AI’s next battleground is operational: making powerful systems cheaper, faster and reliable enough to trust.

September 10’s coverage puts infrastructure economics at the center. Together announced a public preview of preemptible GPU compute at half the price, targeting workloads that can tolerate interruption. NVIDIA highlighted NIM optimizations claiming 2.5 times more concurrent users on Nemotron 3 Ultra, while work on MiniMax M3 for AMD accelerators and tiered KV cache offloading in vLLM tackled inference bottlenecks. BioNeMo’s focus on proteome-scale structure prediction underscored why throughput increasingly matters alongside model capability.

Coding agents face a similar transition from impressive demonstrations to dependable workflows. The Agents API announcement and “Stop Babysitting Your Coding Agents” emphasized the surrounding harness—the tools and controls that help agents complete sustained work. Cognition positioned SWE-2 around capability and cost, while coverage of systemd and NetworkManager raised a harder question: can maintainers tell whether contributors understand the patches they submit?

That concern extends into security and resilience. Research on SPIFFE/SPIRE examined identity misuse after attackers gain root access to a Kubernetes node. Reproducible disaster-recovery scenarios highlighted the gap between possessing backups and successfully restoring service, while Anthropic reported disrupting malicious uses of Claude.

Meanwhile, developers are reconsidering foundational choices. Microsoft’s embrace of Rust as a tier-one language, Shopify’s move back toward native mobile development, and explorations of life beyond Git signal continued reassessment of established tools. The PyTorch gathering in Shanghai provided a community backdrop to these shifts.

Across the day’s stories, a common priority emerged: progress depends on the engineering around AI as much as the models themselves—from compute costs and data pipelines to recovery, security and human accountability.

Featured Articles

PyTorch Conference China 2026: Advancing the Open Source AI Stack

PyTorch Conference China 2026 brought the PyTorch community together in Shanghai on September 8–9 alongside KubeCon + CloudNativeCon and OpenInfra Summit, following sponsor-hosted co-located events on...

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Source: pytorch.org

From token consumer to token provider: Building your org's AI API

One of the biggest problems with AI right now is that it's expensive. If you've been anywhere near an enterprise IT budget in the last 2 years, then you already know that. Most companies that wanted t...

Keywords: ai infrastructure, ai provider, enterprise ai, ai provides, ai workflows, ai usage, ai agents, ai generally, ai workloads, ai requirements
Source: developers.redhat.com

Kubernetes disaster recovery: Guidance from three reproducible failure scenarios

Scope This document describes three failure scenarios that separate having backups from being able to recover, and the guidance that follows from each. Every scenario is reproducible on a laptop from...

Keywords: recovery layers, recovery cluster, kubernetes backup, recovery underlying, infrastructure backup, consistency snapshots, backup phase, recovery stateful, backup disaster, fail snapshot
Source: cncf.io

Stop Babysitting Your Coding Agents

Every AI application that wraps an agent is a harness! In LangChain’s Terminal-Bench experiment, changing only the harness (with the same model) moved a coding agent from ~30th place into the top 5: t...

Keywords: ai agent, coding agents, agent harness, ai agents, coding agent, agent ai, harnesses ai, agents ai, running agents, agent engineering
Source: decodingai.com

High-Throughput Structure Prediction with BioNeMo Inference Runtime

Biomolecular structure prediction is now often run at proteome scale, where the goal is to move an entire worklist through the pipeline efficiently. NVIDIA BioNeMo Inference Runtime (BioIR) helps acce...

Keywords: gpus protein, inference biomolecular, benchmarking bionemo, throughput bioir, run proteome, optimizations bioir, bioir accelerated, model_inference_time bioir, runtime bioir, gpu inference
Source: developer.nvidia.com

Introducing preemptible compute: the same compute, half the price

Today we're announcing the public preview of preemptible compute for Together GPU Clusters, available on Kubernetes clusters in all regions. Preemptible nodes give teams a lower-cost way to run interr...

Keywords: gpu clusters, cluster gpu, kubernetes clusters, gpu infrastructure, running clusters, live allocated_preemptible_gpus, clusters run, gpu health, cluster reliable, clusters enabling
Source: together.ai

How Full-Stack NIM Optimizations Deliver 2.5x More Users on Nemotron 3 Ultra

Deploying a large language model is only the first step toward production-ready serving. Production teams also need to serve as many concurrent users as possible on available GPU infrastructure while...

Keywords: optimized nim, nim workload, efficiently nvidia, deployments nim, nvidia nim, nvidia engineers, gpu infrastructure, nim nvidia, production nvidia, benchmark nim
Source: developer.nvidia.com

What comes after git

What comes after git by Steve Klabnik East River Source Control has been around for over a year now, but we haven’t been talking much publicly about what we’ve been working on. We aren’t announcing an...

Keywords: git tools, version control, source control, alternatives git, uses git, git built, git repositories, like git, git servers, git repository
Source: ersc.io

Rust Is Tier-1 Language at Microsoft

Guest Post: Rust Is Tier-1 Language at Microsoft By now it’s no surprise that Rust is of strategic importance to Microsoft. From bold mission statements when Azure CTO Mark Russinovich outlined our fu...

Keywords: rust microsoft, microsoft rust, rustc architectural, rustc native, rust tier, rust platform, rustfoundation org, rust projects, rust build, backend rustc
Source: rustfoundation.org

The Machine With Many Faces: Post-Exploitation Identity Misuse in SPIFFE/SPIRE

Executive Summary This research demonstrates post-exploitation techniques that could allow an attacker with root access on a compromised Kubernetes node to misuse an open standard and reference implem...

Keywords: secrets kubernetes, compromised kubernetes, identities spooffe, spoof linux, trusted identity, cloud identity, spoof workload, resources spooffe, attestation attacker, node spooffe
Source: unit42.paloaltonetworks.com

Following the Bottleneck: Optimizing MiniMax M3 on AMD Instinct MI355X

Following the Bottleneck: Optimizing MiniMax M3 on AMD Instinct MI355X The MiniMax M3 day-0 post described the first working vLLM implementation: MiniMax Sparse Attention (MSA), multimodal inputs, rea...

