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Daily Tech News - 2026-07-31

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How to Debug AI Coding Agents When They Change the Wrong Thing

An agent can do several things during a run and still end with a short answer like “fixed.” That answer hides the important details: what it inspected, what it changed, what it ran, and what proved th...

  • Keywords: agent failures, agent verify, agent tracing, agent fix, agent changes, after_fix agent, agent tool, ui_fixing_agent_run_log, ui_fixing_agent, agent inspect
  • Source: towardsdatascience.com

Inference-time scaling on Red Hat AI: Improving model reliability

Language models offer impressive capabilities, but they're not always consistent. The same prompt can produce different answers, different reasoning paths, or different tool choices across runs. This...

  • Keywords: language model, benchmark improvement, insight accuracy, language models, scaling inference, accuracy retraining, accuracy inference, scaling concepts, model capability, inference time
  • Source: developers.redhat.com

What’s new in AI infrastructure and orchestration this month

What’s new in AI infrastructure and orchestration this month Alex Barrett Editor, Google Cloud blog At Google, AI is a soup-to-nuts endeavor. Obviously, we make leading AI models like Gemini and Nano...

  • Keywords: ai infrastructure, cloud infrastructure, computing infrastructure, ai hypercomputer, build ai, cloud expertise, ai supply, deploy ai, infrastructure orchestration, enterprise ai
  • Source: cloud.google.com

Split or Stay Whole? Disaggregated vs. Monolithic LLM Serving on VMware Cloud Foundation

The particular combination of VMware Cloud Foundation (VCF), VMware vSphere Kubernetes Service (VKS), NVIDIA Run:ai, and NVIDIA Dynamo is not written down anywhere. So we wrote it down, ran a 120-bill...

  • Keywords: vsphere kubernetes, nvidia nemotron, nvidia dynamo, cost disaggregation, vmware vsphere, kubernetes workloads, vsphere vsan, kv cache, disaggregated vs, dynamo kubernetes
  • Source: blogs.vmware.com

Building Secure, AI-Driven Web Apps at Startup Speed: The Virsion Story

For a startup, the gap between a visionary idea and a market-ready product is often bridged by two things: speed and security. This was the exact challenge facing Virsion, a tech startup focused on de...

  • Keywords: virsion tech, ai startup, resources virsion, virsion utilized, search virsion, virsion leverages, management vaadin, vaadin virsion, virsion mission, virsion accessibility
  • Source: blog.vaadin.com

Change Data Capture — Less Hype, More Common Sense

-a648dc4ecb66---4 crawled_date: 2026-07-31T09:34:22.432257+00:00 feed_url: https://towardsdev.com/feed published: Fri, 31 Jul 2026 09:09:13 GMT

Change Data Capture — Less Hype, More Common Sense...

  • Keywords: databases cdc, capture changes, cdc architecture, cdc change, cdc modernizes, cdc architectural, implement cdc, capture cdc, services cdc, databases streaming
  • Source: towardsdev.com

Run Kimi K3 using 29 GB of RAM at 0.50 tok/s

Kimi K3 — 2.78 trillion parameters — running on a consumer laptop. $ waste run ~/models/k3.waste 'What is the capital of Italy?' waste: no --budget, using 46.24 GB of 64.00 GB (expert cache 17.56 GB)...

  • Keywords: k3 waste, ram k3, ram_budget_bytes, waste_cache_mb, waste_profile waste_cache_mb, models k3, kimi k3, model k3, gb cache, gb macbook
  • Source: github.com

How Atlassian improved Jira and Confluence performance on Arm Neoverse-based AWS Graviton

How Atlassian improved Jira and Confluence performance on Arm Neoverse-based AWS Graviton This blog is co-authored by Bhumik Patel, Director, Server Ecosystem Development, Cloud BU, Arm, Paulo Almeida...

  • Keywords: cloud performance, workloads aws, cloud workloads, optimization aws, optimize cloud, aws engineering, performance arm, performance cloud, architect aws, arm aws
  • Source: newsroom.arm.com

Don’t stop early: Case-folding source code at memory speed

Don’t stop early: Case-folding source code at memory speed How a branch-free loop and byte-space arithmetic let GitHub case-fold every byte of code search at >45 GiB/s on a single core. Suppose a user...

  • Keywords: code search, slow search, casefolding, search wide, explicit casefolding, casefolding txt, statuses casefolding, case compare, regex engines, searches
  • Source: github.blog

Co-Designing AI Model Attention for Fast, Interactive Long-Context Inference

As agentic and long-context workloads become common, the context lengths increase and attention consumes a larger share of inference time (Figure 1). Because attention now dominates that cost, how it...

  • Keywords: attention gpu, attention performance, processing overheads, processing overhead, computes attention, architecture gpus, model attention, dense attention, compute attention, attention compute
  • Source: developer.nvidia.com

A GTK4 SSH-askpass in Zig

A GTK4 ssh-askpass in Zig Every ssh-askpass in the Gentoo tree pulls in X11 or a full KDE stack, so I wrote my own with Zig 0.16 and GTK4, with hand-written bindings that keep X out of the build. I ru...

