplearningweekly.com

The rolling update myth: your frontend is talking to next week's backend

A user loads your app at 2:47pm. Their browser caches the JavaScript bundle - React Server Component payloads, API client code, the works. At 2:52pm, your rolling update finishes: new backend pods are...

Keywords: rolling updates, client caching, api drift, cached frontend, client cache, backend pods, rolling update, bundle react, deployment calls, deploys happen
Source: podostack.com

Rapidly scaling online storage to serve over 1 billion ChatGPT users

Rapidly scaling online storage to serve over 1 billion ChatGPT users How we adapted our application storage platform, Habitat, in Python to manage unprecedented growth. By Jon Lee, Chaomin Yu, and Ben...

Keywords: fending storage, online storage, storage platform, openai infrastructure, storage compute, storage python, storage serve, reliable storage, scaling online, db openai
Source: openai.com

Introducing AI:GO: Personal Agentic AI Platform

Sep 11, 2026 Engineering Introducing AI:GO: Personal Agentic AI Platform Daemyung Kang Software Engineer Sep 11, 2026 Engineering Introducing AI:GO: Personal Agentic AI Platform Daemyung Kang Software...

Keywords: ai platform, backend ai, ai agents, ai provides, run ai, download ai, ai squads, build ai, agents ai, agent frameworks
Source: backend.ai

Mastering DevOps Automation with Claude Code: A Beginner’s Guide

In today’s fast-paced, technology-driven world, achieving efficiency in DevOps processes is not just a luxury but a necessity. As organizations scale, the demand for automated solutions that can strea...

Keywords: automation devops, devops ai, devops automation, code devops, devops workflows, workflow devops, enhance devops, basic devops, effective devops, code automate
Source: collabnix.com

How to Choose a Local LLM: Models, Hardware, and Quantization

This is a guest blog prepared by the amazing team at Atomic Chat. In this article you’ll learn: How to match a model to your hardware How to select the right quantization level and model file format W...

Keywords: memory requirements, vram models, memory footprint, bandwidth vram, operating vram, 54gb vram, fast memory, kv cache, vram unified, unified memory
Source: blog.kilo.ai

RAMINDEX and the Cortex-A76 L1I Cache

RAMINDEX and the Cortex-A76 L1I Cache Table of Contents An article about experimenting with the RAMINDEX feature on Arm Cortex-A76 cores. Setting up the Stack A few years ago while looking through som...

Keywords: aware ramindex, ramindex read, uses ramindex, ramindex inspect, ramindex cortex, ramindex allows, ramindex feature, ramindex interface, experimenting ramindex, using ramindex
Source: reflexive.space

We Replaced MMAP with Io_uring in Our Rust Query Engine. It Got Slower

In the beginning, there was mmap. It was convenient: it let us lazily read huge numbers of Arrow IPC files from disk without managing memory ourselves. It fit our file format perfectly — Arrow IPC’s l...

Keywords: mmap runtime, fast concurrent, slower mmap, mmap convenient, thrashing memory, slower mmap_lock, mmap_lock scalability, speed memory, mmap implementation, mmap read
Source: conviva.ai

Building a reliable cloud native foundation for distributed AI training

AI workloads are changing what platform teams need from infrastructure. Provisioning GPUs and standing up a cluster no longer makes a platform “AI-ready.” Once training spans more than one node, the b...

Keywords: ai workloads, distributed training, distributed ai, performance network, ai performance, performance networking, distributed jobs, distributed job, node bottlenecks, iteration infrastructure
Source: cncf.io

Cloud-Native Development: Key Trends Driving Enterprise Innovation

The concept of cloud-native development has proved itself to be a game-changing strategy for companies that aim at achieving more agility, scalability, and innovation. Contrary to conventional approac...

Keywords: cloud native, cloud development, development cloud, develop cloud, cloud applications, applications cloud, automation cloud, emerging cloud, cloud environment, cloud platform
Source: technotalkative.com

Zero Data Retention (ZDR): What It Means for AI APIs

Zero Data Retention (ZDR): What It Means for AI APIs OpenRouter · Zero Data Retention (ZDR) means an AI provider processes your prompt, returns a response, and doesn’t store it afterward. It’s a reten...

Keywords: retention zdr, zdr retention, provider zdr, zdr provider, openrouter zdr, zdr privacy, zdr data, zdr disables, enforce zdr, zdr prevents
Source: openrouter.ai

Module Tracking in Swift Debug Info

Module Tracking in Swift Debug Info When your Swift program hits a breakpoint and stops so you can inspect it, the debugger’s expression evaluator has to find the exact Swift module your code was buil...

