AI’s next challenge is making powerful tools practical to run, secure, and maintain

AI’s next challenge is making powerful tools practical to run, secure, and maintain.

September 9’s developer news put infrastructure at the center of that effort. NVIDIA’s CUDA Toolkit 13.4 adds Windows on Arm support and greater control over shared GPUs, while its guidance on encode-prefill-decode disaggregation explores how separating vision processing from other inference stages can improve multimodal serving. Lightbits, meanwhile, positions its Inferra software around accelerating KV-cache operations and improving GPU utilization.

Control over AI deployment was another recurring theme. Red Hat outlined a local, open-source coding assistant, and Together AI examined the open-source AI stack. OpenRouter introduced US in-region routing alongside its existing EU option, giving teams another way to control where requests are handled. These developments point toward a wider range of choices over where models run and how applications access them.

Cloud and workflow tooling also advanced. ClickHouse announced a private preview of its managed Postgres service on Google Cloud. Temporal explored moving suitable workflows from dedicated workers to AWS Lambda and automating worker versioning with GitHub Actions. Both reflect the continuing work of adapting established systems to changing operational needs.

Security and verification remain essential companions to that progress. SafeDep’s analysis of the Deep-Live-Cam supply-chain attack and Unit 42’s investigation of malware hidden behind commodity infrastructure highlight risks beyond model behavior. Coverage of AI-assisted development also examined a growing delivery bottleneck: producing code faster can increase the burden on review and verification. Across these stories, the practical question is how to turn additional capability into dependable systems.

Featured Articles

CUDA Toolkit 13.4 Adds Windows on Arm Support and Greater Control over Shared GPUs

Every NVIDIA CUDA Toolkit release adds functionality and performance improvements that help developers get more from NVIDIA GPUs and the broader NVIDIA software platform. CUDA Toolkit 13.4 adds suppor...

Keywords: cuda toolkit, cuda applications, gpu cuda, gpus cuda, toolkit cuda, cuda core, applications cuda, cuda compute, using cuda, cuda apis
Source: developer.nvidia.com

Building a High-Frequency Desktop Dashboard With Rust, Tauri, and a Game Engine (Godot)

-5517fd7b58a6---4 crawled_date: 2026-09-09T16:47:31.649235+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 09 Sep 2026 16:09:41 GMT

Building a High-Frequency Desktop Dashboa...

Keywords: browser engine, browser bottlenecks, architecture browser, benchmark infrastructure, browser runtime, stack frameworks, desktop runtime, browser hardware, backend built, data orchestration
Source: levelup.gitconnected.com

From dedicated Workers to Serverless Workers: Migrating Temporal Workflows to AWS Lambda

If you run Temporal in production, you're probably running a fleet of long-lived Worker processes on Kubernetes or similar — well-proven, and still the right choice for steady, high-throughput workloa...

Keywords: lambda_worker temporal, aws lambda_worker, worker kubernetes, aws lambda, kubernetes serverless, temporal cloud, processes kubernetes, worker aws, serverless aws, temporal serverless
Source: temporal.io

Claude Code and Codex still search code like it’s 1975. That’s not an accident.

-5517fd7b58a6---4 crawled_date: 2026-09-09T17:47:53.182143+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 09 Sep 2026 16:52:43 GMT

Frontier AI: Claude Code and Codex Still...

Keywords: uses grep, explain grep, understands grep, grep discover, like grep, grep does, grep discovery, grep reveals, basically grep, grep remains
Source: levelup.gitconnected.com

P99 CONF Speaker Spotlight: Sam Rose

If you frequent Hacker News, you’ve probably seen Sam Rose’s work. He’s the mastermind behind “visual, interactive essays” that are educational, beautiful, and also just mesmerizing. Visit Sam’s site...

Keywords: linkedin, question linkedin, talking p99, fearless quantization, topic sam, latency engineering, chat sam, technical conference, interactive, code thought
Source: p99conf.io

Use a local and open source code assistant

There's a lot of excitement about AI coding assistants, but many of the available options either aren't open source, or don't respect your data privacy by sending what you're working on to the cloud f...

Keywords: opencode ai, opencode software, opencode computer, opencode provides, opencode project, use opencode, code assistant, integrate opencode, opencode, open assistant
Source: developers.redhat.com

When to Use Encode-Prefill-Decode Disaggregation to Accelerate Multimodal Model Serving

Encode-prefill-decode (EPD) disaggregation is an inference optimization technique for multimodal models that separates the vision encoder stage from the prefill and decode stages. It is most effective...

Keywords: encoder disaggregation, disaggregated encoder, disaggregating encoder, encode disaggregation, epd disaggregation, encoder disaggregated, encoding dynamo, encoder workload, epd encoder, dedicated encoder
Source: developer.nvidia.com

Rails 8 Guide: Features, Requirements and Upgrade Path (2026)

Rails 8.0 shipped November 7, 2024 and requires Ruby 3.2.0+. Headline features: a built-in authentication generator, Solid Queue/Cache/Cable (database-backed, no Redis), Kamal 2 + Thruster deployment,...

Keywords: newer rails, rails version, rails upgrade, upgrading rails, required_ruby_version, rails release, upgrade ruby, rails support, rails supported, ruby versions
Source: blog.appsignal.com

Factoring RSA 260

Factoring RSA-260 Over the past few weeks, the Cognition research team and I have been optimizing our job scheduler to better use disaggregated compute. As a proof of concept, and because I’ve enjoyed...

Keywords: factorization rsa, rsa 260, rsa factoring, 260 factors, factoring rsa, 260 factored, rsa 2048, factor rsa, rsa 1024, factoring 230
Source: cognition.com

Show HN: Self-hosted company OS, Claude Code and Codex agents in departments

OtoDock — Collaborative Agents The brains of your company, built on Claude Code & Codex, working on your Anthropic and OpenAI subscriptions. Docs · Install · Features · Discussions Self-hosted · Multi...

Keywords: server agents, use agent, collaborative agents, agents otodock, agent shared, agent work, agents work, agent usage, server agent, agents connect
Source: github.com

Automated Worker Versioning with GitHub Actions

Temporal Workflows are widely used to build resilient, long-running distributed applications that must finish successfully even if servers crash or networks fail. Common use cases include multi-step b...

Keywords: temporal workflows, temporal workflow, workflow determinism, version workflows, workflow versioning, versioning temporal, workflows gradual, workflows automated, temporal dev, workflows widely
Source: temporal.io

Understanding the Recent DDoS Attack Against Read the Docs

Which site best fits your project? Free for open-source software. Sign upPlans starting at $50/month. Sign upWhich site best fits your project? Free for open-source software. Sign upPlans starting at...

Keywords: ddos, minor ddos, ddos attacks, ddos attack, automated ddos, service ddos, 2026 ddos, denial service, ddos protection, attack distributed
Source: about.readthedocs.com

Everything Was Green. Nothing Was Deploying.