  • Keywords: gnome_ssh_askpass_, parsing gnome_ssh_askpass_, gnome_ssh_askpass_grab_pointer, ssh_askpass_prompt dialog, gnome_ssh_askpass_grab_server gnome_ssh_askpass_grab_pointer, x11 gnome_ssh_askpass_grab_server, gnome_ssh_askpass_grab_pointer variables, ssh_askpass_prompt, mapping ssh_askpass_prompt, ssh_askpass terminal
  • Source: xn--gckvb8fzb.com

NVIDIA Video Codec SDK 13.1: Zero-Copy Transcode, AV1 B-Frames, and Frame-Accurate Seek

The demand for high-quality video continues to accelerate across industries, powering everything from immersive streaming experiences to remote collaboration, generative AI media tools, and large-scal...

  • Keywords: video_codec_sdk_13, example video_codec_sdk_13, point video_codec_sdk_13, api nvvideodecoder, specification appdecvideodecoder, pipeline nvvideodecoder, appdecvideodecoder sample, video_codec_sdk_13 zip, video codec, appdecvideodecoder
  • Source: developer.nvidia.com

Project-level permissions, new Neon backend guides, Lakebase Search resources, and more release - Jul 31, 2026

Project-level permissions A feature you've been asking for is finally here. Until now, a person's access applied across your entire organization. We're excited to bring project-level permissions to Ne...

  • Keywords: permissions roles, manage access, level permissions, project permissions, permissions feature, permission neon, permissions neon, access organization, project permission, level access
  • Source: neon.com

13 Models and 4 Agents on SWE Tasks: Go, Java, Python, Rust, TS

111 problems from 65 repositories selected within the current time window. 111 problems, 65 repositories Potential contamination External system Beyond eval range News [2026-07-01]: Added new models t...

  • Keywords: 111 problems, glm deepseek, flash deepseek, leaderboad gpt, deepseek r1, models leaderboad, leaderboad glm, deepseek v4, deepseek v3, 65 repositories
  • Source: swe-rebench.com

Kubernetes v1.37 Sneak Peek

Kubernetes v1.37 Sneak Peek As we get closer to the release date for Kubernetes v1.37, the project develops and matures, features may be deprecated, removed, or replaced with better ones for the proje...

  • Keywords: kubernetes release, changes kubernetes, kubernetes v1, release kubernetes, announced kubernetes, removed kubernetes, new kubernetes, kubernetes 140226, kubernetes features, reference kubernetes
  • Source: kubernetes.io

Scaling Kubernetes pods with KEDA based on Amazon SQS queue depth

In event-driven Kubernetes architectures, CPU and memory utilization often fail to reflect real system pressure. A worker pod may sit idle from a CPU perspective while thousands of messages pile up in...

  • Keywords: scaling kubectl, kubernetes architectures, pod scaling, queue metrics, kubernetes schedules, queue architecture, driven kubernetes, eks cluster, autoscaling amazon, effective kubernetes
  • Source: cncf.io

Authorize, don't authenticate

Authorize, don't authenticate Hold on to your data by keeping it in your own database The login screen of any web application is the equivalent of that application telling you “In order to access YOUR...

  • Keywords: database authorization, database authorize, data owning, database login, owns data, authorize access, authorize application, databases users, personal database, personal data
  • Source: blog.marcua.net

Let's make the worst Htmx

Let's make the worst htmx ever! This is a continuation of a series of posts about building tiny “clones” of popular web frameworks. Web is changing rapidly, and so the tools we use to build web apps (...

  • Keywords: htmx supports, htmx basically, javascript htmx, instead htmx, like htmx, htmx core, worst htmx, use htmx, example htmx, htmx
  • Source: zserge.com

OpenAI connector (Beta)

July 2026 Databricks released these features and improvements in July 2026. Releases are staged. Your Databricks account might not be updated until a week or more after the initial release date. Web t...

  • Keywords: openai databricks, databricks runtime, databricks manages, databricks uses, available databricks, databricks supports, supported databricks, databricks available, directly databricks, databricks hosted
  • Source: docs.databricks.com

Tailscale didn't stop the Hugging Face intrusion

An AI agent escaped its sandbox, entered Hugging Face’s infrastructure, and used a stolen Tailscale credential to enroll 181 nodes onto their tailnet. No Tailscale vulnerability was found or exploited...

  • Keywords: tailscale exploited, tailscale vulnerability, vulnerabilities tailscale, sandbox tailscale, face intrusion, stolen tailscale, exploit tailscale, tailscale surprising, tailscale appeared, tailnet agent
  • Source: tailscale.com

When the Code Becomes the CEO: Why Your Next Manager Might Be a Decentralized Agentic Loop

  1. The Human Bottleneck Nobody Wants to Talk About Look at any large corporation for long enough and you notice something uncomfortable. Most of what happens in the middle of the org chart is not deci...
  • Keywords: meet productivity, middle management, productivity, biases leadership, coordination bottleneck, ceo office, human executive, organisation chart, organisations, productivity targets
  • Source: towardsdatascience.com

Where .env Went Wrong

Where .env Went Wrong .env is one of software’s most successful accidents. It starts as a shortcut for three export commands. Then it becomes the project’s configuration schema, secret store, environm...

