Daily Tech News - 2026-09-16

AI’s next challenge is moving beyond impressive demos to systems that are fast, dependable, and controlled.

September 16’s coverage puts inference economics at the center of that shift. MLPerf Inference v6.1 brings 486 datacenter and edge results from 30 organizations, alongside new agentic and vision-language benchmarks and Vera Rubin’s debut results. NVIDIA’s TensorRT Edge-LLM report claims a 6.4× speedup on the edge agentic benchmark using Jetson AGX Thor, while DFlash reports up to 5× faster Qwen3.5 inference on AMD’s MI355X. These workload-specific gains underscore how software optimization increasingly shapes hardware performance. Low-precision FlashAttention-4 work adds another route to higher throughput, although analysis of KV-cache memory pressure highlights why compute alone cannot solve serving bottlenecks.

For teams building agents, the conversation is turning toward operational discipline. Framework comparisons and prompt-management tooling address the gap between a working prototype and a maintainable service. Datamimic emphasizes deterministic synthetic test data, while Red Hat’s guidance focuses on containment, identity, and governance. Together, these pieces point to a practical requirement: agents need reproducible evaluation and explicit access boundaries as much as capable models.

Across the wider developer stack, Rust continues to feature in performance-focused projects, from GPU kernel authoring with cuTile Rust to Django-Bolt’s HTTP handling. ClickHouse’s public-beta integration with the dbt platform extends that theme through dbt’s Rust rewrite. Meanwhile, research reporting 81% faster query plans from a trained 4B model suggests another promising application of AI to database optimization.

Infrastructure coverage supplies a grounding reminder: dependable systems still hinge on fundamentals. OpenBao with a PostgreSQL backend explores resilient secrets management, while a Kubernetes ConfigMap incident shows how a routine configuration change can leave replicas behaving inconsistently.

Featured Articles

The 7 Best AI Agent Frameworks: Features and Tradeoffs

The 7 Best AI Agent Frameworks: Features and Tradeoffs Building an agent is easy. Building one that survives production is not. You can write a working agent in an afternoon. Call a model, let it choo...

• Keywords: agent frameworks, agent libraries, agent framework, agents tools, agents framework, agent engine, agent development, ai agent, frameworks agent, agents tasks
• Source: daytona.io

Open Research, Tooling & Optimization at PyTorch Conference North America 2026

Featured projects TL;DR Taking place October 20 to 21 in San Jose, California, PyTorch Conference North America 2026 highlights open research, tooling, and performance optimization across compiler arc...

• Keywords: pytorch developers, performance pytorch, pytorch conference, pytorch intel, pytorch natively, pytorch development, pytorch utilities, performance compilers, native pytorch, running pytorch
• Source: pytorch.org

Translating CUDA Tile Operations from Python to Rust Using Agentic AI

cuTile Rust (cutile-rs ) is a tile-based system for safe, idiomatic GPU kernel authoring in the Rust programming language. Extending the Rust ownership model to tile-based GPU kernels, it splits mutab...

• Keywords: rust kernels, tile kernels, tileir kernels, kernels tilegym, cutile_kernels crate, cutile_kernels, tile kernel, rust kernel, gpu kernels, kernel rust
• Source: developer.nvidia.com

Inside Cloudflare Pages: A System Design Deep Dive

-5517fd7b58a6---4 crawled_date: 2026-09-16T15:43:09.537904+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 16 Sep 2026 15:22:25 GMT

Inside Cloudflare Pages: A System Design...

• Keywords: runtime cloudflare, sandboxing cloudflare, runs cloudflare, cloudflare completed, source cloudflare, cloudflare built, cloudflare globally, closest cloudflare, making cloudflare, core cloudflare
• Source: levelup.gitconnected.com

NVIDIA Vera Rubin NVL72 Delivers Leading Performance in MLPerf Inference v6.1 Debut

System performance, efficient infrastructure scaling and continuous software optimization are key levers that determine AI inference economics. Higher system performance means more tokens generated, r...

• Keywords: optimizations nvidia, performance nvidia, nvl72 performance, productivity nvidia, nvidia platform, nvl72 nvidia, nvidia mlperf, performance scaling, nvl72 platform, nvidia vera
• Source: blogs.nvidia.com

Running OpenBao on Kubernetes with a CloudNativePG PostgreSQL backend

Managing infrastructure secrets on Kubernetes needs a backend that is self-healing and free of vendor lock-in, and that is exactly what OpenBao (the Linux Foundation’s open-source fork of HashiCorp Va...

• Keywords: secrets kubernetes, cloudnativepg manages, kubectl cnpg, keyed kubernetes, vault cloudnativepg, store cloudnativepg, openbao cloudnativepg, secret kubectl, cluster encrypted, cluster vault
• Source: cncf.io

Low Precision Flash Attention 4: End-to-End Block-Scaled Attention for Blackwell

TL;DR We extend FlashAttention-4 [1] with MXFP8 forward and backward, reaching 2.85 PF/s forward and 2 PF/s backward on LLM shapes. On our internal shapes, FA4 MX8 reaches 2.54 PF/s forward and 1.58 P...

• Keywords: implementations mxfp8, fa4 implementation, mxfp8 computing, microscaling fp4, mxfp8 quantization, mxfp8 gemms, mxfp8 fa4, backward mxfp8, fa4 mxfp8, mxfp8 4x
• Source: pytorch.org

TensorRT Edge-LLM Completes the MLPerf Edge Agentic Benchmark 6.4x Faster on Jetson AGX Thor

AI agents are moving from cloud data centers to vehicles, robots, and other edge devices. Unlike a chatbot that answers a single prompt, an agent works through a sequence of steps. It selects tools, e...