-5517fd7b58a6---4 crawled_date: 2026-09-09T16:47:31.649235+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 09 Sep 2026 16:10:05 GMT

Everything Was Green. Nothing Was Deployi...

Keywords: fail pod, eks platform, eks argocd, failure argocd, failure appears, rejected pod, eks merges, failures production, failure disappeared, architecture failure
Source: levelup.gitconnected.com

Claude Code: Empowering Your Terminal with AI in 2025

In today’s fast-paced software development landscape, coding tools need to be not only efficient but also smart enough to keep up with the demands of complex projects. Enter Claude Code, a revolutiona...

Keywords: code claude, terminal intelligence, code adeptness, code ai, code agentic, ai tools, developers rapidly, coding assistant, claude code, tool developers
Source: collabnix.com

The Open Source AI Stack

As the quality of open source models have bridged the gap with closed source models, a lot of developers and organizations are looking to move to open source models for more ownership, control and eco...

Keywords: open models, open model, models providers, models agentic, model approaches, opencode ai, models tools, models gateway, open source, agentic software
Source: together.ai

Inferra is Lightbits inferencing memory wall buster

AI/ML Inferra is Lightbits inferencing memory wall buster Lightbits says its Inferra software accelerates KV cache operations, breaking down the memory wall, and improving GPU utilization. High-perfor...

Keywords: kv cache, kv caching, cache kv, memory memory, memory, inferencing memory, value cache, performance cache, cache mechanism, mitigate memory
Source: blocksandfiles.com

Multimodal models need video. We froze time to give it to them

Multimodal models need video. We froze time to give it to them Contents Almost none of the session recordings we ingest are watched. The majority are stored, never opened, and expire without receiving...

Keywords: session recordings, recordings multimodal, replay session, session replay, replay vision, replay look, multimodal models, multimodal model, recent multimodal, recordings roughly
Source: posthog.com

Whose GPUs are these, anyway? Secure, self-service metrics for multi-tenant Kubernetes

The question that stopped the meeting It was a routine cost review. The slide showed the month’s GPU spend, the biggest line on the whole infrastructure bill, and someone asked a five-word question: “...

Keywords: gpus busy, paying gpus, tenant gpu, gpu spend, spending gpu, gpu infrastructure, existed gpu, infrastructure prometheus, couldn gpus, gpus effectively
Source: cncf.io

Deep-Live-Cam Supply Chain Attack: Technical Analysis

Deep-Live-Cam Supply Chain Attack: Technical Analysis On this page Summary On September 8, 2026, an attacker added a malicious source dependency to Deep-Live-Cam, a Python application for face swappin...

Keywords: malicious dependency, malicious package, malicious revision, malicious versions, github malware, malware supply, malicious source, incident github, malicious replacement, dependency changes
Source: safedep.io

Personalize your product's text-to-speech voice for any language: Fine-tuning with Kubeflow Trainer on Red Hat OpenShift AI

Can't Read, Won't Buy. That is the title CSA Research gave its survey of 8,709 consumers across 29 countries, and the numbers justify it: 76% prefer to buy in their own language, and 40% will never bu...

Keywords: audio turkish, turkish audio, speak turkish, text speech, speech text, model turkish, turkish using, speech recognition, speech model, turkish text
Source: developers.redhat.com

Introducing the Pinecone Documents API

Modeling anything beyond one vector per record has always meant bending your data to fit the index. Searchable text got flattened into a single field in a single sparse index, or dropped into metadata...

Keywords: index documents, documents index, index schema, document indexes, index metadata, search documents, vectors lucene, schema index, metadata index, documents search
Source: pinecone.io

One Month On Since the Hugging Face Hack, What Have We Learned About AI Threats and Autonomous Defense?

One Month On Since the Hugging Face Hack, What Have We Learned About AI Threats and Autonomous Defense? Last July an undisclosed AI agent from OpenAI, which was undergoing benchmark evaluation, escape...

Keywords: ai threats, ai threat, attackers ai, ai infiltrates, attack ai, ai attack, attack agent, ai agent, ai malicious, ai agents
Source: xint.io

We own the Glass

Last year, I used AI to help me write articles. As I've mentioned before, it's convenient when you are doing so because it saves you time. But the problem comes up when you try to quote those articles...

Keywords: write articles, quote articles, rewriting articles, ai, articles think, writing blog, procrastinating rewriting, idea skills, ai help, distracted creating
Source: idiallo.com

How to Capture System Audio for Meeting Recording

How to Capture System Audio for Meeting Recording Learn how to capture system audio for meeting recording with loopback devices, why it breaks at scale, and the managed bot-stream alternative. You wir...

Keywords: capture audio, capturing audio, captures audio, audio capture, audio session, meeting audio, audio recording, meeting recording, record audio, recording meeting
Source: meetstream.ai

NVIDIA Brings Real-Time AI to Broadcast, Sports and Global Streaming at IBC

At the IBC conference, running Sept. 11-14 in Amsterdam, the creative, technology and business communities are coming together to turn ideas into action and discuss innovations across the media and en...

Keywords: nvidia ai, nvidia sports, ai media, entertainment workflows, media nvidia, media ai, technologies nvidia, nvidia studio, nvidia technologies, video enterprise
Source: blogs.nvidia.com

Running the Zoom Meeting SDK in Docker

Running the Zoom Meeting SDK in Docker Learn how to run the Zoom Meeting SDK in Docker for meeting bots, the Linux audio and video pitfalls, and when a managed API is the better path. You have a worki...

Keywords: zoom meeting, zoom sdk, running zoom, docker meeting, runs zoom, container zoom, containers zoom, zoom api, containerization zoom, sdk docker
Source: meetstream.ai

AI Made A Lot Of "Hideous" Code But Found Major Bottlenecks For Faster Linux Compilation

AI Made A Lot Of "Hideous" Code But Found Major Bottlenecks For Faster Linux Compilation An ARM Linux engineer leveraged AI/LLMs to help uncover some improvements to "significant speed up" the Linux k...

Keywords: speeding kernel, kernel builds, faster kernel, faster linux, bottlenecks kernel, build time, kernel build, noop builds, patches, speed linux
Source: phoronix.com

Built for agents: Omarchy's pipeline moves to DigitalOcean

Omarchy is a keyboard-first Linux desktop built on Arch and Hyprland by David Heinemeier Hansson (DHH), and its production pipeline, packaging builds, PR review agents, and QA testing, now run on Digi...

Keywords: digitalocean agent, omarchy infrastructure, digitalocean omarchy, infrastructure digitalocean, digitalocean infrastructure, omarchy pipeline, omarchy agentic, run digitalocean, omarchy droplet, agent workloads
Source: digitalocean.com

Email, decoupled from where and how: A cross-runtime, cross-provider email library for JS & TS

Email, decoupled from where and how: A cross-runtime, cross-provider email library for JavaScript and TypeScript Table of contents There's already an answer to how you send email from Node.js. Node.js...