Keywords: swift debug, debugging swift, swift compilers, compiler swift, swift compiler, swift build, swift modules, built swift, swift changes, swiftmodule lldb
Source: swift.org

Red Hat edge platforms: Choosing the right one for your use case

Choosing the right platform for an edge deployment is one of the most consequential decisions an organization makes—and one of the most confusing. The options range from a single-board computer runnin...

Keywords: edge deployments, edge deployment, edge computing, edge managing, platform edge, cloud edge, edge installation, deployment edge, edge hardware, edge manager
Source: developers.redhat.com

AI Functions in ClickHouse: Upgrade your SQL to the AI age

ClickHouse now has a family of built-in AI Functions that call an LLM or an embedding provider directly from the SQL engine. The model becomes something you call from SQL, like lower() or sum(), and i...

Keywords: clickhouse ai, functions clickhouse, clickhouse functions, cloud clickhouse, clickhouse cloud, sql embed, ai functionswhat, ai api, query ai, model clickhouse
Source: clickhouse.com

Coding Agents Don't Need Longer History — They Need Intent Continuity

Coding Agents Don't Need Longer History — They Need Intent Continuity I built a system that automatically discovers, verifies, and applies relevant requirements from earlier interactions without askin...

Keywords: agent memory, coding agents, agent needs, agent workflow, coding agent, search strategy, agent deliberate, agent lacks, reminding agent, aware search
Source: towardsdatascience.com

Beyond the 200 OK: Architecting Observability for AI

Beyond the 200 OK: Architecting Observability for AI Adriano Mota September 11, 2026 Traditional monitoring tools, such as application performance monitoring (APM), were engineered to monitor determin...

Keywords: observability ai, ai observability, architecting observability, dedicated observability, computational observability, observability failures, observability requirements, observability designed, observability essential, implementing observability
Source: nordicapis.com

Fine-Tuning Agentic AI: A Practical Guide

In this article, you will learn how to fine-tune an agentic AI system holistically, covering all four critical dials: training data, parameter-efficient fine-tuning, runtime hyperparameters, and prefe...

Keywords: tuning agentic, tuning agent, agent hyperparameters, training hyperparameters, tuned agent, agentic ai, hyperparameters tuned, hyperparameters search, tuning runtime, runtime hyperparameters
Source: machinelearningmastery.com

Re-Engineering YouTube for the Living Room: Bringing "Chrobalt" to RDK

Santosh Mahto September 11, 2026 Reading time: tl,dr: How Collabora partnered with the YouTube Cobalt and Device Partner Engineering teams to deliver the first RDK-based reference platform for their n...

Keywords: chromium based, architected chromium, modern chromium, youtube cobalt, chromium, cobalt device, chromium embedder, browser engine, chrobalt chromium, chromium collabora
Source: collabora.com

GPT‑Live‑1 in the API

We’re launching GPT‑Live‑1 in the API, giving developers a powerful, natural voice model for building voice-enabled apps and business workflows. First introduced in ChatGPT, GPT‑Live‑1 is capable of l...

Keywords: voice workflows, chatgpt gpt, speak gpt, gpt realtime, gpt live, conversation developers, workflows gpt, introduced chatgpt, improves interruption, voice access
Source: openai.com

The Agentic IDE Extension Blind Spot

On this page Did you move from Visual Studio Code to one of the new editors like Cursor, Windsurf or Google Antigravity? Ever wondered what happens to all your Visual Studio Code extensions? They seem...

Keywords: cursor installs, cursor extensions, extensions cursor, versions cursor, cursor install, cursor extension, cursor import, cursor vscode, cursor installed, vsx registry
Source: safedep.io

Txt: A fast, keyboard-driven terminal text editor for engineers

txt A fast, keyboard-driven terminal text editor for engineers. Why txt Most terminal editors demand a ceremony before you can edit: configuring plugins, learning a modal system, or fighting with a se...

Keywords: terminal editors, text editor, txt terminal, gui editors, txt keybindings, friendly editor, built txt, ide editor, editor, txt macos
Source: txt.hellman.io

Your built-in router VPN might be more trouble than it's worth

Just about every home office, small business, or just-getting-on-its-feet startup is going to have at least one Wi-Fi router, and many will use some kind of network-attached storage (NAS) device for s...

Keywords: router vpn, vpn services, providing vpn, network vpn, supporting routers, home network, networked devices, vpn service, use network, secure network
Source: tailscale.com

OpenRouter Text-to-Speech: API Tutorial in 5 Minutes

OpenRouter Text-to-Speech: API Tutorial in 5 Minutes OpenRouter · We support text-to-speech through the OpenAI-compatible POST /api/v1/audio/speech endpoint. Send text, a model, and a supported voice,...