• Keywords: agentic benchmark, edge agentic, mlperf edge, ai performance, robots edge, performance mlperf, ai agents, nvidia edge, edge platforms, developing edge
• Source: developer.nvidia.com

Prompt Management for AI Agents: The Best Tools Compared (2026)

Despite how often prompts change once an agent is live, most teams don’t have a real prompt management process. Somewhere on a shared drive is prompt_final_v2.txt, and somewhere else is a version some...

• Keywords: prompt management, versioning prompts, prompt versioning, prompt changes, management prompt, treating prompts, prompts generally, prompts agents, production prompt, deploying prompts
• Source: live-comet-marketing-site.pantheonsite.io

Datamimic – don't let your coding agent invent its own test world

This repository contains the DATAMIMIC Community Edition (CE). MIT-licensed, Python-native, MCP-ready. CE is fully usable standalone for deterministic synthetic data generation and PII-aware pseudonym...

• Keywords: datamimic cli, tooling datamimic, datamimic enterprise, datamimic supports, platform datamimic, datamimic run, datamimic capabilities, run datamimic, datamimic io, authoring datamimic
• Source: github.com

MLPerf Inference v6.1: 5.7x Per-Accelerator Gains, a 512-GPU Run, and Vera Rubin’s First Peer-Reviewed Numbers

MLCommons has published MLPerf Inference v6.1, and the round sets a participation record with 30 submitting organizations and 486 datacenter and edge results. Two new tests join the suite: an End-to-E...

• Keywords: new benchmark, inference benchmark, benchmark performance, datacenter benchmark, platform benchmark, benchmarks datacenter, noted benchmark, benchmark 2027, benchmarks, benchmark designed
• Source: storagereview.com

The KV Cache Tax: Why Inference Servers Run Out of Memory Before Compute

The KV Cache Tax: Why Inference Servers Run Out of Memory Before Compute A VRAM budget formula for LLM serving, and three optimization strategies mapped to the traffic patterns that trigger the OOM. T...

• Keywords: kv memory, memory kv, kv cache, compute vram, virtual memory, vram budget, vram, cache overhead, efficient memory, allocated kv
• Source: towardsdatascience.com

MLPerf Inference v6.1: pioneering agent, VLM benchmarks

First agentic workload on datacenter hardware in MLPerf, and the first model over a trillion parameters. Plus 8.85% more throughput on identical hardware since v6.0. Scaling large-scale inference come...

• Keywords: hardware lambda, agentic workload, nvidia blackwell, gpus blackwell, level bottlenecks, inference workload, blackwell gpu, agentic benchmark, lambda infrastructure, hardware benchmark
• Source: lambda.ai

When adding a fractional part to a number fixes your shader

The other night I wanted to implement a small Voronoi-diagram shader to use as a background to a music video, to show up the music project I recently finished. Voronoi Noise is type of algorithm I nev...

• Keywords: voronoi noise, noise voronoi, stutter animation, visible stutters, debugging shaders, noise shader, shader debugging, colored voronoi, procedural noise, monochrome voronoi
• Source: crocidb.com

IBM Bob in GitHub Actions: A Bounded Build for Markdown Publishing

Building websites used to be one of the more enjoyable parts of software work for me. The code was only half of it. Typography, spacing, color, and visual rhythm all needed judgment, and getting those...

• Keywords: build agent, agent build, github skills, generate github, github scripts, agentic build, build tool, build markdown, actions github, github actions
• Source: the-main-thread.com

Full Stack Agentic AI Specialization

Full Stack Agentic AI Specialization Introduction Full Stack Agentic AI Specialization on Coursera is a practical program from LearnKartS, taught by LearnKartS and Nikhil Agarwal. The specialization i...

• Keywords: backend ai, ai chatbot, ai agents, ai agent, ai workflows, enterprise chatbots, chatbots focuses, chatbots generally, ai specialization, traditional chatbots
• Source: clcoding.com

Training a 4B model to produce 81% faster query plans than Postgres

How good are query optimizers, really? Leis et al. asked this exact question in 2015. Then, they asked it again 10 years later. Despite an enormous body of research spanning a decade since their origi...

• Keywords: query optimizers, queries benchmarked, query optimizer, faster postgres, query plans, heavy queries, query planning, query faster, optimizers really, query optimization
• Source: rohanbansal.com

Can Rust Improve Real Django API Performance? Testing Django-Bolt Beyond Synthetic Benchmarks

TL;DR — Key Takeaways

• Django-Bolt reports very high throughput for simple JSON endpoints by moving more HTTP request handling into Rust while keeping the existing Django application and Python logic...

• Keywords: benchmarks django, benchmark django, performance django, django bolt, speed django, considering django, api performance, evaluating django, slowdown django, does django

• Source: devops.com

ClickHouse is now available on the dbt platform

Summary

• The latest ClickHouse adapter for dbt is built on dbt v2, the Rust rewrite of dbt. It is in public beta as of September 16, 2026, and ships with the open source dbt binary.

• ClickHouse, wit...

• Keywords: dbt platform, dbt clickhouse, supports dbt, dbt engine, dbt built, clickhouse dbt, uses dbt, built dbt, dbt version, dbt build

• Source: clickhouse.com

Constraining AI agents with Red Hat AI: Containment, identity, and governance

When an agent process runs on your laptop, it typically inherits anything your user has access to. Often this includes the full network stack, the file system, and the credentials sitting in memory. W...