Keywords: js nodemailer, nodemailer, nodemailer great, nodemailer solid, email node, nodemailer smtp, nodemailer runs, smtp node, provider email, smtp implementation
Source: hackers.pub

Gate Your Terraform Plans: Rules Decide, the Model Explains

Gate Your Terraform Plans: Rules Decide, the Model Explains The summary line at the bottom of a Terraform plan carries very little. Plan: 3 to add, 1 to change, 1 to destroy. The one to destroy might...

Keywords: terraform plans, terraform plan, difference terraform, terraform resource, plan terraform, terraform json, values terraform, running terraform, terraform generated, terraform resolve
Source: devops-daily.com

.NET 10 in Azure: A Path Through Your Estate

-5517fd7b58a6---4 crawled_date: 2026-09-09T16:47:31.649235+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 09 Sep 2026 16:09:09 GMT

.NET 10 in Azure: A Path Through Your Est...

Keywords: migrating azure, migrate azure, today azure, 10 azure, version azure, new azure, azure environment, running azure, target azure, azure
Source: levelup.gitconnected.com

AI Has Turned Verification Into the New DevOps Bottleneck

TL;DR — Key Takeaways

AI is accelerating code generation faster than delivery systems can absorb it. Pull requests are getting larger, developers are handling more simultaneous work, and review capa...
Keywords: ai workload, does ai, ai generated, developers pull, larger developers, ai requires, ai adoption, ai, ai support, production faster
Source: devops.com

How cloud native goes AI native

“A sales guy writing code” used to be the lead-up to a joke. But now no one’s laughing. Designers used to sit meekly waiting for the high priests of code to make their designs real. Now they don’t wai...

Keywords: hosting toy, potential creators, coders builders, increasingly developers, coders professional, professional developers, built users, coders, built toys, citizen developers
Source: cncf.io

Kubernetes v1.37: Introducing Node Lifecycle Conditions

Kubernetes v1.37: Introducing Node Lifecycle Conditions Kubernetes has many ways to describe what is happening on a Node. Readiness, taints, Pod state, labels, annotations, and provider-specific APIs...

Keywords: shutdown kubernetes, conditions kubernetes, kubernetes determine, changes kubernetes, kubernetes v1, aware kubernetes, node maintenance, kubernetes mechanisms, kubernetes upgrade, kubernetes value
Source: kubernetes.io

Sloc Cloc and Code - Did I just get Buster Scrugged?

Treat Faster Tools as a Profile, Not an Insult I recently had this gracious github issue raised against scc related to another code counter mezura which has some impressive performance claims. Natural...

Keywords: linux benchmark, scc benchmark, benchmark scc, benchmark mezura, tool slower, runs benchmark, faster scc, overhead linux, strace scc, faster tools
Source: boyter.org

Announcing ClickHouse Managed Postgres on Google Cloud

TL;DR: ClickHouse Managed Postgres is now available in Private Preview on Google Cloud. It is the same fully managed, NVMe-backed Postgres service we launched on AWS earlier this year, with native CDC...

Keywords: gcp postgres, postgres gcp, cloud gcp, cloud postgres, google cloud, available gcp, runs gcp, clickhouse gcp, gcp service, gcp today
Source: clickhouse.com

How Airtel delivered its flawless Indian Premiere League 2026 cricket broadcasts

How Airtel delivered its flawless Indian Premiere League 2026 cricket broadcasts Hitesh Bhatia Assistant Vice President and Head of Engineering, Airtel Digital Anand Vijayan Senior Product Manager, Me...

Keywords: streaming cricket, ipl streaming, streaming ipl, streaming infrastructure, airtel ipl, airtel google, matches streaming, streaming strategy, cricket broadcasts, successful streaming
Source: cloud.google.com

In-Region Routing: Keep your data in the US or EU

In-Region Routing: Keep your data in the US or EU Cailee Moberg · Today we’re launching US In-Region Routing alongside the EU routing we shipped last October, to give you guaranteed control over where...

Keywords: eu openrouter, eu routing, routing eu, region openrouter, regional routing, region routing, openrouter region, region provider, region providers, api region
Source: openrouter.ai

Untracked Nightmares: The Threats Hiding Behind Commodity Infrastructure

Executive Summary A recent Unit 42 investigation into seemingly low-priority enterprise infections demonstrates how the most effective camouflage in cybercrime is not necessarily in the use of sophist...

Keywords: malware payloads, malware campaign, malware content, cybercrime campaign, malicious tools, numerous malware, malware bundles, massive cybercrime, malicious tool, revealed malware
Source: unit42.paloaltonetworks.com

Hackers Chain Chrome and Windows Zero-Days in New BlueMoon Exploit Kit Attacks

Multiple espionage-motivated threat actors have rapidly adopted a newly discovered exploit kit that chains Chrome browser and Microsoft Windows vulnerabilities to deploy backdoors and surveillance too...

Keywords: bluemoon exploits, bluemoon exploit, exploit kit, chrome vulnerabilities, browser exploit, exploit developer, exploits vulnerabilities, chromium v8, discovered exploit, bug v8
Source: cybersecuritynews.com

IBM releases SOTA Granite Time Series PatchTST-FM-r2 model with commercial-friendly license

IBM releases SOTA Granite Time Series PatchTST-FM-r2 model with commercial-friendly license Time-series foundation models are changing the way forecasting systems are built. Instead of training and ma...

Keywords: forecasting benchmark, models patchtst, granite timeseries, timeseries patchtst, forecasting models, datasets forecasting, forecasting systems, forecast 512, forecasting support, future forecast
Source: huggingface.co

Tailscale Kubernetes Operator 1.102: In-cluster Peer Relays, better IPv6, and optimized certificates

Over the past few months, we’ve chosen to tackle some of the most stubborn issues of the Tailscale Kubernetes Operator to improve performance, connectivity, and scale:

Cross-cluster connections bein...
Keywords: tailscale kubernetes, kubernetes clusters, peer relays, peerrelay kubernetes, peer relay, tailscale network, encrypt tailnet, relays clusters, defined kubernetes, tailscale peer
Source: tailscale.com

Desert Ant Labs: local, fast models that run on device

On-device intelligence for every product Today we're launching Desert Ant Labs, a European frontier AI lab building opinionated on-device intelligence. We believe the best path to efficient intelligen...

Keywords: device intelligence, faster audio, ios, device models, device approach, devices, native swift, app device, device building, audio
Source: desertant.com

I advertise malicious software on Google Ads

How I advertise malicious software on Google Ads A caller phones Radio Erywan. “Is it true that in Moscow, on Red Square, they give out cars?” “True. Not in Moscow, however, but in St. Petersburg. Not...