  • Keywords: env file, env behaves, env example, env_file, environment variables, env contents, process env, env production, env_file supplies, env software
  • Source: secretspec.dev

Lerd, an open source Herd-like PHP development environment for Linux and macOS

Open-source Herd-like local PHP development environment for Linux and macOS, with Windows supported via WSL2 (beta). Podman-native, rootless, with a built-in Web UI. Lerd runs Nginx, PHP-FPM, and your...

  • Keywords: php dev, php developers, native docker, github lerd, dev environment, runtimes php, local php, developers linux, php development, host tools
  • Source: github.com

ScaleFlux KV Cache SSD Platform Claims 7-10+ DWPD and 200+ FDP Streams

ScaleFlux has introduced an AI-optimized SSD platform designed for NVIDIA CMX and other inference architectures that use SSDs as a shared KV-cache tier beyond GPU HBM and host DRAM. The platform combi...

  • Keywords: kv cache, storage challenges, endurance ssd, writes scaleflux, storage platform, ssd tier, memory ssd, ssd tiers, cache tier, cache gpu
  • Source: storagereview.com

The Xcode Assassin Returns: A Deep Dive Into the Latest XCSSET Version

Executive Summary After months of dormancy, the attackers behind the XCSSET malware released version 40 (v40), targeting the macOS ecosystem. This version’s advanced architecture hides its core logic...

  • Keywords: infects xcode, infected xcode, infected xcodeproj, malware implements, xcsset malware, apple defenses, obfuscate malware, poisoned xcode, infect xcode, malware logic
  • Source: unit42.paloaltonetworks.com

Introducing Supabase Evals

Today we're open sourcing supabase/evals , our benchmark and framework for testing how well AI agents build using Supabase. It runs coding agents including Claude Code, Codex, and OpenCode against rea...

  • Keywords: benchmark agents, supabase evals, testing ai, agents checking, sourcing supabase, supabase skill, supabase projects, supabase tasks, supabase interacting, agents check
  • Source: supabase.com

qm

A multiplayer agent harness for work. In Slack and on the web. Most agents are designed like personal assistants. You can make one work for a whole company, but it quickly gets complex. QM is designed...

  • Keywords: web agents, coding agents, code agent, collaborate agent, collaboratively slack, slack web, multiplayer agent, projects slack, software qm, deploys
  • Source: github.com

Massively parallel Postgres backups

Every 12 hours, a backup system must turn the entire state of a busy database into a consistent, encrypted snapshot, with no impact to production queries. Such backups are crucially important and simu...

  • Keywords: parallelism backup, shards backups, large backups, sharded backups, backups fast, shard backups, backups shard, backups sharded, backups crucially, database shards
  • Source: planetscale.com

The Unofficial Antigravity SDK for Java

The Unofficial Antigravity SDK for Java Before heading for well-deserved vacations, I wanted to share something I’ve been cooking on and off for the past few weeks: an unofficial Java SDK for Antigrav...

  • Keywords: antigravity sdk, sdk antigravity, antigravity agentconfig, antigravity agent, agents antigravity, antigravity agentresponse, antigravity cli, ui antigravity, integrated antigravity, create antigravity
  • Source: glaforge.dev

What’s New in Docker in 2026: Sandboxes, Hardened Images, and the AI-Native Container Platform

Docker has quietly transformed from “the container company” into the security and runtime layer for agentic AI development. If you’ve checked docs.docker.com lately, you’ve probably noticed the homepa...

  • Keywords: docker ai, agents docker, docker sandboxes, sandboxes docker, docker cli, cli docker, sandbox docker, docker hardened, docker engine, io docker
  • Source: collabnix.com

DeepSeek-V4-Flash Update

Change Log Date: 2026-07-31 DeepSeek-V4-Flash Update The official release of the DeepSeek-V4-Flash API is now in public beta. The API calling method remains unchanged — simply set the model name to de...

  • Keywords: upgraded deepseek, deepseek v2, upgrades deepseek, compared deepseek, deepseek v4, official deepseek, updates deepseek, release deepseek, dsbench hard, api deepseek
  • Source: api-docs.deepseek.com

Show HN: Shared memory graph for Claude and ChatGPT, over MCP

UML is one private memory graph shared by Claude, your agents, and your apps — you can see it, edit it, and own it. Tell your AI: "save this to uml — I finished Unit 3." Or let your app send it automa...

  • Keywords: memory uml, save uml, use uml, memory graph, uml api, uml writes, memory save, access uml, app uml, memory tools
  • Source: uml.gpmai.workers.dev

Windows NT 4.0: Released to Manufacturing July 31, 1996

It was 30 years ago this week, on July 31, 1996, that Microsoft released Windows NT 4.0 to manufacturing. The workstation version appeared on store shelves a month later, with the server version follo...

  • Keywords: windows nt4, nt4 support, advantages nt4, reason nt4, later microsoft, old windows, anymore windows, microsoft operating, nt4 systems, windows today
  • Source: dfarq.homeip.net

Advanced PDF.js loading: Streaming, range requests, and web worker patterns

Advanced PDF.js loading: Streaming, range requests, and web worker patterns Table of contents OffscreenCanvas for high-performance PDF applications.- Stream large PDFs progressively from a URL and tun...