• Keywords: agent deployment, create agent, restrict agent, node agent, running agent, agents kubernetes, server agent, agent kubernetes, agent cluster, agent tool
• Source: developers.redhat.com

DFlash Speculative Decoding on AMD Instinct MI355X: Up to 5× Faster Qwen3.5 Inference

DFlash Speculative Decoding on AMD Instinct MI355X: Up to 5× Faster Qwen3.5 Inference# Autoregressive decode generates one token per model forward pass, so single-request latency is bounded by how fas...

• Keywords: dflash benchmark, speedup dflash, mxfp4 speculation, dflash speculative, dflash mtp, mtp dflash, dflash num_speculative_tokens, speculation mxfp4, speculative decoding, dflash architecture
• Source: rocm.blogs.amd.com

JFrog Artifactory Supports LuaRocks Hosting for NGINX, OpenResty and Kong

JFrog Artifactory Supports LuaRocks Hosting for NGINX, OpenResty and Kong If your NGINX/OpenResty servers or Kong gateways pull Lua modules straight from public luarocks.org, one upstream outage can s...

• Keywords: artifactory luarocks, luarocks repository, artifactory supports, luarocks jfrog, plugins artifactory, using artifactory, luarocks hosting, luarocks install, artifactory jfrog, artifactory just
• Source: jfrog.com

React Native is DEAD, Expo Modules 2.0, and a $49 Flutter knockoff

-5b301f10ddcd---4 crawled_date: 2026-09-16T14:43:08.228951+00:00 feed_url: https://itnext.io/feed published: Wed, 16 Sep 2026 13:43:02 GMT

React Native is DEAD, Expo Modules 2.0, and a $49 Flutte...

• Keywords: native react, shop react, react native, app react, react, react runs, discovering react, android react, screen react, reaches react
• Source: itnext.io

Reverse-engineered Jev-like model

Train a small model that chooses among a changing list of text options. A Jev-like model takes a piece of text and a list of N text options. It returns one probability for each option. It does this in...

• Keywords: jev typesafe, jev accuracy, jevlike predict, options jev, example chess, doom buttons, chess controller, doom example, chess window, chess example
• Source: github.com

subPath: the ConfigMap update 7 of our 12 pods never saw

On Tuesday, September 1, we raised one number in the checkout-api ConfigMap. upstream_timeout went from 2s to 5s, because a payment provider's p99 had crept up to 3.1 seconds. Twelve replicas. The ser...

• Keywords: upstream_timeout pod, upstream_timeout went, configmap upstream_timeout, bumped timeout, changed upstream_timeout, upstream_timeout, timeout errors, pods crashed, timeout produced, produced timeout
• Source: podostack.com

🗞️ Google Releases Gemini 3.8 Live for Production Grade Voice Agents

Read time: 11 min 📚 Browse past editions here. ( I publish this newletter daily. Noise-free, actionable, applied-AI developments only). ⚡In today’s Edition (15-September-2026): 🗞️ Google Releases Gemi...

• Keywords: ai today, ai eventually, ai built, ai warnings, ai companies, ai governance, ai designed, ai launched, ai stocks, ai developments
• Source: rohan-paul.com

How to De-Slop an AI-Generated Codebase

How to De-Slop an AI-Generated Codebase AI slop. We know it when we see it, but it’s tough to actually define what makes certain code slop. The problem is that we use AI slop to describe a bunch of di...

• Keywords: ai slop, slop ai, ai agents, code slop, checks abstractions, calling ai, slop provides, codebase ai, behavior abstraction, agent repair
• Source: builder.io

On learning programming in an age of LLMs

On learning programming in an age of LLMs by Mark Seemann Open answers to a reader's letter. A reader recently wrote me a long letter with lots of questions about learning programming in this age of L...

• Keywords: learned programming, programming learn, ai built, programming age, programming, age ai, learning programming, ai fascinated, fascinated ai, programmer
• Source: blog.ploeh.dk

Software Development Kit vs Agent Development Kit: What Sets Them Apart

-a648dc4ecb66---4 crawled_date: 2026-09-16T11:42:35.775864+00:00 feed_url: https://towardsdev.com/feed published: Wed, 16 Sep 2026 11:45:30 GMT

Software Development Kit vs Agent Development Kit:...

• Keywords: sdk purpose, api sdk, sdk toolkit, term sdk, sdk software, sdk built, conventional sdk, sdk google, sdk, traditional sdk
• Source: towardsdev.com

Scaling Golang CI by Replacing actions/setup-go

Scaling Golang CI by Replacing actions/setup-go Lukas Schwab and Peter Downs We've found a new way to speed up parallel Golang continuous integration workflows by taking advantage of the Golang build...

• Keywords: scaling golang, parallel golang, golang build, golang ci, golang continuous, advantage golang, uses golangci, golang test, golang, workloads faster
• Source: cloudx.ai

TrustSink: How a Rogue External MFA Provider Steals Passwords

Varonis Threat Labs identified a credential-phishing technique we call TrustSink. It turns a trusted external authentication provider into a persistent credential trap within a legitimate sign-in flow...

• Keywords: credential phishing, authentication trust, credentials trustsink, workaround authentication, trust authenticator, affected credentials, external authentication, remained authentication, trusted external, new externalauthenticationmethodconfiguration
• Source: varonis.com

Why your Kafka topic ignores retention.ms (and how to fix it)

A customer opened a support case with a deceptively simple complaint: a Kafka topic was configured with a 12-hour retention (retention.ms ), yet messages produced on July 24 were still readable 4 days...