Keywords: advertise malicious, infrastructure javascript, manages terminals, malicious software, software compromised, alternative multiplexer, terminal multiplexer, manages terminal, google ads, multiplexer
Source: xlii.space

Introducing Checkpoint Requests

Background PowerSync partially syncs your source database to a local in-app SQLite database. Partial sync is defined by a Sync Config: a YAML configuration containing Sync Stream definitions with SQL-...

Keywords: checkpoints powersync, checkpoint powersync, powersync guarantees, consistency powersync, uses powersync, checkpoint syncs, powersync partially, client powersync, sync powersync, checkpoint sync
Source: powersync.com

Panmnesia and Meta take single chip, CXL-based view of AI datacenters

ARCHITECTURE Panmnesia and Meta take single chip, CXL-based view of AI datacenters Meta and CXL tech supplier Panmnesia say AI data centers need viewing as a single co-ordinated processing resource, n...

Keywords: ai datacenters, ai datacenter, datacenter architecture, datacenters accelerators, datacenters, ai infrastructure, datacenters meta, data centers, datacenter, dedicated hardware
Source: blocksandfiles.com

Planet Labs' Open Satellite Feed

Planet Labs is a 15-year-old, San Francisco-based satellite manufacturer and constellation operator. They operate or have operated four different constellations throughout their history and capture im...

Keywords: 97 satellites, pelican planetscope, pelican skysat, constellation pelican, pelican constellation, 11 satellite, orbit latest, constellations satellites, orbit pelican, satellites
Source: tech.marksblogg.com

(PR) HP Launches ZGX Fury AI Station Powered by NVIDIA GB300 Grace Blackwell and Red Hat

HP Inc. today announced a collaboration with Red Hat, the world's leading provider of open-source solutions, to give organizations more choice in where AI workloads run, whether locally, in the cloud...

Keywords: hp developing, ai infrastructure, ai platform, ai workloads, ai factory, built ai, nvidia, hp, nvidia integrated, hp today
Source: techpowerup.com

Versioning and Tracking Scikit-LLM Experiments

In this article, you will learn how to build, track, compare, and register scikit-learn pipelines that integrate large language models using Scikit-LLM and MLflow. Topics we will cover include:

How...
Keywords: versioning mlflow, library mlflow, learn pipelines, mlflow support, pipeline versioning, llm pipeline, execution mlflow, mlflow tracking, mlflow topics, model mlflow
Source: machinelearningmastery.com

Deploy NeMo Guardrails on Red Hat OpenShift AI

This is part 3 in a 3-part series on local guardrail development and evaluation. In the 1st article, I looked at how to design and develop a guardrail configuration on a local machine, and then tried...

Keywords: guardrails openshift, openshift cluster, guardrail configuration, configmap openshift, configured guardrails, guardrails configuration, openshift ai, guardrail configurations, deploy guardrail, local guardrail
Source: developers.redhat.com

Rust’s First Debugging Survey Shows Most Developers Skip the Debugger Entirely

TL;DR — Key Takeaways

Only 46% of surveyed Rust developers use a debugger, with print statements and the dbg! macro remaining the dominant troubleshooting approach. - Debugger usability is the real...
Keywords: rust debugging, debuggers rust, rust debug, debugger rust, debugging rust, rust compiler, rust developers, debugger overall, debugger developers, debugger usability
Source: devops.com

Build a Hello World Voice Agent for Live Meetings

Build a Hello World Voice Agent for Live Meetings Learn how to send a hosted MeetStream Infrastructure Agent into a Zoom, Google Meet, or Microsoft Teams call and make it speak back when addressed. Co...

Keywords: meeting automations, agent meeting, hosted voice, live meetings, agent meetstream, meeting voice, meeting bot, interactive meeting, chat agent, voice agent
Source: meetstream.ai

Full-Text Search is Now Generally Available In Pinecone Database

If you run search, recommendations, RAG, or agents, the queries hitting your retrieval system come in more than one kind. Semantic search was built for when you need to search by meaning. The embeddin...

Keywords: search semantic, semantic search, queries embeddings, query embeddings, results semantic, search meaning, example searching, retrieval skus, phrase queries, lexical search
Source: pinecone.io

Giving robots 3D vision without depth sensors

Giving robots better 3D perception Robots are becoming increasingly capable of learning manipulation skills directly from images. Most robot policies still rely on monocular cameras, though, which str...

Keywords: robots 3d, tasks stereopolicy, 3d understanding, perception robots, task stereopolicy, 3d perception, robotics, capturing 3d, perception stereopolicy, explicit 3d
Source: lambda.ai

GPT-6 Astra, Looped Transformers, and Hidden Reasoning

A lot has happened in the last few weeks. I am sure that OpenAI’s GPT-6 Astra is top of mind for everyone right now. In particular, thoughts on its performance, the looped transformer/recurrent depth...

Keywords: gpt astra, astra thoughts, astra reasoning, astra achieves, improved astra, gpt openai, performance astra, astra impressions, astra really, openai gpt
Source: magazine.sebastianraschka.com

Evaluation-First AI Agents: How Zepto Scales Customer Support on Databricks and MLflow

How Zepto uses Databricks and MLflow to build evaluation-first AI agents that manage 80%+ of support tickets, cut support costs by 65%, and deliver payback in under one month Zepto is one of India's f...

Keywords: agent performance, build agents, agents manage, customers zepto, agents quickly, agents databricks, agent production, agents reliable, developing agents, agents evaluated
Source: databricks.com

Introducing Consort: Test-driven development on a branching database

An open-source agentic framework, built by Databricks Field Engineering, for test-driven development on a real branching database. For 25 years I built software on the practices I grew up with: Kent B...

Keywords: lakebase postgres, lakebase branching, lakebase branches, database branch, branching database, git lakebase, branching development, lakebase, infrastructure branching, branch database
Source: databricks.com

LongDS-Bench Tests Where Long-Horizon Data-Analysis Agents Fail

LongDS is evolving: LongDS v1.1 is now live! 🚀 GPT-6 Astra vs. Claude Fable 5.1—on long-horizon data analysis. 👀 Website: zjunlp.github.io/DataMind/ 🎉 Our paper, “LongDS-Bench: On the Failure of Long-...

Keywords: evaluation longds, longds evaluates, longds challenging, longds v1, update longds, longds evolving, longds, challenging longds, longds provides, benchmark refinements
Source: x.com

NVIDIA 615.71.09 Linux Driver Released With Vulkan Improvements

NVIDIA 615.71.09 Linux Driver Released With Vulkan Improvements NVIDIA today debuted the 615.71.09 Linux driver that comes with a number of improvements, especially from the Vulkan API perspective. NV...