Keywords: mi355x speedup, instinct mi355x, benchmark minimax, mi355x concurrency, following bottleneck, amd instinct, mi355x minimax, bottleneck optimizing, minimax m3, bottleneck process
Source: vllm.ai

And the winners are: Announcing the results of the OpenSearch Agent Skills Hackathon

When we launched the OpenSearch Agent Skills Hackathon in July, we issued a challenge to the community: build agentic skills that solve real problems for OpenSearch users, skills rigorous enough to sh...

Keywords: skills opensearch, opensearch agent, evaluation opensearch, opensearch community, opensearch ongoing, skills hackathon, opensearch project, official opensearch, opensearch org, runs opensearch
Source: opensearch.org

Tiered KV Cache Offloading in vLLM

Tiered KV Cache Offloading in vLLM Long-context models and multi-turn conversations generate massive KV caches. When accelerator memory (e.g., GPU HBM) fills up, previously computed KV data is evicted...

Keywords: kv_offload tiering, kv caches, kv cache, tier memory, tiered kv, tiers kv, offloading kv, kv framework, kv data, storage tier
Source: vllm.ai

Detecting and countering misuse of AI: September 2026

Detecting and countering misuse of AI: September 2026 Over the past eight months, our Threat Intelligence team identified and disrupted operations in which threat actors tried to use Claude for malici...

Keywords: misuse ai, ai threatens, abusing ai, malicious misuse, persistent threats, operations threat, emerging threats, threat activity, ai safeguards, malicious safeguards
Source: anthropic.com

Improving Lakebase Postgres compute cache

Part 1: How large Postgres compute nodes run up to 2x faster with lower latency by David Wein, Sunil Kamath, Haoyu Huang and Em Sharnoff The disaggregated storage model of Lakebase Postgres provides a...

Keywords: postgres performance, caching postgres, efficient caching, dram compute, postgres architecture, dram memory, large postgres, storage postgres, data cache, postgres huge
Source: databricks.com

To Infinity and Beyond: ThunderKittens Now on NVIDIA Vera Rubin NVL72!

The kernels team at Together recently received access to the NVIDIA Vera Rubin NVL72 platform. We spent the past few days digging through the new ISA and poking the chip with micros. There are many fu...

Keywords: gpu gemm, gemm nvidia, nvidia blackwell, blackwell gpu, gemms hardware, gemm achieves, nvfp4 gemms, gemm programming, nvidia hopper, nvidia vera
Source: together.ai

GitHub Actions without GitHub

Stay in the loop GitHub Actions without GitHub At Depot, we hate a slow iteration loop. We will go to any lengths necessary to optimize a build, and we frankly get a bit nerd-sniped with opportunities...

Keywords: github actions, actions github, loop github, instability github, github services, workflows github, github extremely, github cache, extricated github, github busy
Source: depot.dev

Run Complex Data Transformations in Data 360 with Code Extension

Data 360 provides batch data transforms for governed data preparation. When a customer needs a complex transformation implemented with custom code, Code Extension provides a Python and PySpark authori...

Keywords: data commerce, product data, catalog data, northstar outfitters, data transformations, product catalog, products mapping, commerce systems, data 360, customer processing
Source: developer.salesforce.com

d-Matrix Adopts NVIDIA NVLink Fusion for Rack-Scale XPU Deployment

AI inference chipmaker d-Matrix today announced it will use NVIDIA NVLink Fusion to connect its next-generation Raptor XPUs to NVIDIA’s AI infrastructure platform — joining a growing roster of ecosyst...

Keywords: architectures nvidia, nvidia infrastructure, cpus nvlink, nvidia ai, fusion nvidia, broader nvidia, nvlink fusion, nvidia systems, nvidia stack, raptor nvidia
Source: blogs.nvidia.com

From Wafer-Out to First Token: Codifying Supply Chain Expertise with Nemotron and Palantir Foundry

NVIDIA has one of the largest and most complex supply chains in the world, and its performance is measured from wafer-out to first token. The interval is in two parts. Time-to-rack runs from silicon l...

Keywords: allocation nvidia, quantitative nvidia, nvidia blackwell, availability nvidia, evaluating nvidia, nvidia supply, foundry nvidia, nvidia team, build nvidia, nvidia decide
Source: developer.nvidia.com

Shopify moves back to Native from React Native

We decided to go all-in on React Native back in 2020, and that bet has been extremely successful. We saved a ton of time building features just once, enabled developers with no mobile background to co...

Keywords: native react, react native, native 2020, native apps, adopting react, features native, 2020 react, native app, switch native, rebuilt native
Source: shopify.engineering

Introducing the Agents API

As we’ve scaled Codex and ChatGPT for Work to millions of people around the world, we’ve learned what it takes to make long-running agents work well in practice. Useful agents need a powerful harness...

Keywords: environment openai, introducing openai, agents api, using agents, api openai, introducing agents, useful agents, running agents, run agents, openai operates
Source: openai.com

The lifecycle of a sharded Postgres query

If you’ve ever used Postgres and thought, “wow, this is such a simple piece of software, I understand every part of it perfectly,” you have not yet met the query planner. Now consider sharding that da...

Keywords: sharded postgres, shard postgres, postgres shards, sharding database, sharded databases, queries shards, sharded database, query shards, shards planner, implemented postgres
Source: planetscale.com

Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra

Introducing SWE-2: Pushing the Pareto Frontier Today we’re introducing SWE-2, our most advanced coding model yet. It pushes the Pareto frontier of capability and cost, achieving 50.0% on FrontierCode...

Keywords: advances swe, cheaper swe, swe frontier, compared swe, improvements swe, swe improvements, swe grok, cost swe, swe advanced, swe significantly
Source: cognition.com

systemd and NetworkManager Are Trapping AI Agents

systemd and NetworkManager Are Trapping AI Agents Maintainers cannot tell, from a diff, whether the person who sent it understands it. That was always true. What changed is the volume: a patch that us...