• Keywords: kafka retention, retention kafka, kafka storage, streams kafka, cluster kafka, kafka cluster, kafka deletes, understanding kafka, apache kafka, kafka keeps
• Source: developers.redhat.com

Learn Uno Platform with Tim Corey, Free for Two Weeks

We're happy to announce that we've partnered with Tim Corey and IAmTimCorey, one of the leading names in .NET developer training, to bring Uno Platform to the .NET audience. Shipping quality code, wit...

• Keywords: learn uno, uno platform, net developer, understand uno, net developers, course uno, platform net, platform courses, uno, open uno
• Source: platform.uno

OSRS Wiki and RuneLite are increasingly under strain from low-effort AI development

User:Cook Me Plox/OSRS Wiki and RuneLite are increasingly under strain from low-effort AI development 16 September 2026 cookmeplox, director of OSRS Wiki / Weird Gloop with Adam, creator of RuneLite I...

• Keywords: runelite increasingly, runelite wiki, wiki runelite, developed runelite, wikipedia runelite, runelite plugin, nearly runescape, creator runelite, use runelite, runelite
• Source: oldschool.runescape.wiki

What It Takes to Bring Up a Multi-Rack NVIDIA Vera Rubin NVL72 Cluster

A single NVIDIA Vera Rubin NVL72 rack is an extraordinarily co-designed computing system: 72 NVIDIA Rubin GPUs, 36 Vera CPUs, NVIDIA NVLink 6 scale-up fabric, ConnectX-9 SuperNICs, BlueField-4 DPUs, h...

• Keywords: gpu cluster, rack infrastructure, gpus rack, computing infrastructure, individual gpus, nvidia vera, hundreds gpus, fast gpus, gpus multiple, racks distributed
• Source: wf.coreweave.com

Sharing One Native Android Module Between a Flutter App and a React Native App

If your company runs a Flutter app and a React Native app against the same hardware or the same security requirement, you do not need two Kotlin implementations. You need one Android library and two d...

• Keywords: kotlin implementations, kotlin copy, dart kotlin, flutter app, requires flutter, flutter standard, kotlin interfaces, flutter plugin, runs flutter, core flutter
• Source: technotalkative.com

The smallest possible Linux distribution

Most images (except NVIDIA images due to kernel modules) are now fully reproducible, meaning the build process always produces bit-for-bit identical images from the same sources. With so many changes...

• Keywords: linux images, os images, debian images, abroot saves, restores, opensuse images, new snapshot, apps abroot, metadata restores, images kernel
• Source: distrowatch.com

10 Udemy Courses Every Developer Should Take in 2026

Hi, there, 2026 is the year the ground keeps shifting. AI has made certain skills obsolete faster than anyone predicted. Companies that were hiring generalist developers a year ago are now specificall...

• Keywords: 2026 ai, skill 2026, 2026 course, developer 2026, engineer 2026, ai engineers, 2026 ado, 2026 backend, 2026 aren, 2026 year
• Source: reactjava.substack.com

AWS Lambda Under the Hood: What Actually Happens When You Invoke a Function?

-35e7a49c6df5---4 crawled_date: 2026-09-16T14:43:08.228951+00:00 feed_url: https://aws.plainenglish.io/feed published: Wed, 16 Sep 2026 14:09:17 GMT

AWS Lambda Under the Hood: What Actually Happe...

• Keywords: aws lambda, lambda execution, lambda running, explained lambda, lambda processes, execution aws, explains lambda, lambda process, processes lambda, understand lambda
• Source: aws.plainenglish.io

AWS PrivateLink and VPC Endpoints: What Happens Behind the Route Table, One Phase at a Time

-35e7a49c6df5---4 crawled_date: 2026-09-16T14:43:08.228951+00:00 feed_url: https://aws.plainenglish.io/feed published: Wed, 16 Sep 2026 14:07:14 GMT

AWS PrivateLink and VPC Endpoints: What Happen...

• Keywords: aws privatelink, aws_vpc_endpoint gateway, nat traffic, nat gateways, private route, privatelink gateway, aws routes, vpc peering, privatelink vpc, private subnets
• Source: aws.plainenglish.io

Giving AI agents design system context from the terminal: what we learned building a CLI

Earlier this year, we wrote about turning Atlassian Design System guidance into structured content that AI agents can actually use. Since then, agents have reached that content through our MCP server...

• Keywords: cli agent, cli atlassians, agent benchmark, instruct agent, agentic tools, agentic tooling, atlassian design, agent build, guide agent, benchmarked cli
• Source: atlassian.com

maglev consistent hashing in rust

Maglev consistent hashing in Rust Andreas Hohmann July 22, 2024 #maglev #hashing #rust #networkingIn a paper published in 2016, a group of Google engineers describes Google's network load load balance...

• Keywords: hashing rust, rust hashing, maglev hashing, consistent hashing, hash target, maglev_assigner_populate_with_hash let, hasher construct, maglev_assigner_populate_with_hash, packet target, fn maglev_assigner_populate_with_hash
• Source: andreashohmann.com

Our framework for reporting model misalignment

We are sharing a new framework for tracking, investigating, and disclosing instances of model misalignment at OpenAI, along with six reports on unexpected or concerning model behavior we’ve observed i...

• Keywords: reporting ai, alignment research, openai reports, misalignment reports, misalignment disclosure, approach reporting, report openai, disclosing misalignment, alignment monitoring, misalignment incidents
• Source: openai.com

Scaffold-HBAR Template Bounty

Standfirst The Scaffold-HBAR Template Bounty opens for registration on Monday September 14th. Build a production-quality template for a real Hedera use case. If it clears the eligibility gate it goes...

