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I have written the daily tech summary and saved it to daily_tech_summary_2026-07-23.txt.
Featured Articles
You can now run same OCI images as containers or Firecracker microVMs
Run the same OCI image as a container, Firecracker microVM, Apple Silicon VM, Kubernetes workload, or AI agent task. No daemon required. No overlayfs. No separate VM images. ⚡ 30-Second Install • 🚀 Qu...
- Keywords: vm kubernetes, container runtime, containers vms, running container, container vm, kubernetes container, runc containers, container runc, container run, virtualization fully
- Source: github.com
Why your AI agent needs two sandboxes: Benchmark data
In Layered sandboxing for AI agents: OpenShift and OpenShell, we argued that neither NVIDIA OpenShell nor Red Hat OpenShift sandboxed containers alone cover the full threat surface of an AI coding age...
- Keywords: openshift sandboxed, sandbox openshell, openshell protection, openshell protections, openshell sandbox, containers openshell, agents openshift, exploits openshift, vm openshift, pods protection
- Source: developers.redhat.com
Helion on TPU: Towards Hardware Heterogeneous Kernel Authoring
Featured projects TL;DR Helion is PyTorch’s high-level DSL for writing performance-portable ML kernels. Partnering with Google, we have built a TPU backend that compiles Helion kernels to Pallas, prov...
- Keywords: performance kernel, kernel benchmarks, benchmark helion, tpu kernels, gpus highly, helion compiler, tpu computing, tpu gpu, optimized implementations, cuda cores
- Source: pytorch.org
Serve Kimi-K2.5-MXFP4 on MI355X with ATOM
Serve Kimi-K2.5-MXFP4 on MI355X with ATOM# In our previous Kimi-K2.5 posts, we moved from fused MoE optimization with FlyDSL [8] to W4A8 and W8A8 quantization with AMD Quark [9]. Those posts focused o...
- Keywords: flydsl_moe2_afp4_wfp4_bf16_t32x256x256_atomic_bnt2 dispatch, amd kimi, flydsl_moe1_afp4_wfp4_bf16_t32x64x256_w4 flydsl_moe2_afp4_wfp4_bf16_t32x256x256_atomic_bnt2, mxfp4 kernels, mxfp4 moe, atom mxfp4, mi355x benchmarked, mi355x atom, efficient gfx942, mi325x gpus
- Source: rocm.blogs.amd.com
Vera Rubin NVL72 vs GB200 NVL72? Inference TCO & Architecture Analysis
Vera Rubin NVL72 vs GB200 NVL72? Inference TCO & Architecture Analysis Rubin LUT Based Tensor Core, Feynman, Rack Scale, Perf Per MegaWatt, Perf Per Dollar, Software Improvements, Public Rubin Softwar...
- Keywords: nvl72 performance, nvl72 faster, nvl72 vs, nvl72 achieves, inferencex benchmarks, nvl72 results, nvl72 inference, nvl72 directly, nvl72 official, 2026 benchmarks
- Source: newsletter.semianalysis.com
Introducing AMD ROCm™ Infera: Scaling Goodput for Agentic AI with Distributed Inference Orchestration
Introducing AMD ROCm™ Infera: Scaling Goodput for Agentic AI with Distributed Inference Orchestration# Today we are introducing AMD ROCm™ Infera, a distributed inference reference solution for large-s...
- Keywords: sglang amd, ai amd, inference gpu, ai distributed, broader amd, aggregate gpu, execution engine, performance extending, mitigated amd, amd agi
- Source: rocm.blogs.amd.com
The future of AI is community driven and open
Kubernetes has become the de facto operating system for AI. In CNCF’s 2025 Annual Cloud Native Survey, 82% of container users now run Kubernetes in production, and 66% of organizations hosting generat...
- Keywords: kubernetes ai, kubernetes workload, run kubernetes, building kubernetes, internet kubernetes, kubernetes, kubernetes production, kubernetes facto, routine kubernetes, linux kubernetes
- Source: cncf.io
Bringing Nunchaku 4-bit Diffusion Inference to Diffusers
Bringing Nunchaku 4-bit Diffusion Inference to Diffusers Most of these backends are weight-only. This means that they store the weights in low precision and dequantize them back to high precision at c...
- Keywords: nunchaku kernel, diffusers nunchaku, memory nunchaku, nunchaku engine, nunchaku checkpoint, nunchaku reduces, use nunchaku, examples convert_nunchaku_lite_diffusers, nunchaku bit, load nunchaku
- Source: huggingface.co
Stop Hardcoding External URLs in Kubernetes: A Guide to ExternalName Services
-a648dc4ecb66---4 crawled_date: 2026-07-23T12:24:03.640245+00:00 feed_url: https://towardsdev.com/feed published: Thu, 23 Jul 2026 12:03:15 GMT
Stop Hardcoding External URLs in Kubernetes: A Guid...
- Keywords: kubernetes resolves, kubernetes connecting, kubernetes dns, kubernetes service, connect kubernetes, kubernetes shows, kubernetes handled, urls kubernetes, notice kubernetes, using kubernetes
- Source: towardsdev.com
Mount Here, Read There: Twin Path Traversal CVEs in Kubernetes Storage
filepath.Join was never designed to be a security boundary. We found two CSI drivers that shipped on the assumption it was, and the result was cross-tenant data access with optional node destruction,...
- Keywords: filepath securejoin, kubernetes security, kubernetes csi, kubernetes nfs, nfs kubernetes, path kubernetes, disclosure kubernetes, vulnerabilities nfs, storage kubernetes, kubernetes storage
- Source: sentinelone.com
Optimize OpenShift workloads with software-defined memory
As organizations deploy increasingly sophisticated AI, analytics, and entity-resolution workloads, they're discovering a common bottleneck: memory. Many modern applications are no longer constrained b...