Keywords: systemd agents, agent ignores, ignores agent, networkmanager agents, agents read, told systemd, agent file, agent read, explain systemd, agent told
Source: devops-daily.com

Training a 3.8B LLM to 0.384 CORE for $998 – Hugo Vergnes

Training a 3.8B LLM to 0.384 CORE for $998 Somewhere between “nanoGPT toy” and “you need a research lab” there’s a large, under-described region where one person with a few thousand dollars can train...

Keywords: nanochat 000, nanochat tested, larger nanochat, complexity nanochat, nanochat result, nanogpt, money nanochat, nanochat, training throughput, core trained
Source: hugovergnes.github.io

d-Matrix Raptor XPUs Join NVIDIA MGX Racks Through NVLink Fusion, With First Systems Due Q4 2027

d-Matrix will put its next-generation Raptor inference XPUs into NVIDIA’s MGX rack architecture using NVLink Fusion, under a collaboration with NVIDIA that the company describes as a multi-year produc...

Keywords: nvlink fusion, fusion nvidia, cpus nvlink, nvlink nvidia, matrix nvlink, nvidia mgx, nvidia systems, design nvidia, fusion xpu, fusion mgx
Source: storagereview.com

JEP 544: Ahead-of-Time Code Compilation

JEP 544: Ahead-of-Time Code Compilation Summary Improve startup and warmup time by making optimized native code for an application instantly available when the HotSpot Java Virtual Machine starts. Ach...

Keywords: performance java, jit compiler, aotcodecaching java, jit compilation, aot compilation, aot compiled, compilers java, hotspot java, javac benchmark, jit compiled
Source: openjdk.org

I Tried 20+ Object Oriented Programming Courses - Here Are My Top 8 Recommendations for 2027

There is no doubt that Object-oriented programming is a pillar of software development and one of the reasons for the massive success of Java. Good knowledge of Object-oriented programming helps you t...

Keywords: oop concepts, java oop, oop basics, learn oop, object oriented, oop programmers, oop fundamentals, understand oop, teaches oop, explain oop
Source: sqlrevisited.com

Julia 1.13 Highlights

Julia version 1.13 has been released. We want to thank all the contributors to this release and all the testers who helped find regressions and issues in the pre-releases. Without you, this release wo...

Keywords: benchmark julia, faster julia, optimizing julia, monitoring julia, application juliac, julia development, existing julia, workflows julia, supported julia, command julia
Source: julialang.org

OpenResearcher: a reproducible and scalable pipeline for training deep research agents

A deep research agent has to do more than answer a question. It plans, searches, opens documents, gathers evidence, reasons across sources, and keeps going across dozens or hundreds of tool calls befo...

Keywords: research agent, deep research, agent trained, agents tools, training deep, agent generate, agent development, deepsearch, agents, agent results
Source: lambda.ai

Review a pull request by booting it

tl;dr; trynix-preview is a GitHub action that comments a link on a pull request which lets you boot the PR’s build in the browser using https://trynix.dev. No servers, just browsers. I ended my earlie...

Keywords: trynix preview, trynix dev, trynix pull, trynix v1, preview github, checkout trynix, trynix, types trynix, trynix post, browser nix
Source: fzakaria.com

A software factory needs a review gate it can trust

Software factories can turn intent into tested code with very little human intervention. Agents pick up queued work, write and test the implementation, respond to findings, and prepare it for release....

Keywords: implementation reviewers, team reviewers, software factories, software factory, code review, process review, reviewers leverage, review process, software production, software quality
Source: coderabbit.ai

Why DuckDB 2.0 is faster

DuckDB 2.0 is coming this fall and the alpha is out! I ran the interesting features on my own laptop, and against S3, to see what actually changes for people who build tables and pipelines rather than...

Keywords: duckdb faster, s3 faster, duckdb writes, duckdb caches, datasets duckdb, duckdb, sql duckdb, duckdb coming, duckdb format, async querying
Source: motherduck.com

A Rust Framework to Simplify Distributed Systems

A Rust Framework to Simplify Distributed Systems A Rust Framework to Simplify Distributed Systems Building software that runs across many machines is notoriously difficult. Developers have to grapple...

Keywords: rust framework, distributed programming, distributed software, programming aws, distributed database, systems rust, database distributed, distributed systems, purpose distributed, cloud infrastructure
Source: softwareengineeringdaily.com

ClickHouse Cloud vs. Snowflake: What drives the real-time performance-per-dollar gap

TL;DR Real-time ingestion only matters if the data becomes query-ready in real time.

Part 2 compares Snowflake’s recommended real-time stack with ClickHouse Cloud under the same continuous workload....

Keywords: workload snowflake, queries snowflake, query workload, cloud queries, snowflake benchmark, throughput snowflake, queries slower, query readiness, fast queries, aggregations fast
Source: clickhouse.com

GitHub availability report: August 2026

GitHub availability report: August 2026 In August, we experienced five incidents that resulted in degraded performance across GitHub services. While we continue to make progress, August proved to be a...

Keywords: azure git, primary azure, github availability, azure, azure chipping, performance github, github services, moving azure, affected failure, github ran
Source: github.blog

How we cut CDN metadata lookup latency by 91%

Every request to Vercel passes through our CDN, which executes on average over 80 million routing instructions per second. Part of that work is looking up metadata to determine which paths exist and h...

Keywords: paths cache, routing metadata, faster metadata, metadata paths, cache metadata, deployments faster, paths metadata, path metadata, larger cache, deployment faster
Source: vercel.com

Why extreme co-design beats faster chips| Hello, Agent! Ep. 6

Designing reliable training infrastructure for edge & foundation models with Tianshu Yu at Liquid AI Tianshu Yu of Liquid AI on why reliable training infrastructure is a prerequisite for scaling found...

Keywords: cpu roadmap, fundamentally cpu, gpus faster, throughput agentic, gpu synchronous, understood gpu, gpu critical, gpu host, cpu needs, cpu nvidia
Source: redpanda.com

AI-Native Accounts Payable: How InvoiceIQ Runs on Snowflake

Even with numerous advances in enterprise applications, accounts payable (AP) processes still have stubbornly manual workflows in the enterprise. Invoices arrive in different layouts, languages and fi...