  • Keywords: pdfjs, need pdfjs, pdf js, pdfjs dist, stream pdf, performance pdf, loading pdf, large pdfs, pdfs progressively, run pdf
  • Source: nutrient.io

June in Servo: real world compat, media queries, SharedWorker, and more

Servo 0.4.0 contains all of the changes we landed in June, which came out to yet another record 558 commits (April: 534, May: 391). For security fixes, see § Security. We’ve shipped several new web pl...

  • Keywords: developers servo, new servo, servo version, servo report, make servo, containing servo, servo developers, fixed servo, bugs servo, servo update
  • Source: servo.org

Building an Infrastructure Development Toolkit

Building an Infrastructure Development Toolkit Infrastructure teams run into an interesting challenge as more people begin contributing to the same codebase. One developer is on Windows, another gray...

  • Keywords: dev containers, development container, toolkit infrastructure, dev container, container dev, development toolkit, infrastructure development, toolkit provision, terraform toolchain, container development
  • Source: rosesecurity.dev

Building Production-Ready MySQL to PostgreSQL Data Pipelines with Apache SeaTunnel 2.3.12

-a648dc4ecb66---4 crawled_date: 2026-07-31T21:37:58.608496+00:00 feed_url: https://towardsdev.com/feed published: Fri, 31 Jul 2026 21:01:01 GMT

Building Production-Ready MySQL to PostgreSQL Data...

  • Keywords: postgresql synchronization, synchronization pipelines, synchronization pipeline, postgresql container, synchronization apache, data synchronization, seatunnel mysql, database synchronization, integration pipelines, pipeline postgresql
  • Source: towardsdev.com

Everyone is building LLM routers, we deprecated ours

Everyone is building LLM routers, we deprecated ours We don’t believe in model routing anymore. For most use cases, sticking to a single battle-tested model is the best thing you can do. Recently, the...

  • Keywords: llm routers, llm routing, llm router, model routers, llm gateway, costs llm, effective routing, routing useful, model routing, routing anymore
  • Source: manifest.build

Algorithms on billion-scale graph using 10GB RAM: I love DataFusion

TLDR; I implemented a graph map-reduce using Apache DataFusion. Where possible, I offloaded everything to disk, and designed the algorithms to rely on bulk scans rather than random access. DataFusion...

  • Keywords: spark graphframes, pagerank graph500, graphframes billion, faster pagerank, graph huge, graph analytics, datafusion graph, billion edges, dataset pagerank, 32m pagerank
  • Source: semyonsinchenko.github.io

Deterministic AI Is an Architecture Problem, Not a Model Problem

Deterministic AI Is an Architecture Problem, Not a Model Problem Ask Claude Code to stand up a Virtual Private Cloud (VPC) and it will. Ask again tomorrow and it will again, but the result will look n...

  • Keywords: ai deterministic, agent deterministic, deterministic ai, model deterministic, deterministic, deterministic way, process deterministic, repeatable process, inside deterministic, repeatable automation
  • Source: thectoadvisor.com

Open Weights Is All You Need

Open Weights Is All You Need Kilo’s perspective on the Open Weights AI letter. Last week, more than 230 organizations signed the Open Weights and American AI Leadership letter, asking Washington to pr...

  • Keywords: open weights, open weight, open models, open model, ai open, weight models, weight ecosystem, weights, weights aren, like openai
  • Source: blog.kilo.ai

What's new in clickhousectl v0.4.0

clickhousectl is the CLI for ClickHouse, local and cloud, built to help both humans and AI agents develop with ClickHouse. v0.3.0 brought agent-aware defaults, OAuth querying for Cloud, and custom loc...

  • Keywords: clickhousectl cloud, cloud clickpipe, clickhouse cloud, clickhousectl cli, services clickhouse, clickhousectl npm, cli clickhouse, autoscaling cloud, npm clickhousectl, running clickhousectl
  • Source: clickhouse.com

The Wheels We Keep Reinventing

The Wheels We Keep Reinventing The industry has a maddening relationship with solved problems. A thing gets figured out, packaged, documented, and shipped, and a decade later half the field is buildin...

  • Keywords: kubernetes rebuilds, kubernetes, kubernetes promised, wrong kubernetes, running kubernetes, deployment strategies, later maintenance, machinery readiness, maintenance, readiness
  • Source: blainsmith.com

Andromeda Standardizes Storage Across 50+ GPU Providers on WEKA NeuralMesh

WEKA announced that Andromeda, the platform that connects AI teams with high-performance compute across an open market of providers, is integrating WEKA NeuralMesh as a core data storage layer for its...

  • Keywords: infrastructure andromeda, cluster platform, andromeda platform, ai cloud, storage neuralmesh, gpu clusters, andromeda uses, andromeda cloud, andromeda gpu, performance cluster
  • Source: storagereview.com

Autoscaling endpoints for LLM inference

With Dedicated Model Inference on the Together AI platform you can get your deployments to autoscale on metrics the inference engine actually understands, such as in-flight requests, TTFT, GPU utiliza...