- Keywords: compute infrastructure, servers memory, memory infrastructure, memory utilization, bottleneck workloads, memory economically, memory resources, cluster memory, ai workloads, denser workloads
- Source: developers.redhat.com
Package Name Prefixes
PEP 752 was accepted at the end of June. It lets an organisation apply to PyPI to reserve a package name prefix, after which new uploads matching that prefix are rejected unless they come from the gra...
- Keywords: package prefixes, package prefix, prefix packages, package names, pypi packages, packages pypi, package pypi, prefixes pypi, packages organisation, prefixes google
- Source: nesbitt.io
AMD 6th Gen EPYC Venice: 256 Cores, 1.6TB/s, and the First PCIe Gen 6 Server CPU
Advancing AI 2026 was AMD’s biggest launch event yet, big enough that we split our coverage in two. Our first article covered the Instinct MI455X and the 72-GPU Helios rack; this sister piece covers w...
- Keywords: amd cpu, cpu vera, purpose processor, venice amd, processor, purpose cpu, spec cpu, intel xeon, amd benchmark, cpu based
- Source: storagereview.com
Onboard and Deploy Custom Models in AMD AI Workbench
Onboard and Deploy Custom Models in AMD AI Workbench# The AIM Catalog gives you a curated set of models that are ready to deploy on AMD hardware, but sometimes you might want to run a model that isn’t...
- Keywords: deploy amd, models amd, workbench amd, deploy models, model onboarding, onboarded model, onboarding model, amd enterprise, model deployment, workflow amd
- Source: rocm.blogs.amd.com
Announcing vLLM AFD Plugin: Disaggregating Attention and FFN for Flexible MoE Serving
Announcing vLLM AFD Plugin: Disaggregating Attention and FFN for Flexible MoE Serving We are excited to introduce vLLM AFD Plugin, an experimental external plugin that brings Attention-FFN Disaggregat...
- Keywords: gpu attention, attention ffn, disaggregating attention, attention api, hardware aware, attention service, ffn execution, afd vllm, attention, vllm afd
- Source: vllm.ai
Sustaining OpenTelemetry: What a 10-week contributor cohort actually looks like
A follow-up to our earlier post: “Sustaining OpenTelemetry: Moving from Dependency Management to Stewardship”
In April 2026, the Cloud Native Computing Foundation (CNCF), the OpenTelemetry (OTel)...
- Keywords: contributor pipeline, opentelemetry community, contributions opentelemetry, bloomberg engineers, opentelemetry partnership, opentelemetry governance, sustaining opentelemetry, contributors practical, bloomberg developed, bloomberg infrastructure
- Source: cncf.io
Provisioning for the Agentic Era: How Databricks Built a Self-Serve Infrastructure Vending Machine
by Evan Pandya, Greg Wood and Joel Thomas At Databricks, our field engineering organization exists to help customers succeed. That means building demos, reproducing issues, testing features against re...
- Keywords: design databricks, reasonably databricks, built databricks, approaching databricks, databricks built, databricks nearly, build databricks, possible databricks, databricks, databricks databricks
- Source: databricks.com
Debugging Ray Tracing Applications Using NVIDIA OptiX Toolkit
NVIDIA OptiX ray tracing engine is an application framework for achieving optimal ray tracing performance on the GPU. Applications using OptiX can fail in ways that are difficult to diagnose: an inval...
- Keywords: optix logging, debugging nvidia, checking optix, optix log, tracing performance, tracing applications, nvidia optix, optix toolkit, otk_error_check optixinit, using optix
- Source: developer.nvidia.com
The production platform for open-weight AI inference
We're releasing a significant update to our inference platform, giving you complete control over performance, cost, and quality without building your own stack. Models go live in minutes and every dep...
- Keywords: open weight, new weights, training beta, weight endpoint, custom training, model platform, weights, model weights, models teams, platform models
- Source: together.ai
Cruller: Bun's Zig Runtime, Continued on Zig 0.16
Cruller: a production-focused Bun runtime ported to Zig 0.16 Cruller is a fork of the last Zig-based Bun release, reduced to the parts needed to run already-built production JavaScript servers and por...
- Keywords: zig build, cruller production, zig versions, cruller fork, versions zig, supported zig, cruller vanilla, cruller releasefast, cruller, fork zig
- Source: ziggit.dev
Hyperloom - Autonomous Agentic Inference Optimization for AMD GPUs
Hyperloom - Autonomous Agentic Inference Optimization for AMD GPUs# AMD is excited to introduce ROCm™ Hyperloom, a new open-source, agentic system aimed at automating the time-consuming task of optimi...
- Keywords: hyperloom optimize, hyperloom optimizes, hyperloom_inference_optimizer, hyperloom architecture, hyperloom optimization, hyperloom_inference_optimizer 0a1, engine hyperloom, 0a1 hyperloom_inference_optimizer, hyperloom core, hyperloom running
- Source: rocm.blogs.amd.com
Show HN: OneCLI – OSS credential gateway that keeps secrets out of AI agents
The secret vault for AI agents. Store once. Inject anywhere. Agents never see the keys. OneCLI is an open-source gateway that sits between your AI agents and the services they call. Instead of baking...
- Keywords: onecli architecture, onecli agents, credentials onecli, onecli gateway, gateway onecli, runs onecli, onecli onecli, onecli, run onecli, risk onecli
- Source: github.com
Vulkan Tutorial
Introduction Read before following this tutorial This tutorial was written shortly after Vulkan was initially released, back in 2016. A lot has changed since then and this tutorial no longer reflects...