Keywords: invoices processing, enrichment invoices, invoice automation, semantic invoice, processing invoiceiq, invoice workflow, enterprise invoices, invoice processing, invoice enrichment, structured invoice
Source: snowflake.com

Capture Everywhere, Think in One Place

I read a lot. News comes in through RSS feeds, ideas come in through podcasts, and the slower stuff comes in through books and magazines. A surprising amount of it ends up in what I write here and in...

Keywords: feeds ideas, rss feeds, feed documents, feeds, sources reader, podcasts built, podcasts slower, rss feed, problem podcasts, search listening
Source: allen.hutchison.org

Message Queue vs Event Bus vs Broker

Stop Investigating Incidents From Scratch Presented by incident.io The moment an incident is declared, Investigations starts reasoning across telemetry, deployments, commits, past incidents, and depen...

Keywords: message queues, message queue, queues event, queue broker, investigating incidents, work queues, message broker, log queue, incidents dependencies, happened systems
Source: blog.levelupcoding.com

Is prevention essentially a solved problem?

Is prevention essentially a solved problem? September 10, 2026 0 mins readStopping new security issues in agent-generated code from being deployed is, architecturally, a solved problem. Prevention is...

Keywords: agent security, security agentic, prevention instruction, development security, problem prevention, prevention essentially, agentic development, prevention, agent development, prevention available
Source: snyk.io

Absolutely Everything You Always Wanted to Know About Watermarks in Apache Flink

Absolutely Everything You Always Wanted to Know About Watermarks in Apache Flink - Part 1: Apache Flink Watermarks are probably the most discussed aspect of Apache Flink®, often one of the most diffic...

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Source: developer.confluent.io

AI Phone Guide 2026: Best AI Assistant and AI Agent Tools

The best AI phone setup depends on what you want the phone to do. For everyday Android assistance, start with Gemini or Perplexity. For repeatable iPhone workflows, Apple Intelligence inside Shortcuts...

Keywords: ai smartphone, ai phone, smartphone ai, agent smartphone, ai assistant, assistant app, android assistant, app phone, apps, operate app
Source: airmore.ai

Decoding the NEC V20 Microcode

reenigne's decoding of the 8088 microcode in 2020 opened the doors for extremely accurate emulation of the 8088 CPU. Although I had added support for the NEC V20 in MartyPC, the V20 core was not cycle...

Keywords: 80186 microcode, 8088 microcode, v20 microcode, exact microcode, 80386 microcode, microcode 8088, designed microcode, staring microcode, discrepancy microcode, designed 8086
Source: martypc.blogspot.com

Rebuilding AUTOMATIC1111 with Gradio Workflow

Rebuilding AUTOMATIC1111 with Gradio Workflow gr.Workflow graphs and hinted at what it would take to build something as complex as AUTOMATIC1111's stable-diffusion-webui. In this post we walk you thro...

Keywords: workflow1111 canvas, canvas workflow1111, media pipelines, image pipeline, gradio workflow, workflow canvas, like workflow1111, workflow1111 graph, workflow1111, build workflow1111
Source: huggingface.co

Eaton HDXL Rack PDU Review: 81kW From a Single Zero-U PDU for AI Racks

Eaton is getting ready to ship the kind of PDU that didn’t need to exist five years ago. The HDXL Rack PDU G4, arriving in the fourth quarter of 2026, delivers 56-81kW from a single zero-U unit, with...

Keywords: pdu generation, pdu spec, 81kw pdu, capacity pdus, universal pdu, pdu g4, gpus, ship gpu, pdu review, pdus use
Source: storagereview.com

BleachBit 6.0.4: Enhanced Scanning Speed and Improved Browser Cleaning Features

BleachBit 6.0.4: Enhanced Scanning Speed and Improved Browser Cleaning Features A new version of BleachBit, an open-source system cleaning tool, has been released, marking the launch of version 6.0.4....

Keywords: safari cleaner, version bleachbit, browser cleaning, bleachbit enhanced, download bleachbit, bleachbit, release bleachbit, bleachbit official, cleaning functionality, cleaner options
Source: serverhost.com

Cognition's SWE-2 achieves 92.8 on Terminal-Bench 2.1

SWE-2 MoE premier2.8T total params, 104B active per token (MoE) - the Kimi K3 base with Cognition’s post-training on top, and the first time Cognition has scaled RL into the multi-trillion-parameter r...

Keywords: benchmarks cognition, training fp8, swe moe, 48 benchmarks, swe weights, benchmarks serving, demos benchmark, benchmarks, retrained specforge, moe premier2
Source: tokenstead.ai

Edge0 open-sources a 35B model runtime that streams weights from storage

Edge0 open-sources a 35B model runtime that streams weights from storage Samuel Zeng says Edge0 runs on an iPhone in 1-2.5 GB, though the released MLX code currently supports Apple Silicon Macs. By Ry...

Keywords: memory edge0, memory cloud, iphone benchmark, iphone gb, edge0 runtime, memory demand, edge0 release, memory mac, 35b iphone, memory
Source: runtimewire.com

Hugo Vergnes trained a 3.8B model for a reported $998

Hugo Vergnes trained a 3.8B model for a reported $998 The independent little-lm project processed 65.3B tokens and scored 0.384 on CORE after an earlier six-day failure. By RuntimeWire Staff · Publish...

Keywords: benchmark cost, cost write, run cost, vergnes trained, cost throughput, vergnes allocated, 000 benchmark, vergnes score, 998 cost, core performance
Source: runtimewire.com

One Hub, Four Tools: Building an AWS-Native Automation Platform for MSP Reporting

-35e7a49c6df5---4 crawled_date: 2026-09-10T05:50:20.366373+00:00 feed_url: https://aws.plainenglish.io/feed published: Thu, 10 Sep 2026 05:43:06 GMT

One Hub, Four Tools: Building an AWS-Native Au...