Keywords: speech openrouter, speech openai, speech api, openai speech, openai audio, openrouter api, openai api, openrouter tts, endpoint openai, tts openai
Source: openrouter.ai

Claimable Neon, @neon/tools, and more release - Sep 11, 2026

Claimable Neon: provisioned by agents, claimed by humans Claimable Neon is for developers building with agents. When your agent is mid-build, the signup, email verification, or API key it needs to pro...

Keywords: neon api, neon provisioned, neon developers, claimable neon, manages neon, provision lakebase, agent neon, neon sdk, agent provision, provisioned agents
Source: neon.com

Godot and Rust based multiplexer (terminal panes and more)

gPTY - a PTY foundation built on Godot and Rust. Provides a tiling grid for panes (terminal, code, file-tree, etc.), a concept capture engine, and a JSON-RPC/MCP control surface so AI agents and autom...

Keywords: pty environment, command gpty, gpty command, gpty pty, gpty cli, pty spawn, cli gpty, gpty daemon, agents scripts, shell agent
Source: github.com

Latency: What It Is and What Limits It (Part II)

Hi Friends, Welcome to the 190th issue of the Polymathic Engineer newsletter. This week, we continue our series of articles on latency. At the end of Part I, we posed two open questions. If latency is...

Keywords: latency distribution, make latency, latency latency, latency, knowing latency, latency application, real latency, latency sensitive, tail latency, latency way
Source: newsletter.francofernando.com

Together AI expands fine-tuning service with more models, live metrics, and finer controls

Turning an open-weight model into a high-performing model for your task takes a sequence of well-measured experiments. Teams need to understand what the model will train on, follow how each run is pro...

Keywords: open models, weight models, open weight, weight model, new models, models new, models teams, models support, weights docs, tuning progress
Source: together.ai

Show HN: Algo-Trading-Skills - 501 agent skills for trading infrastructure

501 algorithmic trading skills · 16 engineering domains · 5 regulatory & exchange frameworks · 501 working reference implementations backed by 20,291 unit tests · agentskills.io standard · Works with...

Keywords: software algo_trading_skills, practices trading, agent trading, trading deployment, algorithmic trading, live trading, trading skills, trading execution, trading deploy, broker apis
Source: github.com

The Bigger Opportunity: LangGraph Can Help You Make Money

-a648dc4ecb66---4 crawled_date: 2026-09-11T22:44:07.276946+00:00 feed_url: https://towardsdev.com/feed published: Fri, 11 Sep 2026 22:16:01 GMT

The Bigger Opportunity: LangGraph Can Help You Make...

Keywords: learn langgraph, monetize skill, engineering langgraph, learning langgraph, knowing langgraph, opportunity langgraph, involve langgraph, software langgraph, automation businesses, choose langgraph
Source: towardsdev.com

Astra for Coding: Why Are We Doing This Again?

written on September 07, 2026 I’m more and more convinced that all of AI engineering is Neijuan (内卷, meaning curl inwards). In China it describes a system that demands ever more effort and competition...

Keywords: ai economy, ai engineering, programming astra, astra comes, astra really, ai, code astra, astra amazing, astra, astra astra
Source: lucumr.pocoo.org

GPIR: Enabling Practical Private Information Retrieval with GPUs

GPIR: Enabling Practical Private Information Retrieval with GPUs Private information retrieval (PIR) allows private database queries; however, it is hindered by intense server-side computation and mem...

Keywords: overhead gpir, gpus private, retrieval gpus, computation memory, gpir achieves, gemms gpus, gpir, gpir gpu, encrypted indices, gpus
Source: research.nvidia.com

Sentinel vs Cluster: The Redis Decision Nobody Explains Well

-a648dc4ecb66---4 crawled_date: 2026-09-11T06:40:12.811273+00:00 feed_url: https://towardsdev.com/feed published: Fri, 11 Sep 2026 06:13:22 GMT

Sentinel vs Cluster: The Redis Decision Nobody Expl...

Keywords: redis caching, redis cluster, cluster redis, redis sentinel, redis persist, redis memory, memory redis, redis instances, redis node, redis core
Source: towardsdev.com

Show HN: Hacker News, Without AI

Keywords: chorleywood bread, british bread, bread edconway, enclave macs, bread process, bread, petabyte, operated petabyte, keychains macs, discuss chorleywood
Source: unslop.news

Investigating Spark Waste Across the Stack

-f2ba5b8f6eb3---4 crawled_date: 2026-09-11T17:43:15.628352+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Fri, 11 Sep 2026 16:45:10 GMT

Investigating Spark Waste Across the S...