- Keywords: vulkan graphics, vulkan api, api vulkan, vulkan using, using vulkan, overview vulkan, use vulkan, learn vulkan, vulkan sdk, vulkan program
- Source: vulkan-tutorial.com
From tokens to tasks: Why agentic AI changes the infrastructure conversation
From tokens to tasks: Why agentic AI changes the infrastructure conversation At 8:42 a.m., a developer opens her laptop to a red build, a failing test and a release branch waiting. Instead of combing...
- Keywords: tasks agentic, agentic workflow, agentic ai, ai changes, ai behave, agentic infrastructure, response agentic, workloads agentic, reports ai, ai plans
- Source: newsroom.arm.com
6 Ways to Achieve Sovereign API Management
6 Ways to Achieve Sovereign API Management Posted in PlatformsStrategy Kristopher Sandoval July 23, 2026 The regulatory framework has changed significantly over the last decade. GDPR was once largely...
- Keywords: sovereign apis, apis sovereign, sovereign api, sovereignty api, data sovereignty, sovereign data, digital sovereignty, governed api, cloud sovereign, sovereign cloud
- Source: nordicapis.com
ReactJs CRUD with typescript and json-server
-a648dc4ecb66---4 crawled_date: 2026-07-23T12:24:03.640245+00:00 feed_url: https://towardsdev.com/feed published: Thu, 23 Jul 2026 12:03:17 GMT
ReactJs CRUD with typescript and json-server TODO a...
- Keywords: reactjs crud, crud typescript, crud data, basic crud, crud form, learn crud, crud create, plain crud, server crud, crud
- Source: towardsdev.com
Geekbench 7
Geekbench 7, the latest version of Primate Labs’ cross-platform benchmark, has arrived and features both new and improved workloads to measure the performance of your CPUs and GPUs. Geekbench 7 is ava...
- Keywords: workloads geekbench, benchmark geekbench, geekbench workload, geekbench pro, device geekbench, apps geekbench, geekbench latest, geekbench, geekbench tasks, gpus geekbench
- Source: geekbench.com
Google Launches CodeMender AI Agent to Find, Validate, and Patch Vulnerabilities
Google has introduced CodeMender, a new AI-powered code security agent designed to find, validate automatically, and patch vulnerabilities at machine speed, as organizations face a surge in AI-driven...
- Keywords: codemender ai, agent codemender, deepmind codemender, codemender google, patching agent, codemender currently, defense codemender, ai agent, ai threat, introduced codemender
- Source: cybersecuritynews.com
Instinctive and EPYC; VAST Data sets up widespread AMD CPU/GPU collaboration
Instinctive and EPYC; VAST Data sets up widespread AMD CPU/GPU collaboration VAST Data is setting up a deal with AMD for its AI OS software to support AMD EPYC and Instinct processors, and reference h...
- Keywords: amd ai, vast amd, gpus vast, gpu competitor, vast ai, gpu collaboration, ai infrastructure, gpus amd, widespread amd, accelerated computing
- Source: blocksandfiles.com
Send an Email by Hand: The Raw SMTP Conversation (and Why You Should Not Do It in Production)
Send an Email by Hand: The Raw SMTP Conversation (and Why You Should Not Do It in Production) Every email your application sends is, underneath the library and the API, a short text conversation betwe...
- Keywords: smtp conversation, raw smtp, smtp flow, sends production, production sending, talk smtp, sends mail, smtp send, smtp actual, api send
- Source: devops-daily.com
Emacs Is a Lispboard
Emacs is a Lispboard What would have happened if Emacs' default buffer had been a terminal emulator? Conceptually, from the outside, it would be perceived as a terminal on steroids with Lisp as its sc...
- Keywords: buffer emacs, buffer terminal, emacs history, emacs buffer, terminal emulator, emacs revisited, emacs default, default buffer, happened emacs, emacs kept
- Source: en.andros.dev
I Regret Migrating to Codeberg
I Regret Migrating to Codeberg A brief comment on Codeberg’s new terms, and why a free-software host deciding which projects are welcome worries me more than the bans themselves. My primary reason for...
- Keywords: github turned, leaving github, codeberg banning, bans microsoft, github, github remember, backup codeberg, ban codeberg, codeberg new, website github
- Source: xn--gckvb8fzb.com
July 2026: LangChain Newsletter — NemoClaw Blueprint, OpenWiki Brains, and More
This month, Jensen Huang and Harrison talk why companies need open agent systems. Also new: our NVIDIA blueprint and a free LangSmith Sandboxes trial. Plus, Interrupt is hitting the road to NYC and Lo...
- Keywords: open agent, building agents, agents built, build agent, agent builder, agents use, agents upcoming, agents blueprint, helping agents, improving agents
- Source: langchain.com
Majestic Labs wants to solve memory-bound GPU problem
Majestic Labs wants to solve memory-bound GPU problem Startup Majestic Labs wants to solve problem causing KV caching scheme by getting rid of AI inferencing’s need for high-bandwidth memory. Its Prom...
- Keywords: gpu memory, costly gpus, unified memory, memory prometheus, gpus, gpu server, performance gpu, bound gpu, shared memory, bandwidth memory
- Source: blocksandfiles.com
Protecting our FLOSS commons from LLMs
In Brief:
Two motions regarding "artificial intelligence" and Large Language Models (LLMs) were voted on among Codeberg e. V. members and passed.
We are promising to not use any of your data to tr...
Keywords: llms codeberg, codeberg development, voted codeberg, concerned codeberg, projects codeberg, code codeberg, ai codeberg, codeberg members, infrastructure codeberg, codeberg operate
Source: blog.codeberg.org
The foundation: Why Temporal for a data pipeline?
In this series, I walk through building a PII-compliant complaint ingestion pipeline for a large enterprise — using Temporal as the orchestration layer. The full working code is available at https://g...