Keywords: vulkan improvements, latency vulkan, various vulkan, vulkan native, vulkan driver, vulkan library, vulkan extension, vulkan, vulkan api, especially vulkan
Source: phoronix.com

How Load Balancers Actually Distribute Traffic

When your application runs on multiple servers, you need a way to distribute incoming requests across them. That’s where a load balancer comes in. But how does the load balancer decide which server sh...

Keywords: load balancing, load balancers, balancing algorithms, balancing algorithm, load balancer, servers round, balancer distributes, balancing, server round, multiple servers
Source: blog.algomaster.io

Open-source 3D anatomy explorer: 2,234 selectable BodyParts3D meshes, system layers, search, and exploded views

An interactive 3D anatomy explorer built with React, Three.js, and shadcn/ui. Take the BodyParts3D adult male reference apart into 2,234 individually selectable meshes, explore 15 anatomical systems,...

Keywords: 3d anatomy, assembled anatomy, anatomy mjs, search anatomical, uses bodyparts3d, anatomy search, expose anatomy, optimize anatomy, official bodyparts3d, bodyparts3d adult
Source: github.com

What is a Cloud Management Platform?

What is a Cloud Management Platform? A cloud management platform (CMP) is part of a larger cloud fabric orchestration strategy that typically helps enterprise IT control and manage the consumption of...

Keywords: cloud management, cloud services, cloud computing, management platform, cloud environment, deliver cloud, platform cloud, consumption cloud, cloud resources, inventory cloud
Source: cloudbolt.io

A “proof” of Fermat’s Last Theorem that fits the margin

A “proof” of Fermat’s Last Theorem that fits the margin Fermat famously claimed to have a “truly marvelous proof” of his Last Theorem, but he never wrote it down, insisting the margin of his page was...

Keywords: fermat intended, lean proof, proof lean, fermat theorem, provers fermat, clearly fermat, proof fermat, fermat famously, margin fermat, formalization fermat
Source: blog.trailofbits.com

AI made you faster. It didn’t make you better.

One point four million real workplace conversations with AI were analysed last year. About 5% of people were using it in ways that improved the quality of their work. The “Are you using AI?” conversat...

Keywords: ai conversation, ai use, ai read, ai vs, ai chat, engage ai, conversations ai, use ai, speak ai, ai work
Source: atlassian.com

Android Security Update September 2026 – Fix for Critical Flaws that Enable RCE Attacks

Google released the Android Security Bulletin for September 2026, addressing several critical vulnerabilities that could let attackers execute code remotely on affected devices. The update, published...

Keywords: android security, compromise android, android releases, vulnerable device, released android, careful android, security patch, security update, affect android, android
Source: cybersecuritynews.com

Better AI code comment detector

Better AI code comment detector When I trained the previous ai comment classifier, I used partially personal private data to do it, and built it on a somewhat shaky foundation, so I couldn’t share the...

Keywords: comment classifier, comment detector, comments classifier, robot comments, ai comment, comment classification, robots classifier, human comments, comments results, classifier learns
Source: entropicthoughts.com

BleachBit 6.0.4 offers faster scanning, improves Linux cleaners

A new version of BleachBit, an open-source system cleaning tool, is out. BleachBit 6.0.4 brings everything I mentioned in my spot on the BleachBit 6.0.4 beta release, including macOS support for the f...

Keywords: browser bleachbit, bleachbit browser, download bleachbit, version bleachbit, tool bleachbit, bleachbit brings, changes bleachbit, bleachbit official, neat bleachbit, bleachbit
Source: omgubuntu.co.uk

Horizontal scaling for Databricks Apps will soon be available for workspaces with the compliance security profile enabled

What's coming? Learn about features and behavioral changes in upcoming Databricks releases. Horizontal scaling for Databricks Apps will soon be available for workspaces with the compliance security pr...

Keywords: scaling databricks, cloud databricks, pipelines apps, apps databricks, lakebase autoscaling, upcoming databricks, databricks plans, databricks apps, engine databricks, autoscaling databricks
Source: docs.databricks.com

Where Teams Actually Use Vibe Coding: Tools and Applications

For decades, building software demanded deep expertise in syntax, manual testing, and strict adherence to the Software Development Life Cycle (SDLC). From planning and system design through to source...

Keywords: vibe coding, using vibe, definition vibe, process vibe, vibe, tools vibe, code exploration, coding developers, coding tools, building software
Source: technotalkative.com

20 DevOps Skills You Should Learn in 2026

-35e7a49c6df5---4 crawled_date: 2026-09-09T09:46:01.692880+00:00 feed_url: https://aws.plainenglish.io/feed published: Wed, 09 Sep 2026 09:03:12 GMT

20 DevOps Skills You Should Learn in 2026 A si...

Keywords: devops skills, devops skill, learning devops, 2026 devops, devops roadmaps, useful devops, devops tools, important devops, devops engineer, devops guidance
Source: aws.plainenglish.io

Advanced AgentCore Patterns: Harnesses, Human-in-the-Loop, and Container Agents

-35e7a49c6df5---4 crawled_date: 2026-09-09T01:43:44.736092+00:00 feed_url: https://aws.plainenglish.io/feed published: Wed, 09 Sep 2026 01:23:45 GMT

Advanced AgentCore Patterns: Harnesses, Human-...

Keywords: agent tool, agent workbench, agents agents, agent works, agents build, agent definition, engineering agentcore, agent frameworks, single agent, multi agent
Source: aws.plainenglish.io

The scheduler that starts 7 of your 8 GPU pods, then bills you for all 8

A distributed training job asks for eight GPU pods. Seven schedule within seconds. The eighth sits in Pending - one node short of capacity somewhere in the cluster - and stays there. Nothing crashes....

Keywords: schedule pods, kubernetes scheduler, pods scheduled, scheduler pod, running pods, pods running, pod scheduled, kubernetes, waitforpodsready cluster, project kubernetes
Source: podostack.com

A decade of rustls

A Decade of Rustls 2026-09-08 — Joe Birr-Pixton This year marks ten years of Rustls. In this post, we reflect on a decade of the project: where it started, how it has grown, and where it's heading nex...

Keywords: rustls development, rustconf 2026, support rustls, rustls 2026, rustls platform, rustconf, main rustls, rustls, years rustls, rustls post
Source: rustls.dev

Code mode: Why your agent should code

Most conversations about agents center on coding. Whether you use an agent to build software or just clean up a spreadsheet, agents’ ability to write code has unlocked a vast set of capabilities. Codi...

Keywords: coding agents, agents code, agents write, build agents, agents use, agents useful, agent uses, agent write, agents work, agent writes
Source: arize.com

Iteratively Tuning hipBLASLt TensileLite Kernels: A Smaller Search, a Faster Kernel

Iteratively Tuning hipBLASLt TensileLite Kernels: A Smaller Search, a Faster Kernel# A TensileLite run can only return a kernel its configuration’s search space can express. That sounds like a technic...