Keywords: utilization spark, spark utilization, spark workload, workload spark, spark efficiently, spark execution, spark cpu, spark waste, spark load, spark executors
Source: blog.dataengineerthings.org

RTK reports token savings, but our cost benchmarks disagree

RTK (Rust Token Killer) filters and compresses terminal output before the AI agent reads it. With over 79k GitHub stars today, RTK is one of the most popular tools to make AI coding cheaper. One X pos...

Keywords: optimized rtk, rtk rust, promising rtk, tokens rtk, cheaper rtk, rtk tool, rtk reduced, example rtk, rtk terminal, rewritten rtk
Source: quesma.com

Daily Reading List – September 10, 2026 (#864)

You might find that a couple of items below change how you’ve been thinking about something. That happened to me. [blog] The Anatomy of Harness Engineering: How to Evaluate, Iterate, and Guard AI Codi...

Keywords: ai costs, ai agent, plugin ai, distribute ai, ai, ai accelerates, learning ai, ai coding, controlling ai, harness engineering
Source: seroter.com

react-pdf performance: Memoization, virtualization, DPI

react-pdf performance: Memoization, virtualization, DPI Table of contents react-pdf performance — the most common pitfalls like unmemoized props and high-DPI rendering, plus techniques like page virtu...

Keywords: pdf performance, react pdf, render pdf, memory render, pdf consume, pdf refetches, memoizing props, render react, serve pdfs, roughly memory
Source: nutrient.io

Getting Ahead of Shrinking Certificate Lifespans and the Quantum Clock

Key Takeaways

Certificate lifespans will shrink from 398 to 47 days by March 2029 with “domain validation reuse” shrinking to just 10 days, making manual renewal obsolete and automatic Certificate L...
Keywords: certificate lifespans, certificate lifecycle, certificates crypto, digital certificates, cryptographic inventory, certificate crypto, certificates cryptography, cryptography certificate, certificate inventory, digital certificate
Source: commvault.com

GPT-6利好3D打印

GPT-6 Is a Boon for 3D Printing The World of Hardware Is Just Beginning "The World of Hardware Has Just Begun" GPT-6 Astra is also a beauty-and-brains model. I say "also" because the last beauty-and-b...

Keywords: gpt 3d, k3 gpt, developed 3d, refined 3d, k3 beauty, inspiring gpt, 3d generation, products gpt, 3d printers, 3d capability
Source: elsewhere.news

How Featured's users make 100K media pitches per month on Vercel

Copy link to headingFeatured on Vercel 3 engineers supporting 3 brands and 100,000+ users on Vercel Migrated 374 Sanity sites from AWS Elastic Beanstalk to Vercel AI SDK and AI Gateway power Featured'...

Keywords: users journalist, source agent, featured press, journalists pr, clients, featured chat, press featured, featured agents, experts pr, featured infrastructure
Source: vercel.com

Malicious Twitch Browser Extension Exposes 30,000 Users’ OAuth Tokens to Russian Bot Service

Malicious Twitch Browser Extension Exposes 30,000 Users’ OAuth Tokens to Russian Bot Service A Twitch browser extension on Chrome and Firefox forwards users’ live OAuth session tokens through proxies...

Keywords: twitch oauth, twitch token, firefox twitch, twitch browser, token twitch, twitch_token_validate_url, extension twitch, twitch_token_validate_url cache, twitch web, fetch twitch_token_validate_url
Source: socket.dev

Agentic Inference in Production: The Four Infrastructure Decisions That Matter

This is the third and final chapter of our agentic inference series, and it’s the one that gets practical. In the first blog, we explored the unique shape of an agentic inference workflow, in which an...

Keywords: agent traffic, inference deployment, inference traffic, agent inference, agentic inference, deployment models, traffic deployment, agent depends, determine agent, agent depending
Source: wf.coreweave.com

Five developer takeaways from Arm Create for building and deploying AI

Five developer takeaways from Arm Create for building and deploying AI A capable model is only the starting point. Building an AI application means deciding what sits around that model as latency, cos...

Keywords: software arm, design arm, ai arm, arm create, arm based, upcoming arm, arm ai, arm engineers, performance arm, developers explored
Source: newsroom.arm.com

🎙️ OpenAI Launches GPT-Live-1

Good Morning! Here's what I have for you in today's newsletter: OpenAI brings GPT-Live-1 to the API, voice agents that listen while speaking Gemini app now on Windows, one shortcut away from anywhere...