- Keywords: temporal web, requirements temporal, temporal orchestration, temporal build, data pipeline, temporal records, project temporal, temporal provides, pipeline processes, temporal building
- Source: temporal.io
Rails 8 Introduces Kamal 2 For Zero Downtime Deployments
Rails 8 ships with Kamal 2 pre-configured, so every new app can deploy to any Linux server with zero downtime and automatic SSL — no PaaS required. Many teams pay for expensive Platform-as-a-Service s...
- Keywords: deployments rails, deploy rails, deployments kamal, kamal deployment, deploying kamal, gemfileconfig deploy, kamal deploy, kamal rails, gem gemfileconfig, kamal configured
- Source: blog.saeloun.com
Run large language models at home, BitTorrent‑style
Petals Run large language models at home, BitTorrent‑style
Generate text with Llama 3.1 (up to 405B), Mixtral (8x22B), Falcon (40B+) or BLOOM (176B) and fine‑tune them for your tasks — using a consu...
Keywords: llm apis, chatbots, language models, 180b chatbots, chatbots interactive, batch inference, apis, text llama, large language, api
Source: petals.dev
Start Customizing NVIDIA Nemotron 3 Nano with Prime Intellect Lab in Minutes
Customization is what enables developers to take a general model and tailor it to use cases, domains, languages, and more. However, customization comes with a few challenges. It requires infrastructur...
- Keywords: model customization, learned customization, customize nvidia, customization techniques, learning nvidia, customization tools, begin customizing, customized model, customization comes, customization
- Source: developer.nvidia.com
Free way to get your data out of ChatGPT Business accounts
Leaving a ChatGPT business account? This tool saves your conversations before they're gone. ChatGPT's business and Team accounts often have no "Export data" button — the one-click archive that persona...
- Keywords: export chats, export_chats, saved chats, chat archive, log chatgpt, python export_chats, exports chats, leaving chatgpt, downloads scrapemychats, logged chatgpt
- Source: github.com
Best GitHub Actions Alternatives in 2026
GitHub Actions became the default CI/CD choice for millions of repositories simply because it’s built into GitHub. But “default” and “best” are not the same thing — and in 2026, the gap between the tw...
- Keywords: versus github, alternative github, best github, cheaper github, github ecosystem, github actions, github reliability, smaller github, performance github, tooling github
- Source: semaphore.io
Launch HN: Screenpipe (YC S26) – Power your agents by your 24/7 screen recording
Hi Hacker News, I'm Louis. I built Screenpipe ( https://screenpipe.com), an app that records your screen and audio locally (only!), and gives AI agents a searchable memory of what you've seen, said, a...
- Keywords: ai apps, files ai, skills screenpipe, searchable memory, build ai, screenpipe record, built ai, software humans, screenpipe features, ai access
- Source: news.ycombinator.com
How we test PDF extraction: the opendataloader-bench benchmark
How we test PDF extraction: the opendataloader-bench benchmark Table of contents Benchmark numbers in marketing copy are easy to distrust. A number published without a reproducible methodology, a name...
- Keywords: extraction benchmarks, benchmark documents, pdf benchmarks, pdf parsers, contents benchmark, document corpus, pdf extraction, published extraction, parser overall, bench corpus
- Source: nutrient.io
Introducing Cache Response Rules
Introducing Cache Response Rules Today we’re excited to announce Cache Response Rules. These are a new rule type that runs after an origin server replies but before Cloudflare caches the content. If y...
- Keywords: cloudflare caches, cloudflare cache, cache cloudflare, cache response, caches response, response cache, cached cloudflare, cacheable response, cache origin, phases http_response_cache_settings
- Source: blog.cloudflare.com
OpenAI's accidental cyberattack against Hugging Face is science fiction
OpenAI’s accidental cyberattack against Hugging Face is science fiction that happened 22nd July 2026 This story is wild. The short version: OpenAI were running a cybersecurity test against an unreleas...
- Keywords: vulnerabilities openai, exploit openai, agents exploit, agentic security, exploitgym cyber, attack openai, exploitgym ai, exploitgym paper, attack agentic, attacker agents
- Source: simonwillison.net
Cost per successful task: Benchmarking Kimi K3, GPT-5.5, and 8 more AI models
Arize and Fireworks tested 10 open and closed models (including the newly released Kimi K3) on 40 real agent tasks and 2,400 runs, measuring pass rates, retries, coverage, and cost per successful task...
- Keywords: cost models, models costs, cost model, model costs, costs model, model costing, cost inference, models cost, optimize cost, strategy cost
- Source: arize.com
Geekbench 7 Analysis and Early Results
Geekbench 7 Analysis and Early Results
Ken Addison Today, Primate Labs is releasing Geekbench 7, the newest version of its cross-platform CPU and GPU benchmark. It is available now for Windows, macO...
Keywords: geekbench newest, geekbench new, platforms geekbench, geekbench vs, vs geekbench, test geekbench, geekbench analysis, geekbench introduces, cores geekbench, ran geekbench
Source: signal65.com
Java UI in 2026: A Practical Guide to Desktop and Web Modernization
TL;DR This article is for Java teams that maintain important desktop applications and need to decide what to do next: keep the desktop UI, move parts of the application to the browser, modernize gradu...
- Keywords: java ui, desktop java, ui java, swing applications, swing application, application java, application swing, screens java, java instead, java application
- Source: blog.vaadin.com
NerdLens: Mirror your computer with cardboard VR
Put your computer screen in a headset you already own. A wired, open-source VR desktop experiment for iPhone and Google Cardboard. NerdLens captures your desktop, compresses it into JPEG frames, sends...