• Keywords: scaffold hbar, repo scaffold, hbar template, repo template, template bounty, create scaffold, submitting scaffolds, build template, built templates, templates built
• Source: hedera.com

System Design Interview - Design Google Doc

Preparing for System design interviews and want to learn System Design in depth then here are our recommended resources: ByteByteGo, Codemia.io, Bugfree.ai , Exponent, Educative, Design Guru and Udemy...

• Keywords: design interviews, doc design, design interview, backend systems, design google, apis designing, designing google, google docs, design expert, interviewers
• Source: javarevisited.substack.com

The Roadmap to Mastering Voice Agents

In this article, you will learn what voice agents are, how they differ from text-based AI systems, and how to build your knowledge from the ground up using a structured seven-stage roadmap. Topics we...

• Keywords: voice agents, voice interfaces, agent speak, voice agent, learning voice, agent voice, text agent, text agents, agent text, agents voice
• Source: machinelearningmastery.com

Atomic macOS (AMOS) Stealer Activity

Executive Summary This article reviews an Atomic macOS (AMOS) stealer malware infection generated in a lab environment. While several sources have published articles analyzing AMOS stealer, the associ...

• Keywords: stealer malware, macos malware, malware stealing, macos stealer, amos malware, indicate malware, malware considered, malware, malware like, malware infection
• Source: unit42.paloaltonetworks.com

Jev means structured output is interesting again

Jev means structured output is interesting again I don’t write blog posts about new models. That’s Simon Willison’s beat, and he’s very good at it. But I want to write about Jev, which is a different...

• Keywords: models jev, example jev, jev llm, jev tasks, write jev, make jev, jev means, jev different, jev developers, jev like
• Source: seangoedecke.com

Migrating from closed to open source models, Together

Migrations are the bane of any mature company. Systems are deeply integrated, you have key stakeholders across domains, and a small improvement can take months or years to integrate in traditional cas...

• Keywords: technical migration, migration strategy, migrate complex, successful migration, migration practices, migration impact, continued migration, holistic migration, migrate, migrations
• Source: together.ai

type declaration syntax

type declaration syntax most programming languages in common use today are influenced by C in one way or the other. most do not use its syntax for types. C’s type syntax can be quite confusing. it’s n...

• Keywords: type declarations, declare struct, type declaration, my_struct declare, declaration syntax, type syntax, typedef feature, keyword struct, syntaxes type, typedef
• Source: citrons.xyz

Agentic AI Foundations: Build RAG & MCP Chatbots

Introduction Agentic AI Foundations: Build RAG & MCP Chatbots is a beginner-level Coursera course from LearnKartS, taught by LearnKartS and Nikhil Agarwal. It is part of the Full Stack Agentic AI Spec...

• Keywords: chatbots agentic, ai chatbots, ai chatbot, chatbots implements, chatbots beginner, chatbots aspiring, ai chat, chatbot concepts, chatbots practical, chatbot development
• Source: clcoding.com

CoreWeave Leads Cloud Providers in MLPerf® Inference v6.1 Performance with NVIDIA Blackwell Ultra

As AI models evolve, inference throughput must be evaluated and validated in context. A token generated by a text-only model does not place the same demands on infrastructure as one generated by a mul...

• Keywords: inference throughput, inference infrastructure, multimodal architectures, inference workloads, ai infrastructure, performance multimodal, multimodal moe, throughput gpus, inference performance, models benchmarked
• Source: wf.coreweave.com

How I Consolidated Duplicate Delivery Pipelines With Parameters and Build Tags

Two modules in a repository had near-identical Azure DevOps build and release definitions. A third would have required another pair. The delivery chain used five definitions: one change decider, two b...

• Keywords: repeated deployment, builds repeated, identical azure, decides deployment, azure devops, deployment mechanics, builds compares, shared deployment, deployment tasks, duplicated release
• Source: devops.com

How LLMs Can Find a Needle in a Haystack

Debugging Agents in Different Environments - Live Workshop (Sponsored) Your agent returns something odd. Was it the prompt, a tool call that timed out, or a response your code could not parse? Without...

• Keywords: debugging agents, agent tracing, tracing chatbot, agents sentry, agent returns, agents different, slack agent, agent, agents, agent github
• Source: blog.bytebytego.com

MartyPC – A Cycle-Accurate IBM PC/XT Emulator

MartyPC is an emulator of early IBM PCs and compatibles. It supports Windows, Linux and macOS. Click here to access the MartyPC User Guide Builds are available through periodic releases. Newer, automa...

• Keywords: martypc emulator, build martypc, development martypc, martypc emulate, supported martypc, building martypc, making martypc, systems martypc, martypc pc, martypc uses
• Source: github.com

Microsoft explained why Windows 11 dropped these Windows 10 features

When Windows 11 launched in 2021, Microsoft did not just put a new coat of paint on Windows 10, although that was the general consensus. Redmond did rebuild major parts of the desktop experience, and...

• Keywords: taskbar windows, upper taskbars, rebuilt taskbar, taskbar left, taskbar new, 11 taskbar, taskbar rebuilt, taskbar moved, disappeared taskbar, taskbar customization
• Source: windowslatest.com

Training Text-to-Image Models 3.6× Faster

Linum v2 was bottlenecked by the enormous size of its attention context window. A 720p, 5 second clip cost a whopping 110K tokens. To put that in perspective, LLMs see samples with fewer than 8K token...