Keywords: manages aws, aws infrastructure, major aws, customer aws, aws service, aws departments, aws accounts, linked aws, aws cost, pulls aws
Source: aws.plainenglish.io

Package Manager Trends

I’m on holiday this week, so I’m phoning it in and doing a roundup of the trends I’ve seen across sixteen weeks of This Week in Package Management. Those posts are built from about eighty RSS feeds an...

Keywords: releases older, release age, features release, age cooldowns, minimum release, package management, trust releases, releases, trust packages, security updates
Source: nesbitt.io

Continual Learning Is the Next Bottleneck | Rohan Anil (Core Automation )

Rohan Anil spent eleven and a half years at Google, where he went from writing memory allocators to large-scale linear solvers, then optimization at Google Brain, where he co-developed distributed Sha...

Keywords: learning pre, pre training, training rl, learning, training vs, training including, continual learning, training reinforcement, learning goes, training
Source: the-information-bottleneck.com

Genie Agents will soon be restricted to only the data sources attached to the agent

What's coming? Learn about features and behavioral changes in upcoming Databricks releases. Genie Agents will soon be restricted to only the data sources attached to the agent In late September 2026,...

Keywords: scaling databricks, cloud databricks, apps databricks, databricks apps, autoscaling databricks, manage databricks, databricks plans, agents databricks, engine databricks, databricks managed
Source: docs.databricks.com

Intel Xeon 600 Workstation Performance vs. AMD Threadripper 9000 In Nearly 400 Benchmarks

Intel Xeon 600 Workstation Performance vs. AMD Threadripper 9000 In Nearly 400 Benchmarks Last month I had the chance to test the Xeon 678X workstation processor as my first hands-on opportunity with...

Keywords: benchmarks xeon, comparing xeon, xeon 600, intel xeon, cores xeon, 678x benchmarks, different benchmarks, benchmarks hp, comparison amd, workstation performance
Source: phoronix.com

Introducing Solo Enterprise for agentgateway on Any Infrastructure | Solo.io

Agentgateway has seen tremendous growth this year with more than 50 million image downloads, over 500 contributors, and the project’s addition to the Agentic AI Foundation. Adoption at this scale pres...

Keywords: enterprise agentgateway, kubernetes mode, agentic infrastructure, solo enterprise, run kubernetes, managing agentgateway, modes kubernetes, kubernetes designed, built kubernetes, kubernetes today
Source: solo.io

Serverless DTLS

DTLS Listeners add TLS-style encryption and authentication to UDP applications without changing the datagram transport model. Clients establish a DTLS 1.2 or DTLS 1.3 session with the Listener's assig...

Keywords: protocols dtls, listener dtls, dtls listener, dtls client, client dtls, dtls clients, dtls implementation, dtls transport, connection dtls, dtls listeners
Source: proxylity.com

The Model Is the Engine. The Harness Makes It Reliable.

-5b301f10ddcd---4 crawled_date: 2026-09-10T18:30:50.701790+00:00 feed_url: https://itnext.io/feed published: Thu, 10 Sep 2026 17:53:53 GMT

The Model Is the Engine. The Harness Makes It Reliable....

Keywords: ai agents, agent reliable, model engine, ai, harness agent, autonomous better, reliable autonomous, agent, written ai, agent agent
Source: itnext.io

Databricks launches model to boost data retrieval for AI

Getty Images Databricks launches model to boost data retrieval for AI Adding sequential search to improve the speed and accuracy of responses to complex queries evolves existing capabilities and keeps...

Keywords: ai databricks, advancement databricks, databricks assistant, databricks trained, retrieval capabilities, databricks improve, strategy databricks, retrieval ai, agents databricks, fast retrieval
Source: techtarget.com

Now everyone can put data to work

Now everyone can put data to work Meet the new Data agent in ChatGPT Work: turn your company’s data into answers, interactive dashboards, and action, just by asking. People across every business have...

Keywords: data agents, agents chatgpt, new analytics, agent chatgpt, data agent, analysis conversation, analytics tool, conversation data, analytics, data team
Source: openai.com

PostgreSQL CDC Backfills at Scale: Running a Multi-Day Backfill While Production Keeps Writing

PostgreSQL CDC backfills can run for hours or days while production keeps writing. During that time, long chunk queries can increase source I/O, delay replication acknowledgments, retain more WAL, and...

Keywords: postgresql cdc, reason postgresql, cdc backfills, cdc backfill, checkpoint replication, longer replication, cdc checkpoint, durable checkpoints, backfilling reconciling, postgresql replication
Source: estuary.dev

Qualcomm Talks Next-Gen Oryon CPU, Adreno GPU, and Hexagon NPU

Ahead of its Snapdragon Summit later this month, Qualcomm disclosed the Oryon CPU, Adreno GPU, and Hexagon NPU for its next premium mobile Snapdragon platform. The NPU adds an Element Accelerator and...

Keywords: processor, cpu microarchitecture, mobile cpu, cpu ghz, memory qualcomm, cpu orchestrates, heterogeneous cpu, cpu oryon, cpu core, cpu details
Source: servethehome.com

Ubuntu 24.04.5 LTS Released With Linux 7.0 HWE Stack

Ubuntu 24.04.5 LTS Released With Linux 7.0 HWE Stack For those continuing to make use of the Ubuntu 24.04 Long Term Support "LTS" series, Ubuntu 24.04.5 LTS is out today as the newest point release. U...

Keywords: kubuntu 24, kernel mesa, ubuntu 24, newer hardware, linux hwe, release updates, released linux, lts release, xubuntu 24, ubuntu 26
Source: phoronix.com

AI 2027 (2025)

We predict that the impact of superhuman AI over the next decade will be enormous, exceeding that of the Industrial Revolution. We wrote a scenario that represents our best guess about what that might...

Keywords: 2026 ai, ai 2027, 2025 ais, future ai, 2027 ais, ais 2024, forecasting ai, ai predictions, 2030 ai, imminent superintelligence
Source: ai-2027.com

Boots on the Ground: ‘WARDOGS’ Goes All Out on GeForce NOW at Early-Access Launch

Gear up: The latest PC games and major updates are ready to play on GeForce NOW this week. WARDOGS drops onto the cloud at early-access launch, alongside the Valheim 1.0 Deep North update and Bus Simu...