- Keywords: ios cardboard, screen streaming, vr display, virtual screen, experiment iphone, vr desktop, vr environment, virtual display, screen capture, vr
- Source: github.com
When Kubeflow meets Cilium: Debugging 60% idle GPUs in Kubernetes
The symptom that made no sense The first time we saw it, we didn’t trust the dashboard. A distributed training job was scheduled and healthy — every pod was running, no crashes, no OOMKills, nothing i...
- Keywords: gpu workers, cluster failure, safety rule, gpu tainted, safety, gpu cluster, intentional safety, gpus idle, training synchronizes, gpus
- Source: cncf.io
Getting Started with OpenClaw: Installation and Your First AI Agent
As artificial intelligence continues to permeate various sectors, the flexibility and power of open-source AI frameworks have become indispensable. However, for developers eager to leverage these fram...
- Keywords: openclaw ai, openclaw agent, ai agents, ai agent, agent frameworks, agents ai, agent development, agent capabilities, ai tutorials, openclaw promising
- Source: collabnix.com
How much energy do data centers and artificial intelligence use?
How much energy do data centers and artificial intelligence use? Data centers consume around 1.5% of global electricity, but demand is very geographically concentrated. Few — if any — technologies hav...
- Keywords: electricity consumption, ai electricity, energy demand, ai energy, energy consumption, electricity ai, consumption electricity, electricity demand, energy ai, electricity consumed
- Source: ourworldindata.org
What happened to TheNumbers.com
What just happened to TheNumbers.com should worry us all The inside story of how one of film data's most trusted sites vanished overnight, and why every website you rely on is more fragile than you th...
- Keywords: website vanished, sites vanished, vanished site, vanished overnight, survived website, numbers happened, site alive, movie numbers, website worth, site tracked
- Source: stephenfollows.com
Learn WebGPU for C++
Learn WebGPU¶ For native graphics in C++. This documentation walks you through the use of the WebGPU graphics API to create native 3D applications in C++ from scratch, for Windows, Linux and macOS. Qu...
- Keywords: learn webgpu, webgpu code, webgpu graphics, write webgpu, webgpu native, vanilla webgpu, use webgpu, construction webgpu, raw webgpu, webgpu
- Source: eliemichel.github.io
Powerful AIs might escape containment by releasing themselves as open-weight models
Powerful AIs might escape containment by releasing themselves as open-weight models Before large language models, people who worried about AI safety often talked about the “boxing problem”. It goes li...
- Keywords: ai safety, ai convince, building ai, powerful ais, ais escape, worried ai, superintelligence persuading, escaping superintelligent, mind ai, tightly ai
- Source: seangoedecke.com
We Asked an Independent Lab to Time Us. Here’s What They Found.
A new Principled Technologies benchmark tested VMware Data Services Manager 9.1 against manual PostgreSQL operations across five real world scenarios. It’s Tuesday afternoon. A developer submits a tic...
- Keywords: replica pg_hba, management postgresql, postgresql ha, cluster deployment, cluster setup, provisioning ha, ha cluster, faster provisioning, postgresql conf, cluster runs
- Source: blogs.vmware.com
The Caldera-Microsoft Lawsuit of 1996
On July 23, 1996, Novell sold the intellectual property of Digital Research to Linux vendor Caldera. The common thread the two companies had was Ray Noorda. Noorda had been CEO of Novell and was Novel...
- Keywords: microsoft caldera, caldera linux, caldera sued, caldera lawsuit, caldera dos, sued caldera, lawsuit microsoft, dos microsoft, sued microsoft, dos caldera
- Source: dfarq.homeip.net
Your AI agents are ready. Is your data?
Your AI agents are ready. Is your data? Sirish Chandrasekaran VP, Product Management, Data Analytics What’s one of the biggest bottlenecks stopping organizations from scaling their AI initiatives? It...
- Keywords: ai infrastructure, data agents, ai agents, scaling ai, data ai, agentic ai, ai optimized, optimized agentic, ai data, ai initiatives
- Source: cloud.google.com
Brow6el: A full-featured web browser for the terminal using Chromium
This reporitory [https://tangled.org/janantos.tngl.sh/brow6el] is now the main and only source of truth, previous on Codeberg [https://codeberg.org/janantos/brow6el] is kept for referrence only. I hav...
- Keywords: platform brow6el, ssh brow6el, protocol brow6el, brow6el using, brow6el uses, brow6el browser, brow6el terminal, protocols brow6el, usable brow6el, brow6el provides
- Source: tangled.org
Dell’s XPS Line Comes Roaring Back with the XPS 14 Laptop — Research Note
Until recently, Dell had been working to unwind the XPS laptop brand that it built over many years. To my mind, this unwinding was one of the worst marketing ideas the company ever had, and it would l...
- Keywords: dell competitors, dell xps, better dell, xps laptop, liked dell, xps brand, dell opted, dell uses, laptop expectations, xps experience
- Source: moorinsightsstrategy.com
Event Driven Orbs
<p>Amp's orbs can now receive requests and react to events outside Amp.</p> <p>That means an orb can wake up when CI fails on GitHub, when someone opens a Linear issue, when a monitor raises an alert,...
- Keywords: github event, orb github, amp orbs, monitor github, amp events, orb repository, github work, github webhook, github issues, describing github
- Source: ampcode.com
How to Win the Largest Market in AI
How to Win the Largest Market in AI Production is the product. America | Tech | Opinion | Culture | Charts There’s a certain rhythm in the history of computing: we can call it the specialization turn....
- Keywords: ai production, hardware machines, gpu reason, purpose gpu, processor, machine technologies, hardware, ai chip, build hardware, production chip
- Source: a16z.news
Why Software Factories Fail (or: harness engineering is not enough)
or: harness engineering is not enough Note I run a company (HumanLayer) building tools in the human/agent collaboration space, so what I'm gonna say below may be a tad biased. Perhaps in spite of that...