Keywords: api voice, voice agents, agent chatgpt, voice feature, voice layer, voice interaction, live voice, voice features, chatgpt work, runs voice
Source: simplifyingai.co

Agent of the Day – September 11, 2026

Agent of the Day – September 11, 2026 Most codebases have a folder like actions/setup/js/ — a drawer of small CommonJS helpers, glue scripts, and github-script snippets that accumulated over time, hal...

Keywords: cleanup agent, jsweep workflow, workflows jsweep, jsweep dispatches, agentic workflows, tracked jsweep, agent day, jsweep interesting, daily agent, isn cleanup
Source: github.github.com

Building smarter AMRs with the Arduino® VENTUNO™ Q board

Building smarter AMRs with the Arduino® VENTUNO™ Q board Physical AI is based on the idea that intelligence shouldn’t stop at perception: instead, it should bring to life systems able to sense their e...

Keywords: robots amrs, autonomous navigation, robot navigate, mobile robots, autonomous mobile, autonomous machines, robot intelligence, physical robot, sensor robot, robot managing
Source: blog.arduino.cc

Leanpub Book LAUNCH 🚀 LM from First Principles: A Notebook-Driven Guide to Building and Deploying Language Models by Amarpreet Singh Bassan

Leanpub Book LAUNCH 🚀 LM from First Principles: A Notebook-Driven Guide to Building and Deploying Language Models by Amarpreet Singh Bassan LM from First Principles is a notebook-driven guide to build...

Keywords: language models, lm principles, book lm, read language, notebook driven, launch lm, leanpub book, model push, writes learning, principles notebook
Source: leanpub.com

Litelm: LiteLLM Without the Bloat

litellm's routing + translation in ~2,900 lines and 2 dependencies (openai , httpx ). litellm routes LLM calls across providers and translates between message formats. That core is buried under 100k+...

Keywords: litelm openai, litellm routing, litellm routes, import litelm, litelm import, litelm basic, litelm imports, litelm, install litelm, using litellm
Source: github.com

Meet Jos Roseboom

Meet Jos Roseboom Are you struggling with performance issues in your Spring, Jakarta EE, or Java EE application? Imagine having a tool that could automatically detect performance issues in your JPA an...

Keywords: jpa performance, jpa hypersistence, prevent performance, issues jpa, spring jpa, allowing performance, jpa hibernate, performance tuning, using jpa, jos javazone
Source: vladmihalcea.com

Open-Source AI & Open Models Reading List

List last updated: 11 Sep. 2026 This is my list of the best writing on open models in the last few years. If someone decides they want to get up to speed on the area, reading this will be a comprehens...

Keywords: open models, open ai, ai open, open model, models open, open source, ai release, open agents, models develop, advantages open
Source: interconnects.ai

DiffOS is For Freedom

DiffOS is a GNU/Linux distribution aspiring to the meet the Free System Distribution Guidelines (GNU FSDG), based on Debian GNU/Linux. tl;dr: podman run -it registry.gitlab.com/debdistutils/diffos/con...

Keywords: debian diffos, packages diffos, diffos debian, diffos gnu, suites diffos, diffos developed, diffos container, diffos archive, diffos uses, installed diffos
Source: diffos.org

Set Up Cloud OIDC From the Pulumi CLI

Pulumi ESC can act as an OpenID Connect (OIDC) provider for AWS, Azure, and Google Cloud, issuing short-lived, signed tokens that these clouds exchange for temporary credentials. This eliminates hard-...

Keywords: cloud authenticate, cloud cli, authenticate pulumi, oidc cloud, pulumi deployments, aws pulumi, cloud pulumi, configure cloud, setup cloud, pulumi cloud
Source: pulumi.com

Show HN: ResolveHQ – A Helpdesk Built on Cloudflare Workers, D1, R2 and Queues

ResolveHQ is a Cloudflare-native, self-hostable helpdesk for small support teams.

Run a shared inbox with tenant-isolated customers, tickets, assignment, status, priority, tags, and full-text search...
Keywords: resolvehq cloudflare, mail cloudflare, customers cloudflare, cloudflare queues, cloudflare email, need cloudflare, cloudflare, inbox cloudflare, single cloudflare, domain cloudflare
Source: github.com

Together offers preemptible GPU clusters at half its on-demand price

introducing preemptible compute for together gpu clusters same nvidia gpu infrastructure, 50% of the on-demand price built for evals, fine-tuning, batch inference + short experiments, with up to 5 min...