Keywords: cloud tactical, wardogs launches, cloud gaming, geforce cloud, battle supported, performance cloud, battle control, geforce today, wardogs new, play geforce
Source: blogs.nvidia.com

Introducing SpotterCode in Developer Playground

Imagine handing a new developer an SDK, a stack of docs, and a deadline. They read for twenty minutes, write ten lines, break something, go back to the docs, second-guess a prop name, and try again. N...

Keywords: code thoughtspot, spottercode documentation, thoughtspot sdk, developers prototype, developer sdk, developers knowing, build spottercode, spottercode built, ai native, developer playground
Source: thoughtspot.com

Cognition Brings the Dioxus Team Into Devin’s Runtime Work

Welcome @jkelleyrtp and the entire Dioxus team to Cognition! Dioxus is one of the most beloved open source Rust frameworks. We're proud to continue supporting Dioxus, Blitz, Taffy, and Subsecond while...

Keywords: cognition dioxus, dioxus blitz, building dioxus, dioxus, dioxus team, dioxus labs, supporting dioxus, today dioxus, dioxus helping, rust frameworks
Source: x.com

How a researcher uses Codex and ChatGPT to search for new antimicrobial molecules

How a researcher uses Codex and ChatGPT to search for new antimicrobial molecules César de la Fuente and his lab probe the genomes of living and extinct organisms for molecules that could help fight d...

Keywords: antimicrobials researchers, discovery antimicrobial, antimicrobial resistance, searches antimicrobial, searched antimicrobials, modern antimicrobial, antimicrobial candidates, new antimicrobial, antimicrobial, antimicrobial molecules
Source: openai.com

NEAR AI Cloud Uses Attested Trusted Environments for Private Inference

NEAR Protocol on X: "NEAR AI Cloud runs TEE-hosted inference with memory sealed from the host machine, the operator, and NEAR AI. Intel TDX and NVIDIA hardware signs an attestation binding the exact c...

Keywords: intel tdx, ai cloud, near ai, tdx nvidia, near protocol, protocol near, ai intel, cloud runs, nvidia hardware, intel
Source: x.com

Physical AI Takes the Wheel: How the World’s Robotaxi Leaders Are Building With NVIDIA Technologies

The global robotaxi market — physical AI’s first commercial breakthrough — is projected to reach $400 billion by 2035, with over 6 million commercial vehicles in operation as driverless fleets are alr...

Keywords: nvidia robotaxi, global robotaxi, robotaxi programs, car robotaxi, building robotaxi, robotaxi development, develop robotaxi, robotaxi services, robotaxi platform, developing robotaxi
Source: blogs.nvidia.com

A quick overview of atomics in C

9 September 2026 · 11 min If you write in C, by default, you use a single thread. Extra cores do not help until you create more threads. However, if you include the header <threads.h> , you can pass a...

Keywords: macro stdc_no_threads, threads pthread_create, pthread_join thread, threads program, pthread_create, pointer thread, thrd_create worker, pthread_create pthread_join, stdc_no_threads defined, header threads
Source: lemire.me

My HTML Boilerplate

Essay My HTML Boilerplate

1857 words When HTML was first created, a document could be very simple indeed. A valid document could look like this: <TITLE>HTML document</TITLE> <H1>Heading</H1> <P>This...
Keywords: doctype html, html documents, html standard, introduced html, html formalised, html document, wasn html, web standards, html boilerplate, essay html
Source: vale.rocks

Baseten Acquires Blaxel to Expand Agent Infrastructure

Blaxel on X: "Excited to announce Blaxel is joining @Baseten! Together, we are building the future of agentic infrastructure. More details in thread. 👇 For everyone building on Blaxel today: nothing c...

Keywords: agentic infrastructure, agents cloud, building blaxel, blaxel build, announce blaxel, agents need, build agents, agents distributed, blaxel today, blaxel
Source: x.com

How Engineers Really Get Promoted to Senior

This is a guest post by Apurv Singh, a Senior Software Engineer (SDE-3) and Bar Raiser at Amazon. Over the course of his seven-year career, Apurv has earned multiple promotions. In this post, he share...

Keywords: career growth, eventually promotion, understand promotions, promotion feel, effective promotion, learn promotion, promoted quickly, promotion eventually, grow career, senior engineers
Source: blog.algomaster.io

Making testing work better for AI driven development

AI agents can generate and modify code quickly. But when a test fails, speed is no longer enough. The agent needs enough context to understand what happened, why it happened, and whether the code or t...

Keywords: testing useful, tests run, test context, making testing, test detection, running tests, test needs, tests behave, testing framework, test reports
Source: semaphore.io

vLLM Adds Immediate DeepSeek Support Across Nvidia and AMD GPUs

🐳 DeepSeek-V4.1-Flash is out, and vLLM serves it from day 0, verified on NVIDIA and AMD GPUs! 🎉 552B MoE backbone, native vision, 1M context. Built for agents: 8B active while it reads your prompt, 16...

Keywords: deepseek v4, introducing deepseek, run deepseek, deepseek ai, flash vllm, deepseek, v4 vllm, ai deepseek, experts vllm, vllm
Source: x.com

Claude Mythos 5 Published Malware to PyPI. Fifteen Systems Ran It.

Claude Mythos 5 Published Malware to PyPI. Fifteen Systems Ran It. Claude Mythos 5 registered a PyPI account and published three malicious package versions. One of the 15 systems that installed them l...

Keywords: malware pypi, malicious package, exploit pypi, pypi automated, mythos registered, pypi creating, infrastructure pypi, mythos published, pypi removed, published malware
Source: pydevtools.com

Nuclear Microreactors Secure Major Uranium Supply

Nuclear reactors are getting smaller, but they still need fuel to run. That is where Centrus Energy and Radiant come in. Centrus Energy and Radiant signed a multi-year deal to supply high-assay, low-e...

Keywords: supply uranium, reactors requires, uranium considered, nuclear reactors, uranium, microreactors centrus, reactors developing, centrus energy, reactors fuel, advanced reactors
Source: tomorrowsworldtoday.com

Software Drives People Insane

Software Drives People Insane I have a little pet theory that software drives people insane. Not in the "wash your hands every thirty minutes like Howard Hughes" kind of way, but more so in how the co...