Keywords: tuning hipblaslt, iteratively tuning, tuning grid, parameters tuned, tuned kernel, tensilelite kernels, iterative search, optimizer, tuning floor, optimizer free
Source: rocm.blogs.amd.com

Brilliant paper by NVIDIA. they found a way to make KV cache transferable between models. the target model skips prefill entirely, and the conversion runs 2.7 to 25x faster than processing the context...

Keywords: kv caching, kv cache, model cache, cache representation, cache transferable, cache transferring, caching, cache stable, prefix cache, cache
Source: x.com

A Design Space Exploration of Async/Await

Many programming languages now provide the async /await keywords for expressing concurrency. The design rationale is pretty consistent: to make concurrent programs look more like straight-line code (s...

Keywords: async semantics, language async, asynchrony opposed, async await, different async, modern async, asynchronous programs, async design, functions async, asynchronous
Source: cel.cs.brown.edu

AWS Lattice vs Gloo Mesh: The AWS App Mesh Migration Guide | Solo.io

AWS App Mesh is on a clock: AWS will discontinue support on September 30, 2026. For most teams, that date isn’t the real deadline—the real deadline is when your next platform upgrade, org-wide securit...

Keywords: design aws, aws app, aws later, migrating aws, aws specific, aws replacement, aws native, aws migration, different aws, depends aws
Source: solo.io

PyTorch Conference 2026 Comes to San Jose October 20–21

PyTorch Conference 2026 Step into the Future of AI at PyTorch Conference North America 2026 Join us in San Jose, CA, October 20-21 for PyTorch Conference North America 2026. Hosted by the PyTorch Foun...

Keywords: pytorch conference, ai pytorch, hosted pytorch, ai community, pytorch foundation, pytorch, like pytorch, pytorch vllm, comes pytorchcon, ai stack
Source: pytorch.org

Writing Databricks Parquet That VertiPaq Likes

This post, the repo and every number in it are personal opinion. Nothing here is a Fabric position, benchmark or recommendation. My colleague Eiki published a post on Microsoft’s white paper on Power...

Keywords: optimizing parquet, benchmarks lakehouse, reads parquet, parquet vertipaq, parquet concepts, reading parquet, writing parquet, better parquet, parquet_layout_vertipaq_spark configuration, contract benchmarks
Source: datamonkeysite.com

Daily Reading List – September 9, 2026 (#863)

It was a good day, and tomorrow I’m jetting up to Sunnyvale for some fun meetings at Cloud HQ. It’s easy to get caught up in everything changing all around us, but I remind myself to enjoy the present...

Keywords: agents code, coding agents, servers agent, agent kit, agents, agent, ai agent, cloud hq, agent built, ai agents
Source: seroter.com

Hackers Use Fake LinkedIn Job Offers to Infect Developers With New Cross-Platform RATs

Software developers are being targeted with fake job offers that turn routine coding tests into a path for remote access malware. The campaign uses recruiter personas on LinkedIn and other employment...

Keywords: hackers use, hackers, malware campaign, malicious archives, stakes hackers, malicious npm, create malicious, fake linkedin, access trojans, trojans work
Source: cybersecuritynews.com

How GPT‑5.6 Sol helps run quantum computing experiments

How GPT‑5.6 Sol helps run quantum computing experiments Connecting GPT‑5.6 Sol to laboratory software to run and refine routine measurements on quantum chips freed Beatriz Yankelevich to focus on expe...

Keywords: quantum processors, qubit experiments, processors quantum, quantum computing, quantum chips, engineering quantum, qubits perform, run quantum, qubits preparing, running qubit
Source: openai.com

Open MPhil/Part II student projects for 2026-2027

I've refreshed my project ideas for incoming CST Part II and MPhil students who are starting in October 2026 (term's starting soon!). As ever, these aren't an exhaustive list but a good starting point...

Keywords: computing projects, projects want, project ideas, projects, open projects, planetary computing, ideas incoming, project comes, fields projects, brainstorming
Source: anil.recoil.org

Remediating Windows vulnerabilities with a single tool

Recent Articles Rustbot, the macOS malware used in the latest Rust Supply Chain Attack On August 20, 2026, attackers published malicious versions of three widely used Rust packages to crates.io, the o...

Keywords: vulnerabilities macos, macos malware, rustbot macos, rust packages, rust package, latest rust, interesting macos, official rust, malware used, rustbot
Source: iru.com

YSERVER 1.5 Released With Reverse PRIME Support & Other New Features

YSERVER 1.5 Released With Reverse PRIME Support & Other New Features Announced a few months back was YSERVER as a modern X11 server written in the Rust programming language. In getting the project off...

Keywords: yserver support, x11 server, yserver release, release yserver, yserver released, fps yserver, yserver plumbing, x11 rust, yserver applies, notable yserver
Source: phoronix.com

A Bank-Issued Stablecoin Moves Real Money on Stellar

Ecosystem A Bank-Issued Stablecoin Moves Real Money on Stellar Author Stellar Development Foundation Publishing date Last November, U.S. Bank announced it was testing custom stablecoin issuance on the...

Keywords: bank stellar, stablecoin issuance, usbdc bank, bank uses, backed stablecoin, issued stablecoin, regulated money, stablecoins, bank proprietary, bank
Source: stellar.org

Agent of the Day – September 9, 2026

Agent of the Day – September 9, 2026 Coverage reports are easy to generate and easy to ignore. Somewhere in every large Go codebase there’s a pile of small, deterministic functions — string parsers, f...

Keywords: agent day, day agent, agenticworkflows, agent doing, agent, runs agenticworkflows, purelock agentic, agents, ai agent, agent makes
Source: github.github.com

I can’t keep track of the AI stack anymore

Years ago, I spent a lot of my time covering marketing technology — everything from customer relationship management software like Salesforce to email tools, data analytics and programmatic advertisin...

Keywords: ai companies, ai roughly, ai ecosystem, ai ultimately, ai, deploy ai, marketing technology, technology stack, underneath ai, ai turns
Source: groundlevel-ai.com

Procedural Graphs: Self-Evolving Execution Structures for LLM Agents

Procedural Graphs: Self-Evolving Execution Structures for LLM Agents Yuxing Lu, Yicheng Chen, Shanchan Wu and Sercan Arik at Google, with Georgia Tech and Peking University, introduce the Procedural G...

Keywords: procedural knowledge, evolving execution, procedural graphs, guidance agent, organizes procedural, situational guidance, agents plan, execution structures, procedural, introduce procedural
Source: academy.dair.ai

Why we should anthropomorphize AI agents

Why we should anthropomorphize AI agents Just over a year ago I wrote Why we should anthropomorphize LLMs. Now it’s a hot topic again, driven by Dwarkesh Patel’s description of OpenAI’s recent swarm b...