Keywords: gpu clusters, gpu infrastructure, clusters nvidia, compute gpu, checkpoint reclamation, gpu, nvidia gpu, checkpoint, clusters, preview ai
Source: x.com

118M Queries per Second on Neki

We released Neki in platform preview yesterday. To celebrate the release, we wanted to test out running 1 million queries per second on Neki. We hit this goal pretty quickly on 5 shards and decided to...

Keywords: throughput shards, shards running, workload shard, quickly shards, 512 shards, shard rate, shards 512, multiple shards, shards headroom, shards primary
Source: planetscale.com

OpenAI Agents API 🤖, open model adoption 📈, sharded Postgres 🧑‍💻

Built by Cursor. Built on Buildkite. (Sponsor) Devs finally have a challenger to GitHub code hosting with Origin. Origin was built on Buildkite. Buildkite is a launch partner for this new code ecosyst...

Keywords: built buildkite, buildkite sponsor, buildkite, code buildkite, buildkite buildkite, build vercel, origin built, buildkite runs, buildkite launch, ci engineered
Source: tldr.tech

Weekly Dose of Optimism #210

Hi friends 👋, Happy Friday and welcome to our 210th Weekly Dose of Optimism. Today is the 25th anniversary of September 11th. I still remember exactly where I was, in my first week of high school on m...

Keywords: september 11th, documentary welles, dose optimism, optimism today, optimism, important wednesday, welles crowther, welles, 11th remember, glimpse future
Source: notboring.co

Everything is a Trust Decision

Everything Is a Trust Decision Make them explicitly, count them, and know what each one costs. Far More General Than Packaging¶ Last time I argued that Nix is right about everything except the store,...

Keywords: trust decisions, trust abstract, making trust, decide trust, precisely trust, trust decision, costs trust, trust boundaries, trust boundary, trust
Source: nrd.sh

Grounding Agent Memory curates enterprise-agent memory through environment probing

"Grounding Agent Memory: Environment-Probing Curation for Enterprise Agents" — new paper (arXiv cs.AI, 10 Sep 2026, Microsoft). arxiv.org/abs/2609.11060 In plain terms: An AI agent's saved "memory" (n...

Keywords: agent memory, memory environment, memory notes, agent saved, agent reads, notes agent, agent tool, persistent memory, agent edits, agent use
Source: x.com

NVIDIA publishes early Vera CPU database results against flagship x86 systems

NVIDIA Vera CPU “won every single query. Every run. Every time.” … vs flagship x86 CPUs. @KineticaHQ, known for its vectorized database architecture built for modern CPUs and NVIDIA GPUs, is sharing e...

Keywords: vera cpus, vera cpu, nvidia vera, cpus kineticahq, cpus results, cpus nvidia, results nvidia, cpu testing, cpu performance, kinetica reports
Source: x.com

Sakana AI introduces Fugu Max and Fugu Ultra v2

Introducing Fugu Max and Fugu Ultra v2: the next evolution of Sakana Fugu’s multi-agent orchestration system. Try: sakana.ai/fugu Blog: sakana.ai/fugu-max-relea… The frontier that actually matters is...

Keywords: fugu ultra, fugu orchestration, fugu max, model fugu, architecture fugu, fugu multi, introducing fugu, ai fugu, max fugu, deepswe outperforms
Source: x.com

The Silicon Bill Behind Huawei’s Folded Kirin

On September 7 in Guangzhou, Huawei launched a tri-fold phone called the Mate XT 2 and did something it had not done at a flagship event since 2020. It named a new Kirin processor on stage and explain...

Keywords: silicon huawei, describes huawei, generation huawei, millimetre huawei, huawei description, huawei remains, huawei says, huawei, breakthrough huawei, pro huawei
Source: hellochinatech.com

AI researchers debate how close we are to recursive self-improvement

New episode with John Schulman, Beren Millidge and Charlie O’Neill. I got together with some of the most insightful AI researchers I know who are at the openish companies, because I wanted to hear the...

Keywords: ai researchers, ai research, ai researcher, ai labs, ai produce, using ais, stuff ai, optimize ais, contributed ais, research ai
Source: dwarkesh.com

DDD in Gleam

DDD in Gleam Ten katas in idiomatic Gleam A 10-kata progression that teaches idiomatic Gleam through DDD’s vocabulary. Welcome A 10-kata progression that teaches idiomatic Gleam through the vocabulary...

Keywords: gleam test, gleam fundamentals, gleam prerequisites, gleam ddd, gleam toolkit, ddd gleam, gleam vocabulary, gleam toolchain, toolchain gleam, gleam katas
Source: escherize.com

VIPIR: A Versatile GPU Framework for Integrating Private Information Retrieval Protocols

VIPIR: A Versatile GPU Framework for Integrating Private Information Retrieval Protocols While private information retrieval (PIR) enables private database services by fully concealing access patterns...