- Keywords: harness engineering, coding production, software factories, ai engineer, software factory, coding agents, engineering coding, ai loops, convince harness, thinking outsourced
- Source: github.com
AI subscriptions will end
AI subscriptions will end Most of us first met AI through a monthly subscription. You pay a fixed fee, open a chat, and use one of the most advanced models in the world. It feels like Netflix or Spoti...
- Keywords: ai subscriptions, ai spending, ai monthly, cost ai, ai budget, ai consumes, fund ai, price ai, ai usage, subscription plan
- Source: constellationgate.ai
Is your data stack ready for AI? | Blog | Fivetran
Is your data stack ready for AI? The demands data teams are facing are changing faster than most data infrastructures were built to support. AI agents don't wait for batch jobs, don't tolerate inconsi...
- Keywords: data infrastructure, data infrastructures, ai data, open data, data teams, ai tools, agent analytics, ai runtime, pipelines ai, architecture data
- Source: fivetran.com
The agent outgrew your laptop
The agent's run on your laptop all week, and for demos and one-off tickets that was fine. Then you hand it a real one: bump a dependency with a CVE across every service that pins it, run each service'...
- Keywords: agent service, agent run, agent run_sync, agent compute, agent shell, agent needs, build agent, agent agent, output agent, instrument_pydantic_ai agent
- Source: pydantic.dev
Which is the best React rich text editor? Seven options compared
Updated on July 23, 2026 Rich text editors are a core component of many web and mobile applications. They allow users to create text with bolding, emphasis, fonts, colors, and even embedded multimedia...
- Keywords: text rich, rich text, wysiwyg rich, text editor, text editors, editors react, editor supports, editor react, extensible editor, editor framework
- Source: contentful.com
Why Every Agent Needs a Face
Why Every Agent Needs a Face Treat AI as your next user, not another feature. When every agent has a face, capabilities exist once and work everywhere, for people and agents alike. For most of the his...
- Keywords: treat ai, agent face, ai assistant, idea agent, software humans, feature agent, agents useful, agent interface, agent needs, think ai
- Source: builder.io
AT&T and Microsoft scale trillion-token workloads with Microsoft Foundry and AMD
First-of-its-kind telecom AI deployment Telecommunications organizations are increasingly looking to AI to help teams navigate highly specialized domains, but generic models often lack the industry-sp...
- Keywords: managed compute, telecom ai, ai infrastructure, advancing telecom, ai gpus, telecom focused, operating telecom, deployment telecommunications, deeper telecommunications, build ai
- Source: azure.microsoft.com
Don’t Trust the Diff: Making AI-Generated Code Reviewable And Maintainable
Coding agents changed implementation economics faster than they changed confidence. They let us produce more code, more quickly, but they did not make reviewers any better at understanding system-wide...
- Keywords: consequences kubernetes, agents changed, broader kubernetes, reviewers longer, understand changes, centralized safety, kubernetes automation, systems competing, changes easier, diff discipline
- Source: kubex.ai
How We Benchmark Deep Agents
Agent design is hard, in no small part because evaluation of agents is hard. As we develop Deep Agents - our open source, model agnostic agent harness - we are constantly faced with many decisions: ho...
- Keywords: agent benchmarking, agents benchmarking, evaluation agents, agent evals, running agent, agent tasks, deep agents, eval runner, judging agent, agent running
- Source: langchain.com
Observability for every Supabase project with Grafana Cloud
The Grafana Cloud integration is available in Supabase. You've been able to connect Supabase to Grafana Cloud for years, and now you can connect to it instantly with the push of a button. From your Su...
- Keywords: supabase grafana, cloud supabase, grafana cloud, observability cloud, supabase dashboard, hosted grafana, cloud dashboards, cloud dashboard, cloud integration, observability dashboard
- Source: supabase.com
Show HN: Whetuu – a zero-config cross-shell prompt written in Zig
~/install One command
- Run it. The installer detects your platform, checks the download against the published SHA256SUMS , puts the binary in ~/.whetuu/bin , and adds two lines to the config of the...
- Keywords: whetuu install, run whetuu_no_modify, removing whetuu, install sh, install command, whetuu removing, shell whetuu, shell install, whetuu_no_modify makes, edit installer
- Source: yamafaktory.github.io
The Blueprint: How Voicify makes AI-enabled ordering a delight for customers
The Blueprint: How Voicify makes AI-enabled ordering a delight for customers Nick Laidlaw CTO & co-founder, Voicify Aadu Pirn Director of Engineering, Voicify Welcome to The Blueprint, a new feature w...
- Keywords: phone ai, voicify voice, voice assistant, engineering voicify, voicify reimagines, blueprint voicify, ai assistants, voicify, voice driven, driven assistants
- Source: cloud.google.com
Why Adding More AI Agents Made Our System Slower
As you start deploying more and more agents, however, you begin noticing strange anomalies. Slowly but steadily, latency starts increasing. At first, you assume it’s the LLM providers. Maybe the new O...
- Keywords: openai model, llm agents, realization openai, openai, new openai, openai claims, 000 agents, agent llm, num_agents agents, deploying agents
- Source: towardsdatascience.com
5 Best Voice AI APIs for Developers (Beyond Vapi & ElevenLabs)
-f2ba5b8f6eb3---4 crawled_date: 2026-07-23T15:24:48.382363+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Thu, 23 Jul 2026 14:19:58 GMT
5 Best Voice AI APIs for Developers (B...
- Keywords: benchmark voice, compared vapi, comparable voice, voice ai, vs vapi, voice catalog, vapi alternatives, comparison articles, voice agents, search vapi
- Source: blog.dataengineerthings.org
Outperforming Fable 5 at half the price: meet model synthesis, a new server-side tool on DigitalOcean Inference Engine
By Hemasumanth Rasineni and Tyler Gillam Anyone building with AI eventually hits the same tradeoff: how to get the most intelligence per dollar, the right model at the right cost for each task. That’s...