• Keywords: generative video, variational autoencoder, inception flow, vision encoder, video models, generative image, models imagenet, encoder learn, encoder learns, video generation
• Source: linum.ai

Which AI Analyst Holds Up Best for Your Hard Questions?

📌 Key takeaways

• 1. The field separates on challenging and hard questions: Spotter answered 70.6% of the challenging band, while the lowest engine managed 46.8%.
• 2. Spotter scored 82.8% on BIRD (ac...

• Keywords: engine scoring, internal benchmarks, public benchmark, score scrutiny, benchmark score, benchmarks, execution accuracy, bird benchmark, takes benchmark, benchmark

• Source: thoughtspot.com

Building Better PHP Containers: From Dockerfile Fundamentals to Production-Ready Images

-a648dc4ecb66---4 crawled_date: 2026-09-16T11:42:35.775864+00:00 feed_url: https://towardsdev.com/feed published: Wed, 16 Sep 2026 11:43:37 GMT

Member-only story Building Better PHP Containers: F...

• Keywords: php dockerfile, images docker, dockerfile fundamentals, php containers, docker, dockerfile, containers dockerfile, docker non, dockerfile contains, php images
• Source: towardsdev.com

ImpactGate: A merge gate that scores the structural decay AI adds

Measure and gate the structural decay a change introduces. Run it as a standalone CLI, a git pre-commit hook, or a plugin in GitHub, GitLab, and Jenkins CI. Website: https://impactgate.officefloor.net...

• Keywords: decay complexity, decay change, structural decay, writes impact, editing measured, commit impact, wmc_other complexity, impact files_changed, expensive decay, decay
• Source: github.com

Introducing TIN: full-text search for Postgres

One of the Postgres features our customers ask us for the most is full-text search. Today, we are excited to announce TIN: a fast, full-featured, reliable full-text search extension for Postgres. TIN...

• Keywords: text indexes, text indexing, text index, search indexes, index tin, searches pg_textsearch, index search, queries pg_textsearch, index postgres, pg_textsearch maintains
• Source: planetscale.com

MediaTek’s Dimensity 9600 Pro – Building an AI Flagship Chip For The Future

MediaTek’s latest flagship SoC platform firmly brings the company into the era of AI with the latest cores from Arm. Arm just recently announced its new high-performance CPU cores and neural-accelerat...

• Keywords: mediatek higher, cores mediatek, according mediatek, mediatek latest, phones mediatek, flagship soc, 9500 mediatek, mediatek results, mediatek strategy, mediatek
• Source: moorinsightsstrategy.com

The future of AI operations teams

The gap between an issue showing up in production and a fix going out is the constraint most teams shipping agents are now working against. Most of those teams have stopped asking whether they need ob...

• Keywords: evaluators running, watching evaluators, ai debugging, landing evaluators, agents eval, ai telemetry, observability evals, telemetry agents, evals traces, eval quality
• Source: arize.com

Untitled

We built Vijil on a single conviction: what gates scaling agent autonomy is not capability, it's trust. While the industry raced to benchmark reasoning and tool use, we argued the binding constraint w...

• Keywords: ai mandate, ai agents, agent autonomy, capability trust, trustworthiness hardening, autonomy capability, mandate agentic, agents aren, agentic ai, trust industry
• Source: vijil.ai

Reinventing issue tracking: Local-first and Git-native

A core ingredient of collaboration is a shared issue tracking environment. When I went to design issue tracking for Manganin, I already had some requirements in mind.

• The backing data for issues sho...

• Keywords: ubiquitous git, manage versioning, collaboration shared, tools support, tracking issues, collaboration, use git, git solution, tool manage, data git

• Source: blog.manganin.dev

Some things Veloren does differently

I’m one of the core developers of Veloren. Sadly, I don’t get much time to work on the project nowadays: if you’re a parent too you’ll understand, I’m sure. In this post I want to document some of the...

• Keywords: veloren worlds, developers veloren, veloren development, veloren interesting, veloren support, veloren diverse, ecs veloren, veloren procedural, choices veloren, instead veloren
• Source: blog.jsbarretto.com

Introducing Previews: Storybook for .NET

Previews brings Storybook-style, state-aware UI development directly into Hot Design — build, check, and fix any .NET page or control in every state it can be in, without touching your running app. If...

• Keywords: preview experience, app preview, built previews, previews, entirely previews, ios previews, state previews, previews define, preview mockup, previews uno
• Source: platform.uno

Mistral X Mozilla: Private, Multilingual AI Browsing

Today, we are announcing a partnership with Mozilla to bring privacy, control and choice to people using AI to browse online. Firefox Smart Window (beta), Mozilla’s AI browsing assistant, is now power...

• Keywords: ai firefox, mozilla ai, ai browsing, ai browse, window ai, innovations mozilla, autonomy browsing, ai providers, ai ecosystem, web mistral
• Source: mistral.ai

Backups Aren't Simple

Backups aren't simple Aleksandar Filipovski, 2026-09-16See also: John Salvatier’s excellent blog, Reality has a surprising amount of detail I read a comment somewhere that stuck with me, that went som...

• Keywords: backups hard, backups robust, backups failing, backups, backup, backups topic, backups simply, bother backups, make backup, backups aren
• Source: filipovski.net

How we load tested Depot Metal before scaling up

Stay in the loop How we load tested Depot Metal before scaling up We've recently been working on moving more GitHub Actions jobs onto Depot Metal so they can take advantage of the improvements in the...