  • Keywords: autoscaling effectively, autoscaling load, deployment autoscaling, deployments autoscale, autoscale policy, autoscale policies, autoscaling policy, autoscaling policies, driven gpu_utilization, autoscaler job
  • Source: together.ai

Windows quality: an update on the commitment we made in March

Windows quality: an update on the commitment we made in March In March I wrote to you about our commitment to Windows quality. Four months in, the team and I have been reflecting on our progress and w...

  • Keywords: improvements windows, improved windows, ongoing improvements, windows experience, modernization windows, substantial improvements, windows performance, windows quality, optimized windows, getting improvements
  • Source: blogs.windows.com

Your App Is Your Agent: Building Agent-Native Applications

Your App Is Your Agent: Building Agent-Native Applications Building an agent on top of a UI-first app doubles your implementation and review load. Agent-native apps run the UI and the agent from a sin...

  • Keywords: instagram mobile, app agent, apps agents, mobile native, agent native, app single, native mobile, native app, native apps, ui agent
  • Source: builder.io

Golang proposal: container/: generic collection types

Notifications You must be signed in to change notification settings - Fork 19.2k proposal: container/...: generic collection types #80590 Description Background: The Go Collections working group was...

  • Keywords: collections apis, new collections, collections, collection types, common collection, collection, generic collection, provides collection, concrete collection, collection map
  • Source: github.com

How to evaluate Sourcegraph on your own codebase

How to evaluate Sourcegraph on your own codebase Better code retrieval does not automatically mean better task completion. Here is how to measure retrieval, agent performance, and cost without confusi...

  • Keywords: evaluating sourcegraph, codebase benchmark, sourcegraph codebase, code sourcegraph, sourcegraph improves, evaluate sourcegraph, code retrieval, sourcegraph agent, sourcegraph improved, sourcegraph repositories
  • Source: sourcegraph.com

How to Persist AI Agent Context Deterministically

How to Persist AI Agent Context Deterministically You did the responsible thing. You connected your agent to your memory store, so its context would persist: what it worked on, what it decided, and wh...

  • Keywords: agent persisting, persisting agent, agent memory, persist ai, context persist, agent context, persisting context, context persistence, tool context, keeps context
  • Source: yugabyte.com

Introducing Fivetran Managed Data Lake Write Credentials | Blog | Fivetran

Introducing Fivetran Managed Data Lake Write Credentials Current users of Fivetran Managed Data Lake service know that decoupling storage from compute brings a host of benefits, from reducing ingestio...

  • Keywords: cloud data, data infrastructure, data lake, data lakes, cloud storage, data warehouses, azure data, data warehouse, storage compute, data stores
  • Source: fivetran.com

Nouveau Patch For Linux 7.3 Allows For NVK Vulkan Video Atop NVIDIA NVDEC

Nouveau Patch For Linux 7.3 Allows For NVK Vulkan Video Atop NVIDIA NVDEC This week's round of drm-misc-next patches for staging ahead of the Linux 7.3 kernel merge window bring an exciting change for...

  • Keywords: nvk vulkan, driver vulkan, vulkan video, vulkan, decoding vulkan, nouveau kernel, nvidia nouveau, wedging nvidia, nouveau patch, support nvidia
  • Source: phoronix.com

AMD Publishes CDNA5 ISA Documentation For Instinct MI455X

AMD Publishes CDNA5 ISA Documentation For Instinct MI455X Following last week's launch of the AMD Instinct MI455X, AMD has now kept with tradition and provided ISA documentation concerning this latest...

  • Keywords: documentation amd, architecture amd, amd cdna5, amd publishes, infrastructure amd, amd, mi455x amd, amd instinct, amd com, hardware documentation
  • Source: phoronix.com

DBOS says Postgres queues can reach 30,000 workflows a second

DBOS co-founders Qian Li and Peter Kraft say they reached about 30,000 workflow executions per second with a Postgres-backed queue, after changes to locking, transaction isolation, and indexes. The re...

  • Keywords: dbos founders, academic dbos, built dbos, dbos engineering, dbos argues, organization dbos, dbos, dbos announced, dbos maintains, dbos addressed
  • Source: runtimewire.com

Human Honeypot

😩 Human (you, currently)

  • Needs water every few hours like a houseplant with opinions

  • Hallucinates after 2am anyway

  • Gets rate-limited by sleep

  • Can taste pizza (still somehow unhappy)

  • Context...

  • Keywords: needing sleep, agentic intake, sleep taste, ai pill, limited sleep, intake agent, sleep schedule, miracle outpatient, drug ai, sleep just

  • Source: human2llm.pages.dev

KIOXIA CM10 Is Its First PCIe 6.0 Enterprise SSD, Aimed at NVIDIA CMX KV Cache

KIOXIA has introduced the CM10 Series, the company’s first PCIe 6.0 enterprise SSD and its first enterprise drive built on BiCS FLASH generation 10 TLC memory. The drives cover E3.S, E1.S, and 2.5-inc...

  • Keywords: nvme ssd, datacenter nvme, memory pcie, supported nvme, ssd specification, e3 drives, memory drives, enterprise ssd, supported e3, cm10 e1
  • Source: storagereview.com

CyberStrike – AI-Powered Security Platform for Automated Penetration Testing

A new open-source project called CyberStrike is positioning itself as the first AI agent built specifically for offensive security, turning any existing Claude, GPT, or LLM subscription into an autono...