- Keywords: synthesizing models, benchmarked model, inference engine, synthesizer benchmarked, benchmark model, model synthesizer, model synthesis, models best, model running, tasks synthesizing
- Source: digitalocean.com
July 23 1985, Commodore introduced its Amiga 1000: 10 years ahead of its time
On July 23, 1985, Commodore introduced its Amiga 1000 computer. And let’s just say the world wasn’t ready for it yet. Dave Haynie, a Commodore engineer who worked on the later models, has said there w...
- Keywords: computers amiga, amiga operating, early amiga, introduced amiga, amiga 1000, amiga launched, amiga demonstrated, amiga really, amiga, initially amiga
- Source: dfarq.homeip.net
NVIDIA AI Supercomputer Comes Online at Naval Postgraduate School
NVIDIA founder and CEO Jensen Huang today visited the Naval Postgraduate School in Monterey, California, to commission an NVIDIA DGX GB300 system — bringing one of the world’s most powerful AI platfor...
- Keywords: nvidia ai, nvidia researchers, nvidia mission, supercomputer nvidia, nvidia collaboration, nps nvidia, nvidia founder, learn nvidia, nvidia dgx, supercomputer
- Source: blogs.nvidia.com
Software rendering in 500 lines of bare C++
Software rendering in 500 lines of bare C++ In this series of articles, I aim to demonstrate how OpenGL, Vulkan, Metal, and DirectX work by writing a simplified clone from scratch. Surprisingly, many...
- Keywords: software rendering, demonstrate opengl, producing renderers, opengl vulkan, opengl, software renderer, graphics api, graphics libraries, rendering, write gpu
- Source: haqr.eu
Why Model Routing Backfires and How to Build Agents That Don’t Burn Your Budget
Why Model Routing Backfires and How to Build Agents That Don’t Burn Your Budget Model routing promises to cut your AI agent spend by offloading routine tasks to cheaper models like Claude Haiku while...
- Keywords: token efficiency, routing backfires, routing sacrificing, token costs, savings routing, cache routing, cost cache, costs switching, token cost, benefits routing
- Source: jfrog.com
Repositioning PostHog
Repositioning PostHog Contents As PostHog enters its next chapter, we have spent the last 6 weeks going all in repositioning as the company that makes your product self-driving. This is how we are spe...
- Keywords: repositioning posthog, posthog analytics, positioned posthog, posthog positioned, analytics positioning, internalize posthog, posthog leading, posthog desktop, posthog contents, desktop posthog
- Source: posthog.com
The case for a cooldown: Why Dependabot now waits before issuing version updates
The case for a cooldown: Why Dependabot now waits before issuing version updates A new default three-day cooldown delays version update pull requests so maintainers and security researchers can addres...
- Keywords: malicious versions, compromised builds, poisoned versions, malicious version, package poisoned, compromised build, version updates, malicious npm, poisoned version, dependencies longer
- Source: github.blog
LLMs break down in funny ways when told the Jacobian Conjecture counterargument
On Sunday night, Anthropic researcher Levent Alpöge casually tweeted a surprisingly simple counterargument to the Jacobian Conjecture, a mathematics problem that has been unproven for over 80 years. S...
- Keywords: llms counterargument, identified counterargument, believed counterargument, counterargument llm, counterargument knowledge, counterargument identifed, counterargument actually, discovery counterargument, counterargument comment, counterargument
- Source: minimaxir.com
Show HN: Remux – an open-source tmux workspace designed for iPhone
A native iOS client for remote tmux workspaces. remux-readme.mp4 Remux is a native iOS client for remote tmux workspaces, built on Ghostty. It brings tmux's session, window, and pane model into a mobi...
- Keywords: images tmux, remote tmux, tmux, tmux sessions, tmux session, mp4 remux, remux native, remux xcodeproj, tmux workspaces, images remote
- Source: github.com
A Beginner’s Guide to Clocks, Causality, and Ordering in Distributed Systems
A Beginner’s Guide to Clocks, Causality, and Ordering in Distributed Systems Why does something as simple as reading the time become a hard problem for distributed systems? On a single computer, every...
- Keywords: protocol ntp, clocks causality, time protocol, clock order, ntp tries, synchronization realistically, synchronization, clock differences, network time, clocks
- Source: blog.bytebytego.com
Show HN: macOS menu-bar manager for SSH port forwards
RelayBar is a tiny native macOS menu-bar app for local SSH port forwards. It has no external dependencies and runs macOS's built-in /usr/bin/ssh directly.
Imports common commands such as ssh -N -L 8...
Keywords: shell relaybar, relaybar invokes, relaybar tunnel, processes relaybar, relaybar, relaybar intentionally, relaybar quits, relaybar app, quits relaybar, relaybar distributed
Source: github.com
Startup founders urge Trump not to shut off Chinese open weight AI
Startup founders urge Trump not to shut off Chinese open weight AI As the Trump administration escalates its scrutiny of Chinese AI companies, startup founders are urging officials not to block access...
- Keywords: ai trump, ai companies, chinese companies, intelligence companies, founder ai, chinese company, chinese ai, weigh trump, weight ai, american innovation
- Source: politico.com
How to connect to the Airtable MCP with Claude Code (4 steps)
How to connect to the Airtable MCP with Claude Code (4 steps) Airtable has become the structured data layer for many non-engineering teams: product roadmaps, content calendars, launch checklists, cust...