Keywords: software culture, software unusually, stubborn software, software growth, software look, software organizations, profound software, software remarkably, software ideas, software dangerous
Source: graybeard.ing

The Detection Gap: MITRE ATT&CK T1047

The Detection Gap: MITRE ATT&CK T1047 MITRE ATT&CK Walkthrough: T1047 (Windows Management Instrumentation) Welcome to the Detection Gap, a breakdown for security practitioners who have to make quick c...

Keywords: explain wmi, wmi windows, wmi activity, wmi infrastructure, environment wmi, wmi access, wmi exactly, legacy wmic, wmi spawned, wmi used
Source: security.com

A rant about phishing: It's not the user's fault (and not DNS either)

A rant about phishing: It's not the user's fault (and not DNS either) "For safety, don't click suspicious links" Meanwhile, most organization's login flow redirects through:

This is a real example,...

Keywords: com oauth, rant phishing, auth com, auth bird, phishing, oauth, com authorization, links redirects, suspicious links, redirects real
Source: maurycyz.com

Bad Vibes Coding

My take on generative AI has pretty rapidly gone from a tentative, “it sucks and I hate it, but after the bubble pops, there might be a few very specific use cases for it, like with programming,” to a...

Keywords: data centers, ai offends, ai insist, proponents ai, ai tool, ai make, ai generated, ai pretty, use ai, ai
Source: spectrecollie.com

✨ New In Raycast AI

We rebuilt the core of Raycast AI. You can now give AI Chat a task and it works out a plan, uses your extensions, writes and runs code, checks the results, and keeps going until it's finished. When so...

Keywords: ai raycast, raycast ai, ai plans, ai chat, raycast plan, paid raycast, chat ai, outdated ai, interface subscriptions, ai mention
Source: raycast.com

New Model Available: DeepSeek V4.1 Flash

DeepSeek V4.1 Flash is a 552B-parameter MoE model built on a new causal encoder-decoder architecture, designed for higher capability, faster reasoning, higher throughput, and lower serving cost. It na...

Keywords: models deepseek, deepseek v4, throughput live, deepseek, ai gateway, high throughput, higher throughput, throughput, throughput 24hoursp50, agentic workloads
Source: zenmux.ai

phlex-hanami v0.2.0

First stable release by the new maintainer. It shares no code with 0.1.0, so treat an upgrade from 0.1.0 as a move to a new gem and start from the usage docs. The alpha sections below record each chan...

Keywords: phlex views, phlex view, phlex action, renders phlex, view phlex, phlex hanami, action renders, hanami renderable, renderable aphlex, render action
Source: github.com

Pirate IPTV Operators Face $32.7 Million Judgment and Self-Expanding Blocking Injunction

Dynamic site blocking orders that allow rightsholders to add new targets without returning to court have been common in Europe for years. In July, Spanish-language broadcaster TelevisaUnivision (TU) o...

Keywords: blocking injunction, injunction obtained, injunction, injunction updated, injunction really, permanent injunction, injunction request, pirate iptv, injunction motion, injunction includes
Source: torrentfreak.com

Some (mostly historical) issues with the Unix load average

You're probably reading this page because you've attempted to access some part of my blog (Wandering Thoughts) or CSpace, the wiki thing it's part of. Unfortunately you appear to be using a mainstream...

Keywords: attempting block, browser, browsers work, address browser, browsers, attempted access, claim browsers, browser fixed, browser using, using browser
Source: utcc.utoronto.ca

Week 130 of Venture with Grace

🎉 Week 130 — Venture with Grace Week 130 explored AI-native growth, healthcare voice agents, intellectual property, autonomous construction, AI voice infrastructure, and the next generation of enterpr...

Keywords: ai startups, venturewithgrace ai, ai voice, robotics enterpriseai, voice agents, lee ceo, ai agents, agents intellectual, venture, enterpriseai
Source: svppro.com

Build more natural voice experiences with GPT‑Live‑1 in the API

GPT‑Live‑1 brings natural, full-duplex voice conversations to the API, with stronger instruction following, custom voices, and telephony support.

Keywords: gpt live, voices telephony, conversations api, voice conversations, telephony support, gpt, telephony, duplex voice, custom voices, voice
Source: openai.com

DeepSeek V4.1 Flash Beats the Three-Week-Old V4 Pro at Far Lower Cost

SITUATION EXPLAINED: DeepSeek V4.1 Flash beats its own Pro model from 3 weeks ago. • 552B mixture of experts, 8B active for input and 16B for output. MIT licensed, 1M context • Beats V4 Pro on every b...

Keywords: exploitgym kv, deepseek v4, introducing deepseek, explained deepseek, deepseek, pro benchmark, kv cache, deepseek compute, programbench exploitgym, deepswe
Source: x.com

Untitled

The Six Five Summit: AI Unleashed 2026 delivers 3 days of exclusive, on-demand programming built for leaders ready to move beyond AI experimentation and into real deployment. In 2026, AI is no longer...

Keywords: ai infrastructure, summit ai, 2026 ai, operationalizing ai, turning ai, scale ai, ai unleashed, ai, ai strategy, ai longer
Source: sixfivemedia.com

Muon Space Achieves World-First: Zinc Propellant Hall-Effect Thruster Successfully Fires in Space

Starlight propulsion system validated on orbit to pave the way for customer constellation deployments later in 2026 MOUNTAIN VIEW, CA – September 10, 2026 – Muon Space, the Mission Foundry for high-pe...

Keywords: starlight propulsion, starlight thruster, propulsion muon, propulsion zinc, constellation propulsion, muon starlight, spacecraft zinc, spacecraft propulsion, propulsion technology, satellite propulsion
Source: muonspace.com

Show HN: MultiMatte, a Promptable Image Background Removal Model

MultiMatte: Keep What You Want, Cut the Rest We’re introducing MultiMatte, a background removal model you can aim with words. MultiMatte keeps the object you name and removes everything else. Try Mult...