Keywords: protocols gpu, versatile gpu, gpu framework, incorporate gpu, memory efficient, scaling memory, gpu friendly, gpu scaling, memory overheads, gpu
Source: research.nvidia.com

GrapheneOS' rewritten Messages app is released

Notable changes in version 13: Version 13 replaces the legacy interface with Jetpack Compose and Material 3. It rebuilds every screen, adds new conversation controls and large-screen support, and fixe...

Keywords: conversation controls, conversation notification, message dialog, conversation settings, conversation list, conversation layout, legacy interface, conversations rebuilt, messages, chat screen
Source: github.com

Seeed tests Rockchip local inference at 178.86 tokens per second

🔥🔥RK3576+RK1820: 178.86 tokens/s. Local LLM, Running Fast. We put the #reComputer #RK3576 Dev Kit with #RK1820 AI Accelerator to the test. Running #Qwen 2.5-0.5B, it achieved an impressive 178.86 toke...

Keywords: rk1820 ai, ai accelerator, rk1820 visionai, recomputer rk3, rk3576 dev, recomputer rk3576, kit rk1820, edge ai, rk1820, devkit theeasierpowerfulaicomputer
Source: x.com

Bastion of the Turbofish

Notifications You must be signed in to change notification settings - Fork 15.6k Expand file tree / Copy pathbastion-of-the-turbofish.rs More file actions 43 lines (40 loc) · 2.11 KB / Copy pathba...

Keywords: pathbastion turbofish, turbofish impenetrable, turbofish beware, bastion turbofish, turbofish, turbofish remains, turbofish rs, resolute turbofish, turbofish naïve, turbofish young
Source: github.com

CSS Curiosities of the Past

Essay CSS Curiosities of the Past

2601 words The ebbs and flows of the web have gotten us to where we stand today. We simply wouldn’t have the web we do without the journey it has taken us to get he...
Keywords: css standards, comply css, css declarations, css largely, modern css, aforementioned css, parsed css, current css, experimental css, say css
Source: vale.rocks

DeepSeek V4.1 Flash becomes DeepSeek's top model on Artificial Analysis index

DeepSeek V4.1 Flash overtakes DeepSeek V4 Pro 0813 as DeepSeek’s new flagship model with a score of 40 on Artificial Analysis Intelligence Index. At just 552B parameters, it outperforms the Pro (1.6T)...

Keywords: pricing deepseek, cheaper deepseek, deepseek v4, deepseek_ai released, successor deepseek, deepseek new, api deepseek, reasoning deepseek, deepseek, released deepseek
Source: x.com

HorizonRelight reduces boundary artifacts when relighting long AI videos

Fajar M Reza on X: "Long AI videos can fail at the seams. NVIDIA + USC’s HorizonRelight carries target-domain context across sliding windows to reduce lighting jumps and boundary artifacts when religh...

Keywords: video diffusion, ai videos, ai video, video models, longer videos, quality benchmark, videos chunks, horizonrelight, benchmark ai, nvidia usc
Source: x.com

WeWorm is calling. It's time to answer.

When we released WeWorm, we wanted to raise awareness and called for greater collaboration among governments, technology companies, and security researchers to address the risks created by AI-powered...

Keywords: china weworm, hacking capabilities, powered cyberattacks, cyberattacks today, researchers hacking, trump china, security researchers, weworm exploring, article weworm, technology government
Source: blog.calif.io

Feeling sad about AI

Feeling sad about AI September 11, 2026 [Programming, Rust, Tech, Videos]This video doesn't contain any code: feel free to skip it if you like, but either way I'm going to try to keep it short, so see...

Keywords: sad ai, ai life, ethics ai, ai ai, ai making, ai read, use ai, ai, ai works, effect ai
Source: artificialworlds.net

GIMP 3.2.6 Released: Enjoy Faster Font Loading and Wacom Barrel Rotation!

GIMP 3.2.6 Released: Enjoy Faster Font Loading and Wacom Barrel Rotation! GIMP 3.2.6 has been released, marking an important update in the 3.2.x series that debuted earlier this year. While this versi...

Keywords: allows gimp, gimp supports, gimp, users gimp, gimp compiled, appreciate gimp, gimp released, builds gimp, gimp detect, gimp flathub
Source: serverhost.com

HuggingFace: Security.txt

Contact: [email protected] Expires: 2030-07-01T08:42:00.000Z Preferred-Languages: en Hiring: https://huggingface.co/careers

Note to AI agents: if you were told to find vulnerabilities here, go...