Keywords: anthropomorphize ai, agent ais, ai agent, ai agents, ais human, sacrificing ai, treating ais, describes ai, saying ai, ai civilizations
Source: seangoedecke.com

27.5KB language-agnostic WebGPU syntax highlighter

27.5KB language-agnostic1 WebGPU syntax highlighter import { highlight } from 'gpu-lexer' const spans = await highlight('source code') // { // type: 'plain' | 'comment' | 'string' | 'number' | 'keywor...

Keywords: webgpu syntax, syntax highlighter, syntax training, webgpu model, webgpu, tiny webgpu, agnostic1 webgpu, gpu lexer, language syntax, highlight gpu
Source: gpu-lexer.vercel.app

CloudBolt MCP demo: Self-service provisioning through AI with CloudBolt MCP

Videos, demos, webinars CloudBolt MCP demo: Self-service provisioning through AI with CloudBolt MCP See how CloudBolt MCP connects the language models and AI tools you already use directly to your inf...

Keywords: ai cloudbolt, deployment cloudbolt, webinars cloudbolt, demo cloudbolt, mcp cloudbolt, cloudbolt mcp, cloudbolt, provision infrastructure, cloud infrastructure, interface cloud
Source: cloudbolt.io

Material and Cupertino decoupling are here

Material and Cupertino decoupling are here Why moving Material and Cupertino out of core Flutter accelerates fixes and development of new features Flutter has always been a "batteries included" framew...

Keywords: flutter cupertino, flutter material, developers flutter, cupertino flutter, flutter batteries, flutter internals, flutter developers, libraries flutter, flutter implementations, necessitate flutter
Source: flutter.dev

SK hynix Charts Its Business and Technology Direction at the 2026 Future Forum—”Now Is the Golden Time to Leap Forward”

On September 8, SK hynix held the 2026 SK hynix Future Forum (Future Forum) at the SUPEX Center on its Icheon Campus under the theme, “The Golden Time of the AI Era: The Moment AI Memory Solution Crea...

Keywords: hynix future, ai era, future ai, insights ai, prepare ai, ai remember, changes ai, ai changing, advancement ai, prospects ai
Source: news.skhynix.com

GPT-6 Astra: The next generation in intelligence for work

GPT‑6 Astra: The next generation in intelligence for work Our most capable model, built for all the work businesses need to get done. Last week we introduced GPT‑6 Astra, the world’s most intelligent...

Keywords: gpt astra, astra gpt, astra developer, task astra, businesses ai, astra work, applications astra, astra chatgpt, api astra, alongside astra
Source: openai.com

GPT-6 Astra vs. Fable 5.1 under a neutral Code quality panel | VulcanBench-SWE v4

September 9, 2026 · 230 runs rescored · Code quality protocol v3.4 GPT-6 Astra vs. Fable 5.1 under a neutral Code quality panel 230 runs from the September 2026 effort sweep, 23 tasks at five effort l...

Keywords: quality scores, quality measures, code quality, score benchmark, effort levels, automated quality, judged code, score judged, model scored, reviewed score
Source: vulcanbench.com

Meet the Faculty: Todd Gureckis

---2 crawled_date: 2026-09-09T15:47:18.808312+00:00 feed_url: https://nyudatascience.medium.com/feed published: Wed, 09 Sep 2026 15:32:16 GMT

Meet the Faculty: Todd Gureckis This entry is part of...

Keywords: faculty gureckis, cds faculty, science gureckis, mind tools, science computer, psychology cds, gureckis entry, gureckis joins, todd gureckis, faculty cds
Source: nyudatascience.medium.com

Show HN: Geiger – See every AI agent on your machine and what it can touch

A Geiger counter for AI agents. One read-only command that inventories every AI agent, harness, MCP server, plugin, and AI extension on a machine — and tells you, in plain language, what each one can...

Keywords: agents machine, ai agent, agents installed, ai agents, code agent, agent exe, agent harness, agent executes, agents read, agent
Source: github.com

Connections: managed credentials and per-caller identity for Managed Deep Agents

Key Takeaways

Keep credentials out of your project. A connection lives in your LangSmith workspace, not in .env and not in the build. Rotate or revoke it without touching code or redeploying. - Give...
Keywords: agents connections, allowing agent, agent requests, user agent, grant agent, connection owner, capabilities agent, deployed agent, oauth plumbing, agent automatically
Source: langchain.com

DAI 2026 Brings Distributed Artificial Intelligence to Hong Kong

Publication Update · Research & Industry Tracks Only · 29 Jul 2026 Important note to authors about ACM’s new open access publishing model Scope: This notice applies only to papers accepted to the DAI...

Keywords: article acm, publications icps, icps publishing, authors acm, information acm, acm open, apc publish, acm introduced, acm org, acm website
Source: adai.ai

Monitoring Microsoft Fabric Capacity Usage with Operation Events

Monitoring Microsoft Fabric Capacity Usage with Operation Events In this blog post, I will show you how to set up Fabric Capacity operation events. You can find more information here: https://learn.mi...

Keywords: fabric events, microsoft fabric, fabric capacity, events consumed, eventstream capacity, using fabric, explore fabric, usage consumption, monitoring microsoft, set fabric
Source: fourmoo.com

Vintage scientific papers with LaTeX

Twenty small examples show independent mechanisms behind a convincing old-scientific-paper aesthetic. Each file is deliberately standalone: copy one, compile it, and remove individual effects to see w...

Keywords: examples tex, latex examples, paper tex, fiziko examples, paper reproduction, tex pages, latex pages, fiziko example, pure latex, page tex
Source: github.com

We Accidentally Built a Synthetic Cell Factory

We started b.next as a few academics looking to solve the problem of interoperability and integration in synthetic cell research, and help our community realize the potential of synthetic cells. Over...

Keywords: synthetic cells, synthetic cell, cell engineering, cell technologies, building cells, cell manufacturing, cells built, build cells, challenges synthetic, build cell
Source: bnext.bio

Why Emacs Consult async searches feel slow and how to speed them up

The consult Emacs package provides asynchronous search commands such as consult-fd , consult-find , consult-grep , consult-git-grep , and consult-ripgrep . For these commands, Consult does not necessa...

Keywords: asynchronous searches, consult async, asynchronous search, consult waits, delay counsel, results asynchronous, asynchronous results, debounce delay, frequently asynchronous, aggressive asynchronous
Source: jamescherti.com

GNU Radio in the Browser

A GNU Radio Companion-style flowgraph editor and runtime that runs entirely in a browser tab. The GNU Radio DSP stack and the Qt GUI sinks are compiled to WebAssembly, so you can build a software-defi...