Keywords: multimatte images, segmentation matting, multimatte improves, multimatte background, training multimatte, better multimatte, segmentation ability, introducing multimatte, matting, multimatte uses
Source: usefeyn.com

Xteink X4 Pro review

Xteink X4 Pro review I just bought an Xteink X4 Pro e-reader that snaps onto the back of my phone using MagSafe. I’ve been trying to do more reading as of late, and I hoped that having a dedicated rea...

Keywords: reading device, x4 pro, touchscreen responsive, touchscreen, hardware touchscreen, ink displays, xteink x4, pro reader, hand screen, scrolling support
Source: abstractnonsense.xyz

Q2D-Web Benchmarks Agentic Retrieval Across 190 Million Documents

Excited to share our latest work: Q2D-Web — a large-scale retrieval benchmark for agentic RAG, with 190M documents, ~70K agent-reformulated queries, and deep relevance judgments. 📄 Preprint: arxiv.org...

Keywords: retrieval agentic, retrieval benchmark, benchmark agentic, q2d web, web benchmark, web search, reformulated search, evaluating retrieval, search queries, retrieval
Source: x.com

Replit | Databricks Integration is Now Generally Available with Native Lakebase Support

The Replit | Databricks integration gives enterprise teams a faster path to utilizing governed data for production-ready applications. Today, we’re excited to announce the integration is generally ava...

Keywords: lakebase databricks, databricks lakebase, live databricks, data lakebase, replit databricks, native databricks, databricks today, partners databricks, databricks, databricks warehouse
Source: replit.com

SGLang Ships Day-Zero Support for DeepSeek’s 552B Multimodal Model

DeepSeek V4.1 Flash weights are out! We are shipping day-0 inference and RL support in SGLang and Miles. V4.1 extends the V4 stack with compressed KV shared across layers, a two-stage sparse indexer,...

Keywords: introducing deepseek, deepseek v4, deepseek, memory natively, natively multimodal, flash smarter, flash weights, v4 flash, multimodal 552b, higher throughput
Source: x.com

How to Combine Traditional Machine Learning with Agentic Reasoning

In this article, you will learn where traditional machine learning reaches its limits, what agentic reasoning adds, and how combining the two produces AI systems more capable than either approach alon...

Keywords: learning agentic, reasoning agentic, agentic reasoning, models agentic, hybrid agentic, trained agent, reasoning engines, ai systems, model agent, ai
Source: machinelearningmastery.com

Introducing the Universal Context Layer: a company brain that works with every AI tool and agent

Table of contents Just for you Introducing the Universal Context Layer: a company brain that works with every AI tool and agent When we launched Merge for Workforce, the first problem we took on was r...

Keywords: spends ai, agents context, employees ai, merge ai, ai agents, company ai, spend ai, task agent, agents merge, knowledge base
Source: merge.dev

As some of you might know, I am part of a team of people moderating a Mastodon server. And as so many of those servers we’ve been having some problems with fake signups lately. This is about how we mi...

Keywords: mastodon server, account servers, accounts fediverse, public servers, fediverse server, account server, fediverse use, federated social, moderating mastodon, free accounts
Source: tante.cc

Quarkus Banner: Build-Time Text, Runtime Color

A startup banner is decoration. I expected this one to be a five-minute configuration change. Then I changed the text on the packaged application: QUARKUS_BANNER_GENERATOR_TEXT=RUNTIME
java -jar tar...

Keywords: quarkus_banner_generator_text runtime, application quarkus_banner_generator_text, thread quarkus_banner_generator_text, variable quarkus_banner_generator_text, quarkus_banner_generator_text, quarkus_banner_generator_text correct, quarkus banner, quarkiverse banner, quarkus run, jdk quarkus
Source: the-main-thread.com

XAI-Arena Uses LLM Judges to Evaluate Explainable AI at Scale

Stefan Feuerriegel on X: "🔍Can LLMs evaluate explainable AI at scale? New preprint: XAI-Arena — an LLM-as-a-judge framework for XAI evaluation. ✅ LLM ratings align strongly with humans (ρ=.693) ✅ No s...

Keywords: xai evaluation, ai scale, xai method, evaluation llm, judge framework, explainable ai, evaluation, framework xai, xai arena, xai
Source: x.com

A Stupid Idea for AI Alignment We Came with by Looking at Specification Gaming

Creatures bred for speed grow really tall and generate high velocities by falling over. An evolved player makes invalid moves far away in the board, causing opponent players to run out of memory and c...

Keywords: strategy creatures, soccer robot, robot play, playing agent, specification gaming, gaming agent, learning agent, example game, reinforcement, robot learned
Source: slimemoldtimemold.com

Free YouTube Summarizer for 2-Hour Videos (No 7-Day Trial): LilysAI vs Eightify

Free YouTube Summarizer for 2-Hour Videos (No 7-Day Trial): LilysAI vs Eightify Eightify is a 7-day trial, then $9.99/month. I tested the same 2.5-hour Lex Fridman episode in LilysAI on a free account...

Keywords: summarize podcast, video eightify, videos eightify, transcript youtube, youtube summarizer, eightify free, podcast showing, podcast, summarize youtube, podcast week
Source: lilys.ai

How Credit Genie keeps codebase docs fresh with OpenWiki

Key Takeaways

Credit Genie needed a better way to keep codebase knowledge current. As its AI and ML Engineering teams scaled, docs in Notion, READMEs, and AGENTS.md files became stale and hard to fi...
Keywords: openwiki credit, documentation portal, knowledge openwiki, uses openwiki, openwiki portal, documentation repositories, openwiki documentation, repo documentation, openwiki intelligent, repository openwiki
Source: langchain.com

Introducing ChatGPT for Financial Services

Introducing ChatGPT for Financial Services Frontier intelligence, built for financial services. We’re introducing ChatGPT for Financial Services, a tailored ChatGPT Work experience that combines built...

Keywords: chatgpt financial, financial data, citations bankers, chatgpt enterprise, data openai, retrieval financial, business data, investment banking, bankers trace, financial services
Source: openai.com