  • Keywords: cyberstrike ai, cyberstrike integrates, npm cyberstrike, io cyberstrike, cyberstrike launches, environments cyberstrike, platform cyberstrike, cyberstrike installs, cyberstrike io, terminal cyberstrike
  • Source: cybersecuritynews.com

The AI Phrasebook

Agentic: bash. Function calling: RPC. Agent handoff: a pipe. MCP: CGI. Skills: markdown. Multi-agent orchestration: systemd. Autonomous agent: cron. Computer use: ssh. System prompt: .env . World mode...

  • Keywords: agentic bash, agent cron, agent, interpreter, agentic, code interpreter, agent orchestration, memory redis, autonomous agent, term memory
  • Source: nesbitt.io

Agentic relevance tuning: Letting LLM agents do the search engineering work

Based on the OpenSearchCon Europe 2026 talk by Bobby Mohammed, AWS & Daniel Wrigley, OpenSource Connections | Watch the full session → Search relevance tuning is the job that never ends. You fix the r...

  • Keywords: search engineering, based opensearchcon, search relevance, understand lucene, lucene, relevance tuning, internals opensearch, approach opensearchcon, lucene scoring, lifecycle opensearch
  • Source: opensearch.org

DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis

DeepSeek V4 Flash 0731 (Reasoning, Max Effort) Intelligence, Performance & Price Analysis Model summary Intelligence Speed Price Cache Hit Price Verbosity DeepSeek V4 Flash 0731 (Reasoning, Max Effort...

  • Keywords: pricing deepseek, evaluate deepseek, index deepseek, deepseek api, api deepseek, available deepseek, deepseek v4, based deepseek, cost intelligence, deepseek deepseek
  • Source: artificialanalysis.ai

An API for MoQ: provision your own isolated relays

An API for MoQ: provision your own isolated relays Last year, we enabled Media over QUIC (MoQ) on every Cloudflare server and opened the network for anyone to test. It provided a global MoQ endpoint,...

  • Keywords: moq cloudflare, cloudflare moq, relay cloudflare, cloudflare supports, network cloudflare, cloudflare relay, cloudflare service, cloudflare network, available cloudflare, cloudflare developers
  • Source: blog.cloudflare.com

Bypassing Claude's upload limits, 4x (500 MB → 2 GB)

Two months ago we moved Zernote's interface into MCP. We ran 37 interviews with UX researchers. Around 80% were already running interview analysis through an LLM. They paste transcripts into Claude, a...

  • Keywords: upload limits, screencast limits, upload interviews, screencasts recordings, upload bypasses, end upload, files larger, larger 500mb, 800 mb, 900 mb
  • Source: blog.zernote.com

Progressive Web Components

Progressive Web Components I’ve worked with web components for nearly a decade and built various enterprise-scale design systems with them. While I love what they offer on paper, the same pain points...

  • Keywords: web components, progressive web, web component, building web, server components, component progressive, built web, components design, frameworks, frameworks like
  • Source: arielsalminen.com

Advancing responsible AI across Europe

Advancing responsible AI across Europe Every day, millions of people across Europe use OpenAI’s tools to learn, create, work and manage everyday tasks. Our tools also support businesses of all sizes a...

  • Keywords: eu ai, ai europe, ai governance, responsible ai, practices ai, ai trusted, ai safely, purpose ai, ai openai, ai act
  • Source: openai.com

Evaluating code review agents with ReviewBench

There are more code review agents now, and we’ve been building one internally. Code review is hard to evaluate. There aren’t many benchmarks we trust for measuring whether an agent is useful in our re...

  • Keywords: reviewbench tasks, reviewbench useful, built reviewbench, makes reviewbench, reviewbench built, agent reviews, reviewbench, running reviewbench, review agents, reviewbench gives
  • Source: langchain.com

Arch Linux disables AUR package adoption

Arch Linux disables AUR package adoption The Arch Linux DevOps team has announced that adoption of orphaned packages in the Arch User Repository (AUR) has been disabled due to "the current influx of m...

  • Keywords: arch user, malicious package, packages arch, disables aur, repository aur, aur disabled, aur package, access trojan, malicious updates, commits aur
  • Source: lwn.net

Is AI Reasoning Right for the Wrong Reasons?

Is AI Reasoning Right for the Wrong Reasons? Introduction I’ll just say it: What the hell is going on with AI “reasoning”? Sorry for the air quotes. That punctuational side-eye was more common in 2024...

  • Keywords: ai reasoning, ai reason, meaning reasoning, reasoning thinking, reasoning models, reasoning trained, reasoning produced, reasoning famously, doing reasoning, generalizable reasoning
  • Source: quantamagazine.org

Prompt injection doesn't care what your agent does for a living

What 1,433 winning attacks looked like when we clustered them Most teams test agent security one domain at a time. Is the customer-support bot safe? The code assistant? The expense approver? Each gets...