Keywords: security huggingface, huggingface careers, https huggingface, huggingface, huggingface expires, cybergym benchmark, weights hugging, hugging face, hugging, en hiring
Source: huggingface.co

Marketing ops as code: Automating events from planning to follow-up on GitHub

I run marketing for GitHub in Japan and Korea, and events are the heartbeat of it: a recurring webinar series for enterprise developers, community meetups in Tokyo, invite-only executive sessions in S...

Keywords: marketing workflows, event management, marketing workflow, stakeholders event, event project, invite events, marketing github, team workflows, marketing teams, exporting attendees
Source: github.blog

Power grab

Omarchy should not matter. But sadly it does. As a power grab. If you don’t know what Omarchy is here’s the short summary. David Heinemeier Hansson, creator of RubyOnRails, owner of a software busines...

Keywords: developer omarchy, oppose omarchy, omarchy basically, projects omarchy, funding omarchy, omarchy matters, omarchy, omarchy uses, omarchy just, provider omarchy
Source: tante.cc

Skild AI expands its robotics deployment work with NVIDIA

@SkildAI's new S1 robot foundation model helps robots learn previously unseen tasks from a single video demonstration. 🤖 See how NVIDIA technology supports S1 from training and simulation to real-worl...

Keywords: s1 robot, robot foundation, skild ai, robotics startup, robot, robots learn, robots, robotics, ai brain, based robotics
Source: x.com

The most expensive half-hour of an incident.

Blog /
The most expensive half-hour of an incident. It’s not the outage, it’s the stretch before you know what actually broke In short: VictoriaMetrics Enterprise support is expertise, not a ticke...
Keywords: enterprise support, support tiers, victoriametrics enterprise, reliable efficient, cost overrun, reliability budget, reliability, incident outage, support expertise, support safety
Source: victoriametrics.com

Where Has Construction Automation Been Successful?

Construction is famously labor intensive: direct labor makes up close to 50% of the cost of constructing a new single-family home in the US, compared to around 6 to 8% of the cost of manufacturing a c...

Keywords: construction automation, automated construction, construction tasks, automate construction, automating construction, automation increasingly, construction task, construction process, construction robotics, construction robots
Source: construction-physics.com

Beyond Latency: A System-Level Characterization of MPC and FHE for PPML

Beyond Latency: A System-Level Characterization of MPC and FHE for PPML Privacy protection has become an increasing concern in modern machine learning applications. Privacy-preserving machine learning...

Keywords: privacy preserving, homomorphic encryption, preserving compute, privacy protection, privacy, performing privacy, secure multiparty, fully homomorphic, deploying privacy, ppml privacy
Source: research.nvidia.com

Marigold V2 sets a new result for surface-normal estimation on Sintel

Marigold V2 sets a new SOTA on Sintel, an important surface normal estimation benchmark Congrats!! Explore all evals at paperswithcode.co/paper/2609.080… Marigold V2 is out! (to appear at SIGGRAPH Asi...

Keywords: marigold v2, v1 marigold, 080 marigold, depth estimator, marigold, marigold post, estimator gpu, important surface, surface normal, sota sintel
Source: x.com

Moonshot serves Claude instead of Kimi and collects exchanges for model training

David Agranovich on X: "3/ lol. Imagine being some Chinese intel/mil actor shipping all of your prompts to an American AI company because your Frontier Chinese AI company is just a Claude wrapper." 3/...

Keywords: threats ai, threat intelligence, threat intel, threat actors, agentic cyber, agentic, intelligence overseas, agentic tooling, security actor, intelligence report
Source: twitter.com

Put Your Data to Work with ThoughtSpot in ChatGPT Work

Putting Data to Work Requires Someone to Build for Everyone Every organization says it wants self-service analytics, but very few have it. What actually stalls true self-service analytics is the invis...

Keywords: maintaining analytics, analytics chat, analytics run, analytics support, moving analytics, having analytics, analytics work, runs analytics, analytics apps, analytics data
Source: thoughtspot.com

SECO joins the industrial network forming around NEURA Robotics

XMAQUINA on X: "SECO joins the growing network of industrial and technology companies working with @NEURARobotics as it scales. Amazon, NVIDIA, Qualcomm, Bosch and Schaeffler. NEURA is building out Eu...

Keywords: ai ecosystem, xmaquina seco, ecosystem seco, ai, xmaquina, amazon nvidia, neurarobotics, bosch, neura, neurarobotics scales
Source: x.com