• Keywords: replaying production, scaling depot, production load, production recreating, reproducing production, production traffic, limits production, synthetic workload, replayed production, reusable production
• Source: depot.dev

Helping older adults use AI in everyday life

Helping older adults use AI in everyday life In collaboration with OATS, bringing free, hands-on ChatGPT workshops to 1,000 older adults across 10 U.S. cities AI should be useful and accessible to eve...

• Keywords: adults ai, helping older, older adults, adults technology, use ai, ai everyday, ai useful, openai, help older, openai broader
• Source: openai.com

ThoughtSpot + ClickHouse Delivers Agentic Analytics at Scale

ThoughtSpot’s Native Connector Brings Governed Agentic Insights to Every ClickHouse Customer Agentic analytics, embedded customer-facing reporting, and everyday business metrics now demand the same th...

• Keywords: thoughtspot database, thoughtspot data, thoughtspot queries, queries thoughtspot, thoughtspot query, thoughtspot native, using thoughtspot, thoughtspot directly, concurrency thoughtspot, thoughtspot model
• Source: thoughtspot.com

University of Manchester Uses NVIDIA Earth-2 to Forecast Air Pollution Across the UK

Air pollution is a serious public health risk, contributing to an estimated 30,000 deaths in the U.K. alone last year. Data-driven insights can help — but computing air quality with traditional chemis...

• Keywords: climate nvidia, pollution models, weather pollution, generative pollution, pollution workflow, weather models, pollution model, pollution data, pollution scenarios, pollution fields
• Source: blogs.nvidia.com

Where to find OpenClaw security updates

As an open-source project, securing OpenClaw is ongoing work. A trusted group of maintainers, including security engineers from NVIDIA and Tencent, volunteer their time to review reports, investigate...

• Keywords: openclaw security, securing openclaw, openclaw contributors, openclaw ongoing, openclaw published, openclaw, work openclaw, explore openclaw, openclaw connects, page openclaw
• Source: openclaw.ai

GPT-5.6 Terra across every effort level | VulcanBench-SWE v4

September 16, 2026 · 114 runs · Code quality protocol v3.6 GPT-5.6 Terra across every effort level 114 runs through the Codex CLI on a ChatGPT subscription, 23 tasks at each of the five effort levels...

• Keywords: gpt terra, terra code, rate terra, terra api, terra effort, reports terra, level terra, terra combined, terra ran, terra input
• Source: vulcanbench.com

The LLMs yearn for the spines

The LLMs yearn for the spines You can't get them to stop talking about spines! Earlier this year I worked on a couple of AI-generated TLA+ specifications, and one thing I've noticed was that they all...

• Keywords: spine year, year spine, github search, spines 2026, github grew, github archive, yearn spines, explore github, github seen, case github
• Source: buttondown.com

A software thing I built: GPS on a 25MHz 486-SX

I don't know if anybody cares about stuff like this, but I thought I'd share a quick story about a project I was hired to build back in the 90's as an embedded systems software developer. This is a pr...

• Keywords: ran hardware, math processor, embedded systems, hardware platform, hardware, math computer, software ran, systems software, software rom, math built
• Source: forum.vcfed.org

How to connect AI usage to business value

How to connect AI usage to business value Understand how teams use ChatGPT Work and Codex, see the work behind the spend, and connect it to measurable outcomes. As more teams use AI, admins and busine...

• Keywords: task insights, insights admin, analytics chatgpt, analytics business, usage analytics, accomplish analytics, ai admins, insights helps, analytics, task breakdowns
• Source: openai.com

sem-ai 0.4.0: smaller responses, safer access, and pre-flight checks

AI coding agents work best when they receive the right information without unnecessary noise. They also need clearly defined permissions and reliable safeguards for the changes they make. sem-ai 0.4.0...

• Keywords: semaphore workflows, sem ai, semaphore contexts, semaphore configuration, support semaphore, changing semaphore, make sem, different semaphore, sem, use sem
• Source: semaphore.io

DuckDB Skills for Claude Code

DuckDB Skills for Claude Code TL;DR: The duckdb-skills plugin gives Claude Code a growing number of skills that use the DuckDB CLI to read data files, run queries, convert formats, explore object stor...

• Keywords: searches duckdb, duckdb skills, duckdb database, duckdb docs, duckdb read, use duckdb, skills duckdb, duckdb cli, check duckdb, duckdb related
• Source: duckdb.org

What is intelligent data extraction?

What is intelligent data extraction? Table of contents Intelligent data extraction reads a document and returns named, typed fields — not a page of text. Each field carries its value, plus a label des...

• Keywords: intelligent extraction, data extraction, document extracting, defined extraction, extracting data, extraction field, intelligent document, extraction api, extraction reads, extraction systems
• Source: nutrient.io

Building the new GitHub Copilot Inline Suggestions Model: Part One

Building the new GitHub Copilot Inline Suggestions Model: Part One September 16, 2026 by Julia Gong, Ben Liggett, and Ulugbek Abdullaev Completion-style ghost text, next edit suggestions near the curs...

• Keywords: inline suggestions, inline suggestion, github copilot, edits completions, code editing, copilot inline, suggestions edits, editing models, model completions, code edits
• Source: code.visualstudio.com

Converting between cosine similarity and concentration ratio

I’ve written three posts on cosine similarity lately. The first looked at interpreting cosine similarity. The second looked at an approximation related to the first. The third looked at how ranking ac...