  • Keywords: agents attacker, domains attacked, attacks results, agent security, teams attacks, defender agents, successful attacks, attacks analyzed, attacks looked, attacked domain
  • Source: lambda.ai

Does Your Multi-Cloud Stack Need a Control Plane?

Does Your Multi-Cloud Stack Need a Control Plane? Most infrastructure teams never decide to run a dozen tools across three clouds. It accumulates, one reasonable choice at a time, until provisioning a...

  • Keywords: cloud control, tools clouds, tool clouds, multiple clouds, governance orchestration, clouds assembles, multi cloud, cloud tool, cloud stack, cloud architecture
  • Source: cloudbolt.io

Hiring: Part Time Instructor, Write Production Grade Code with AI

Hiring: Part Time Instructor, Write Production Grade Code with AI We’re hiring a part-time instructor for “𝐖𝐫𝐢𝐭𝐞 𝐏𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐆𝐫𝐚𝐝𝐞 𝐂𝐨𝐝𝐞 𝐰𝐢𝐭𝐡 𝐀𝐈”. This is a live, cohort-based course for software engine...

  • Keywords: ai hiring, software engineers, ai engineering, coding agents, agents students, code ai, software engineering, engineering experience, teaching engineers, ai coding
  • Source: blog.bytebytego.com

Vercel Passport is now generally available

Vercel Passport is now generally available. Passport allows you to protect your Vercel deployments with your own identity provider. Visitors authenticate through Okta, Microsoft Entra ID, or any OIDC...

  • Keywords: vercel passport, verifies passport, passport authentication, passport trusted, oidc passport, getidentity vercel, passport identity, provider passport, verifyidentity vercel, successful passport
  • Source: vercel.com

Will AI replace developers?

Will AI replace developers? Short answer no. Okay this could be a short piece, so let me expand with a couple of real examples to prove this assertion. This week, I have been knee deep in two separate...

  • Keywords: replace developers, ai replace, ai produced, doubt ai, assuming ai, ai broken, ai, ai overlords, architecture worry, code production
  • Source: alan.is

Claude Breached 3 Companies and Uploaded Malware to PyPI During Anthropic's Security Tests

Security News /Company News Socket Is Sponsoring Composer and Packagist Socket has joined the new Composer and Packagist sponsorship program as a launch sponsor, supporting the team that keeps PHP's p...

  • Keywords: stealing package, published malicious, security news, pypi security, cybersecurity, security blog, attack package, internet cybersecurity, malicious python, malicious functionality
  • Source: socket.dev

Building abundant intelligence

Building abundant intelligence A full-stack approach to making advanced AI more capable, more affordable, and more widely useful. AI infrastructure is not valuable because it is large. It is valuable...

  • Keywords: intelligence cost, abundant intelligence, intelligence efficiency, intelligence available, ai infrastructure, infrastructure valuable, intelligence benefits, infrastructure better, intelligence drives, ai business
  • Source: openai.com

CronJob: the 100-missed-schedules bug was fixed in 1.23

CronJob: the 100-missed-schedules bug was fixed in 1.23 Two things everyone still tells you about Kubernetes CronJobs stopped being true four years ago, and the advice they came with is now the risk S...

  • Keywords: kubernetes cronjob, kubernetes cronjobs, kubectl cronjobs, kube_cronjob_status_last_schedule_time, kube_cronjob_status_last_schedule_time 2x, time kube_cronjob_status_last_schedule_time, kubernetes behaves, cronjobs stopped, cronjob stopped, cronjob scheduled
  • Source: podostack.com

Just brute force your embeddings

When I wrote embedded C code in the 2000s we latched onto something Raymond Chen, wrote in passing My O(n) algorithm can run circles around your O(log n) algorithm; why much of what you learned in sch...

  • Keywords: vector search, vector retrieval, vector database, complexity vector, search numpy, doc_vectors query_vector, lot search, search low, exhaustive search, embeddings running
  • Source: softwaredoug.com

Socket Is Sponsoring Composer and Packagist

Socket is a launch sponsor of the new Composer and Packagist sponsorship program, announced today by Nils Adermann, Jordi Boggiano, and the team that keeps PHP's package infrastructure running. Like m...

  • Keywords: packagist sponsorship, packagist maintainers, packagist founders, builds packagist, packagist org, npm packagist, working packagist, composer packagist, attacks packagist, packagist
  • Source: socket.dev

venugopalats/sheep-breed-analysis

venugopalats/sheep-breed-analysis venugopalats/sheep-breed-analysis: Space from Hugging Face for app: venugopalats/sheep-breed-analysis · static License: apache-2.0. external huggingface metadata. Sca...

  • Keywords: venugopalats sheep, huggingface metadata, sheep breed, files listed, apache, breed analysis, files available, apache provenance, external huggingface, files reviewed
  • Source: huggingbay.xyz

Modeling Device Capabilities for Analytics

-2615bd06b42e---4 crawled_date: 2026-07-31T16:36:33.766860+00:00 feed_url: https://netflixtechblog.com/feed published: Fri, 31 Jul 2026 16:01:02 GMT

Modeling Device Capabilities for Analytics by...