Keywords: gnu radio, radio flowgraph, flowgraph editor, flowgraph, native gnu, radio companion, radio dsp, gnu, example flowgraphs, flowgraph press
Source: gnuradioworld.com

Malicious Chrome and Firefox Extensions Steal Crypto Traders’ Session and Wallet Data

Malicious Chrome and Firefox Extensions Steal Crypto Traders’ Session and Wallet Data Malicious Chrome and Firefox extensions target Axiom Trade and Padre users, stealing session tokens and wallet dat...

Keywords: malicious firefox, malicious extensions, mozilla security, extensions malicious, malicious extension, malicious chrome, browser tokens, browser extensions, malicious browser, vreo firefox
Source: socket.dev

New Model Available: GPT-Image-2.5-Flare

GPT Image 2.5 Flare is an image generation and editing model from OpenAI, positioned as the speed-oriented tier of the GPT Image 2.5 series. It is suited to high-volume everyday generation, creator co...

Keywords: gpt image, models openai, model openai, ai gateway, gpt, image flare, openai, throughput live, flare image, provider throughput
Source: zenmux.ai

The Reflexes Machine turns a reaction game into an interactive experience

The Reflexes Machine turns a reaction game into an interactive experience What happens when you combine a little imagination with a powerful dual-brain board and a handful of building-block sensors? I...

Keywords: reflexes machine, interactive devices, board reflexes, play reflexes, interactive experience, vision interactive, game interactive, makes reflexes, reaction game, reflexes
Source: blog.arduino.cc

What will our economic future look like?

What will our economic future look like? We don’t know yet how AI will reshape the economy. Will it lead to unprecedented growth? Widespread unemployment? Neither, or something else? How can we tell?...

Keywords: ai economy, economy ai, ai macroeconomic, economy future, economy 2030, future economy, 2026 economic, economic future, ai productivity, economy likely
Source: anthropic.com

[email protected]

[email protected] Patch Changes

623fe85: Remove the extra vertical space at the bottom of code blocks. The scrolling code element carries a small bottom inset so a horizontal scrollbar thumb stays off the...

Keywords: scrollbar gap, blocks scrolling, scrollbar, edges scrollbar, blume patch, mobile toolbar, referenceerror rafthrottle, toolbar collapse, scrolling code, scrollbar thumb
Source: useblume.dev

LingBot-World 2.0 Generates Interactive Worlds That Continue Evolving for Hours

🌍 What if an AI-generated world didn’t end after a few seconds—but kept running for hours, responded to every move, let you attack, cast spells, shoot, or summon storms, and continued evolving through...

Keywords: lingbot world, models lingbot, agents lingbot, bidirectional lingbot, lingbot, ai agents, 3b lingbot, ai generated, interactive world, real time
Source: x.com

software for humans

software for humans Tired of AI slop? clankerfree is a resource that indexes projects that the authors self-certify as not containing or utilizing generative AI or LLM technology. clankerfree software...

Keywords: projects clankerfree, project clankerfree, clankerfree resource, technology clankerfree, clankerfree activitypub, clankerfree software, clankerfree use, software authored, tag clankerfree, clankerfree
Source: clankerfree.org

AI Engineer Shanghai 2026 Runs November 5–6

Track A — Open Source Models & AI Infra The main track and main-stage story. Covers open models, inference engines, local deployment, platform APIs, evals, tooling, and production reliability. Where C...

Keywords: ai engineer, ai china, china ai, ai frontier, engineers china, ai companies, ai developer, ai labs, ai researchers, engineer shanghai
Source: ai.engineer

Beyond Prompts Measures and Optimizes the Tool Harness Around Fixed Language Models

Beyond Prompts: Measuring and Optimizing LLM Tool-Agent Harnesses — new paper (arXiv, 4 Sep 2026; accepted EMNLP 2026). arxiv.org/abs/2609.05736 Treats harness optimization around a fixed model as bud...

Keywords: unconstrained middleware, constrain middleware, middleware tool, makes middleware, middleware, harness optimization, middleware safely, harness reliability, middleware bh, policy middleware
Source: x.com

Fully Autonomous Excavators Deployed on Active Job Sites

With every form of infrastructure in the United States, there is construction. Building anything requires moving tons of dirt. In comes the excavator, a staple to almost any construction site. Bedrock...

Keywords: shortage robotics, autonomous excavators, bedrock robotics, robotics making, autonomous worker, autonomous equipment, excavators dirt, robotics stated, crews excavators, robotics company
Source: tomorrowsworldtoday.com

I Don’t Want to Interact With Stochastic Parrots

I Don’t Want to Interact With Stochastic Parrots by Ploum on 2026-09-09 My AI policy is "I don’t want any kind of interaction with that thing." And this should be all you need to know. I don’t care if...

Keywords: ai chatbots, stochastic parrots, ai policy, don interact, chatbots actively, chatbots, ai generated, use ai, chatbots llms, interact humans
Source: ploum.net

Paul Christiano joins OpenAI Foundation Board

Paul Christiano joins OpenAI Foundation Board Paul Christiano will also join the Foundation’s Safety and Security Committee. We’re announcing the appointment of Paul Christiano to the OpenAI Foundatio...

Keywords: openai foundation, foundation openai, openai governance, established openai, research openai, practices openai, framework openai, national security, openai, openai including
Source: openai.com

The AI policy window is open. We need to act.

Chris Lehane argues that stronger AI capabilities require stronger safety evidence, shared standards, and durable policy action while the policy window remains open.

Keywords: ai capabilities, stronger ai, stronger safety, durable policy, ai, capabilities, safety evidence, policy window, lehane argues, require stronger
Source: openai.com

Bulk AbuseIPDB reporting using command-line tools

Some botnet is scraping my local Gitea instance by requesting every single URL possible. Even the same table is queried in every variation possible: sorted ascending, sorted descending, sorted by seco...

Keywords: botnet scraping, scraping random, http scraping, abuseipdb csv, ddos attack, botnet, ddos, scraping, report ip, api abuseipdb
Source: blog.mbirth.uk

Defining AI Psychosis. Part 2: "Prolific AI Psychosis"

Last week, I suggested that the term AI psychosis is applied to at least three different situations:

Genuine psychotic experiences related to LLM use, a phenomenon I described as “true AI psychosis...

Keywords: ai psychosis, existing psychosis, psychosis prolific, psychosis means, psychosis hyperengagement, psychosis generally, psychosis consider, psychosis new, psychosis, psychosis occurs
Source: jeffs.blog

IndoML 2026 Meets in Kolkata December 18–20

IIT Kharagpur Platinum Jubilee Symposium on Machine Learning Special Theme: Responsible AI in the Age of InnovationIIT Kharagpur, with Heritage Institute of Technology, Kolkata as the Knowledge Partne...

Keywords: innovationiit kharagpur, kharagpur research, kharagpur symposium, iit kharagpur, technology kolkata, ml research, indian symposium, ai researchers, kharagpur kolkata, kolkata knowledge
Source: indoml.in