• Keywords: cosine similarity, interpreting cosine, similarity normalized, according cosine, better cosine, similarity values, values cosine, sphere interpreted, similarity, word vectors
• Source: johndcook.com

FIPS 140-3 support in OpenSearch

For many organizations operating in regulated environments, strong cryptography is a prerequisite for software deployment. Starting with version 3.6, OpenSearch can run in a mode compliant with FIPS 1...

• Keywords: opensearch encrypt, cryptography opensearch, opensearch compliant, opensearch fips, opensearch_fips_mode, opensearch_fips_mode true, opensearch opensearch_fips_mode, fips compliance, fips compliant, requirements opensearch
• Source: opensearch.org

How workers are unlocking new ways of working

How workers are unlocking new ways of working New OpenAI Economic Research shows how workers use AI to do tasks outside their typical occupation and which new tasks they build into their workflow. Our...

• Keywords: occupation ai, work ai, worker ai, ai jobs, occupation tasks, tasks workers, ai tasks, occupation task, ai activities, new tasks
• Source: openai.com

Medusa Is Evolving. Cyber Resilience, Cyber Recovery, and ResOps Matter More Than Ever.

Key Takeaways

• The updated federal advisory documents new Medusa tactics, techniques, and more than 500 victims across critical infrastructure sectors.

• Attackers target more than production data; t...

• Keywords: ransomware medusa, medusa ransomware, medusa advisory, advisory medusa, federal medusa, ransomware updated, ransomware, medusa attacks, medusa risk, fbi cybersecurity

• Source: commvault.com

From Voice Agents to AI Avatars with Alexander Smola - #777

Voice AI has gotten remarkably good, but natural conversation remains a high bar. Small delays, awkward interruptions, or the wrong tone can quickly break the illusion—and adding vision and visual pre...

• Keywords: voice ai, audiovisual agents, agents audiovisual, ai avatars, voice agents, audiovisual, voice, ai agents, agents ai, ai
• Source: twimlai.com

Meet Purple: A Head Start for Your Ecommerce Store

A new store doesn’t have to start with an empty page. New stores on the WordPress.com Commerce plan start on Purple, a store-first theme built by WooCommerce. The shop page, product pages, the cart, a...

• Keywords: shop page, built woocommerce, woocommerce shop, product pages, checkout designs, templates shop, woocommerce, purple woocommerce, woocommerce theme, start store
• Source: wordpress.com

OpenAI expands ChatGPT ads with Sponsored Agents

Today, we’re introducing new AI-powered experiences to make ads more useful for people and advertising easier for businesses. We’re testing Sponsored Agents, which let people start a conversation with...

• Keywords: ai ads, chatgpt ads, ads chatgpt, making ads, advertiser existing, make ads, ads shopify, create ads, chatgpt ad, ad chatgpt
• Source: openai.com

Replacing Pull Requests with Delta

Today, we're launching the public beta of Delta, a multiplayer environment for coding with agents and reviewing what they build. We're building Delta because agents have fundamentally changed the way...

• Keywords: github teammates, collaborate delta, workflows collaboration, build collaborate, teammates review, delta multiplayer, teammates directly, delta agents, delta threads, thread agent
• Source: zed.dev

Arm publishes FYE26 Sustainable Business Report

Arm publishes FYE26 Sustainable Business Report Arm’s FYE26 Sustainable Business Report sets out our progress in helping shape a more efficient, inclusive, and sustainable future. AI is driving unprec...

• Keywords: innovation arm, arm publishes, report arm, arm create, arm agi, arm enabled, arm makes, work arm, based arm, arm important
• Source: newsroom.arm.com

Daily Reading List – September 15, 2026 (#867)

Now I’m in Boston getting ready to keynote a conference tomorrow. Check out some good items below on modern developer tooling, voice Ai apps, and how to think about software development. [article] The...

• Keywords: voice ai, keynote conference, voice applications, ready keynote, voice apps, keynote, ai apps, ai agent, tooling voice, agents manage
• Source: seroter.com

DeepSeek v4.1 Flash Is Now Our Best Hacking Model

DeepSeek V4.1 Flash produced an extraordinary result in our AI hacking benchmark. It gained code execution on all 11 vulnerable targets, while all four fixed targets remained secure. The accepted runs...

• Keywords: deepseek tested, deepseek strongest, deepseek planned, deepseek v4, expects deepseek, deepseek, deepseek worked, deepseek basic, deepseek completed, deepseek requested
• Source: enclave.ai

Let your agents run free with Turso Accident Protection

Agents delete things. Now you can undelete them. Restore databases for up to 5 days after deletion, on any paid plan, at no additional cost. You know the feeling: you ask your favorite coding tool to...

• Keywords: restore databases, databases restored, databases deleted, delete database, agents delete, database agents, databases days, delete things, days deletion, undo mistakes
• Source: turso.tech

U.S. acknowledges for the first time that it has deployed weapons in space

U.S. acknowledges for the first time that it has deployed weapons in space WASHINGTON — The United States has confirmed for the first time that it has deployed weapons in space, a remarkable revelatio...

• Keywords: satellite weapon, space threats, missile defense, intercepting missiles, shoot satellites, missiles, weapons space, threats russia, missiles launched, missile
• Source: npr.org

Visual Studio Code 1.138 (Insiders)

Visual Studio Code 1.138 (Insiders) Follow us on LinkedIn, X, Bluesky, Instagram | Follow Insiders Changelog on X or Bluesky Last updated: September 8, 2026 Welcome to the 1.138 Insiders release of Vi...

• Keywords: agent session, agent sessions, vs code, visual studio, agents chat, agents window, window session, session workspace, studio code, sessions chats
• Source: code.visualstudio.com