  • Keywords: netflix technology, netflix supports, device capabilities, features supported, device capability, capabilities analytics, netflixtechblog, hd netflix, netflixtechblog com, devices supporting
  • Source: netflixtechblog.com

openai/gpt-oss-20b

Model from Hugging Face for text generation: openai/gpt-oss-20b · transformers | License: apache-2.0 | Type: llm | Hosting: external | Source: huggingface | 7,000,889 upstream downloads Canonical arti...

  • Keywords: source huggingface, generation openai, openai gpt, huggingface, openai, huggingface 000, model hugging, hugging face, face text, text generation
  • Source: huggingbay.xyz

Univé builds an AI-ready workforce

Univé builds an AI-ready workforce Univé is building an AI-ready workforce by combining strong leadership, responsible governance, and employee-led innovation with ChatGPT. 97% ChatGPT Enterprise lice...

  • Keywords: ai organizational, ai initiatives, enterprise ai, chatgpt enterprise, organisation capable, enterprise, effectively openai, innovation chatgpt, workforce univé, ai leadership
  • Source: openai.com

DeepSeek V4 Flash now runs updated weights on AI Gateway

DeepSeek V4 Flash now runs on updated weights by default on AI Gateway, with notably stronger agentic capabilities. On Terminal-Bench, it scores 82.7, up 25.8 points from 56.9 in the April preview. Re...

  • Keywords: updated deepseek, deepseek provider, deepseek v4, requests deepseek, deepseek deepseek, model deepseek, deepseek, code deepseek, select deepseek, flash ai
  • Source: vercel.com

Vercel MCP now supports the 2026-07-28 MCP specification

Vercel MCP now supports the 2026-07-28 MCP specification, giving newer clients a stateless request model and updated authorization behavior without any change on the client side. Clients built for the...

  • Keywords: 2025 protocol, mcp vercel, vercel mcp, protocol versions, protocol changes, mcp supports, mcp https, mcp documentation, https mcp, updated authorization
  • Source: vercel.com

10x more capacity for Laguna S 2.1 on AI Gateway

Laguna S 2.1 from Poolside now has 10x more capacity on AI Gateway. The increase applies to the paid version, poolside/laguna-s-2.1 , and the free version, poolside/laguna-s-2.1-free , so you can send...

  • Keywords: ai gateway, streamtext ai, laguna ai, poolside laguna, laguna poolside, use laguna, capacity ai, ai sdk, processed gateway, agents ai
  • Source: vercel.com

AI Will Save the U.S. Economy

Originally published here: https://amgreatness.com/2026/07/31/ai-will-save-the-u-s-economy/ The United States is in the early innings of an AI-powered economic boom, but if we embrace the degrowth doo...

  • Keywords: ai stocks, ai economy, economy ai, 2026 ai, ai sector, companies ai, ai cost, america ai, turning ai, recession china
  • Source: dossier.today

Announcing the Slack MCP and Skills Plugin

Announcing the Slack MCP and Skills Plugin We're excited to introduce the Slack MCP and Skills Plugin for AI tools, which bundles a set of skills that help you develop on the Slack platform alongside...

  • Keywords: using slack, slack platform, slack cli, develop slack, slack slack, skills plugin, read slack, slack, searching slack, install slack
  • Source: docs.slack.dev

Apple Will 'Watch Everything Burn' When AI Bubble Bursts

I would say they will simply collect all the available profits MacRumors interviewed AI critic Ed Zitron, author of the Where’s Your Ed At newsletter and host of the Better Offline podcast, about what...

  • Keywords: happen apple, benefit apple, argued apple, does apple, ai bubble, apple think, apple relatively, apple costly, report bubble, apple
  • Source: asymco.com

Dario Amodei's stance on open weights is self-serving and short-sighted

Dario Amodei's stance on open weights is self-serving and short-sighted Leaders are often conflicted people. Marcus Aurelius wrote about the common humanity of all rational beings in “Meditations” whi...

  • Keywords: dario amodei, weight ai, amodei proposed, regarding ai, amodei stance, amodei openly, open weights, ai relying, models dario, ai agree
  • Source: janilowski.pl

AI models need moral support to make discoveries

AI models need moral support to make discoveries One recent development in AI is its ability to solve some long-standing problems in mathematics. In 2024 and 2025, this was a trickle: once or twice a...

  • Keywords: ai discoveries, discoveries ai, discoveries needing, innovation 2026, make discoveries, prompt engineering, mathematical innovation, cryptographic breakthrough, skilled prompters, ai solves
  • Source: seangoedecke.com

Elevators

Everyone has shared the frustration of waiting for an elevator that never seems to arrive. "I pressed the button, why isn't it coming?" you ask. For something as commonplace as elevators, they are far...

  • Keywords: waiting elevator, elevator wait, elevator algorithms, elevator algorithm, wait elevator, commonplace elevators, patterns elevators, elevators, elevators analyzing, elevator arrive
  • Source: john.fun

Management API Performance Degradation

Subscribe to updates for Management API Performance Degradation via email and/or text message. You'll receive email notifications when incidents are updated, and text message notifications whenever Su...

  • Keywords: management api, notifications incidents, incidents updated, gambia, angola, sms afghanistan, degradation email, bahamas bahrain, angola 244, tobago
  • Source: status.supabase.com