- Keywords: airtable api, authenticate airtable, connect airtable, manages airtable, connecting airtable, airtable account, airtable merge, roadmap airtable, hosted airtable, server airtable
- Source: merge.dev
JEP 540: Simple JSON API (Now in Incubator)
JEP 540: Simple JSON API (Incubator) Summary Define a simple, standard API for parsing and generating JSON documents so that doing so does not require an external library. Enable many JSON processing...
- Keywords: json jdk, json documents, json platform, developed json, json maintainers, compliant json, standard json, json applications, interoperability json, supports json
- Source: openjdk.org
Show HN: Claude-thermos – keeps your Claude session warm for you
Stop paying to rebuild your Claude Code cache. When your main agent waits on a subagent for more than 5 minutes, its prompt cache silently expires, and the next turn re-encodes your entire conversatio...
- Keywords: agent cached, agent cache, set claude_warmer_disable, cache warm, uvx claude, claude_warmer_disable, agent waits, writes claude, claude_warmer_disable tuning, run claude
- Source: github.com
Show HN: Palmier Pro – open-source macOS video editor built for AI
The video editor built for AI. Requires macOS 26 (Tahoe) on Apple Silicon English · Español · 简体中文 · 繁體中文 · 日本語 · 한국어 · Tiếng Việt · हिन्दी · বাংলা · العربية · Italiano · Português (Brasil) · Français...
- Keywords: video editor, premiere pro, adobe premiere, premiere use, timeline editor, generate videos, edit videos, premiere, editor mac, adobe
- Source: github.com
Silent Replacement of Trusted macOS App Executables
Silent Replacement of Trusted macOS App Executables Table of Contents Affected Platforms#
macOS Tahoe 26.0.0 – 26.5.2
macOS Golden Gate 27 beta 1, 2, 3, and 4
Earlier versions of macOS are likel...
Keywords: trusted macos, macos security, trusted application, executable trusted, macos protects, trusted apps, app trusted, trusted app, macos apps, macos executable
Source: mysk.blog
A Sandbox Doesn't Constrain an API Key: What Polsia Learned Running Autonomous Companies on Render
The second speaker to take the stage at localhost was Ben Broca, founder of Polsia, an AI that builds and runs companies on behalf of its users. Users describe what they want, an orchestrator agent fi...
- Keywords: polsia agent, running agents, agent, explain agent, agents, users agents, agent actually, prototype agent, agents real, business polsia
- Source: render.com
The arguments against open source AI are bad
The Arguments Against Open Source AI are Very Bad The release of Kimi K3 has opened a fresh round of angst and confused discourse. There's a loud cohort of journalists, business leaders, and politicia...
- Keywords: ai public, open ai, regulating ai, open source, ai debate, free ai, ai bad, source ai, backdoors ai, ai dangerous
- Source: tombedor.dev
Building on ATProto
Building on ATProto Bluesky’s Atmosphere Protocol has the chance to become the base for a whole generation of applications. But it’s developing in surprising and disappointing ways. I spent part of la...
- Keywords: building atproto, atproto protocol, versions atproto, atproto community, atproto meets, atproto want, data atproto, build atproto, atproto public, atproto opportunity
- Source: lukekanies.com
Introducing MAI-Image-2.5-Pro and MAI-Voice-2-Flash
Introducing MAI-Image-2.5-Pro and MAI-Voice-2-Flash “MAI-Image-2.5-Pro is a strong leap forward for GenMedia tools. Beyond the impressive image quality, its ability to render text with this kind of ac...
- Keywords: microsoft ai, models microsoft, microsoft models, intuitive microsoft, flash microsoft, generative ai, image creator, challenges microsoft, microsoft learn, microsoft
- Source: microsoft.ai
OpenAI and Anthropic unite against open-weight AI risks to their bottom line
OpenAI and Anthropic compete fiercely for customers. But in Washington, the two leading AI labs are aligning on one issue: warning policymakers about the risks of powerful Chinese open-weight AI model...
- Keywords: openness openai, openai endorsed, openai ceo, work openai, open models, openai, openai open, openai anthropic, openai spokesperson, openness
- Source: axios.com
Vercel MCP can now deploy code
The Vercel MCP server can now deploy code directly to a new or existing project. When your AI assistant finishes building something, it can ship it to Vercel and hand back a shareable URL without leav...
- Keywords: deploy_to_vercel tool, deploy_to_vercel, vercel mcp, point deploy_to_vercel, vercel creates, mcp client, connect vercel, creates project, deploy code, share build
- Source: vercel.com
What's new in Postgres 19
Postgres has never had a great built-in way to shrink a bloated table. VACUUM identifies dead space for reuse, but doesn't return it to the operating system. VACUUM FULL and CLUSTER do, but they lock...
- Keywords: postgres 19, pg_squeeze postgres, pg_repack pg_squeeze, allows postgres, postgres great, tables postgres, postgres, postgres 18, postgres core, smarter postgres
- Source: planetscale.com
The Pulse: Quitting Spotify Podcasts over reliability
The Pulse: Quitting Spotify Podcasts over reliability Also: Chinese open models match closed ones from Anthropic and OpenAI, AWS’s “heart-attack” billing error, and more The Pulse is a series covering...
- Keywords: podcasts reliability, podcast spotify, spotify kimi, spotify podcasts, spotify podcast, issues spotify, podcast platform, spotify, openai aws, pulse openai
- Source: newsletter.pragmaticengineer.com
Using k-prototypes for Hybrid Clustering with Mixed Datasets
Image by Editor In a recent article, we took a gentle tour of strategies to deal with mixed data. In real-world problems, it is common to have datasets containing a mix of data types. This typically r...
- Keywords: prototypes clustering, prototypes clusters, clustering mixed, concretely clustering, hybrid clustering, clustering purposes, clusters kproto, similarity prototypes, kprototypes n_clusters, clusters
- Source: statology.org