Daily Tech News - 2026-07-22

I have created the tech news summary for July 22, 2026, and saved it as daily_tech_summary_2026-07-22.txt.

Featured Articles

Spur: Modern GPU Job Scheduling for HPC and AI Workloads

Spur: Modern GPU Job Scheduling for HPC and AI Workloads# The explosion of AI and large-scale model training has fundamentally changed how organizations think about GPU clusters. Traditional HPC sched...

Keywords: gpu scheduling, kubernetes gpu, cloud gpu, gpu clusters, gpu infrastructure, gpu jobs, gpus scheduler, scheduling embedded, pods gpu, schedulers kubernetes
Source: rocm.blogs.amd.com

A Preview of Production-Scale Kimi K3 Support on vLLM

A Preview of Production-Scale Kimi K3 Support on vLLM Last week, Moonshot AI introduced Kimi K3, a 2.8-trillion-parameter model with native vision support, a 1-million-token context window, Kimi Delta...

Keywords: vllm moonshot, moonshot ai, models moonshot, approved moonshot, architecture moonshot, process moonshot, k3 features, k3 release, k3 support, moonshot
Source: vllm.ai

How To Build Your Own LLM Runtime From Scratch

Key Takeaways

What this post is: a step-by-step tour of a from-scratch CUDA inference runtime for Qwen2.5-Coder-7B-Instruct on NVIDIA H100 (sm_90) — every hot path annotated for why, not just what...
Keywords: implementing cuda, cuda inference, behaviour cuda, capture cuda, cuda threads, cuda driver, cuda source, specialization cuda, captured cuda, safely cuda
Source: towardsdatascience.com

@copilot-mcp/apex: A macOS Infostealer Re-Published on npm After Takedown

@copilot-mcp/apex: A macOS Infostealer Re-Published on npm After Takedown Table of Contents Resolution / Status: The npm security team already removed the original dropper, @apexfdn/apex , and replace...

Keywords: release apex, malware npm, release_version npm, apex macos, malicious package, package compromised, apex replaced, copilot releases, npm removal, npm removed
Source: safedep.io

Driving the Future of Open Source AI: An Update from PyTorch Foundation Projects

Featured projects TL;DR In April 2025, the PyTorch Foundation evolved into a multi-project Foundation, with the objective to support deeper collaboration across domains and help scale innovation throu...

Keywords: pytorch foundation, availability pytorch, pytorch updates, core pytorch, including pytorch, pytorch conference, pytorch compile, pytorch, pytorch project, pytorch vllm
Source: pytorch.org

I Built a Private Genomics Study with Stoffel MPC

Most genomic studies begin by asking participants to upload one of the most identifying and irrevocable pieces of data they own, their DNA. I continue to investigate whether multi-party computation ca...

Keywords: stoffel mpc, concept stoffel, straightforward stoffellang, stoffellang compiled, stoffel private, private computation, stoffel vm, build stoffel, stoffel developer, stoffel
Source: vishakh.blog

I made a policy engine think it was in production

Kyverno is a Kubernetes-native policy engine that validates, mutates, and generates resources before workloads reach your cluster, enforcing security and compliance rules as code, without requiring a...

Keywords: kyverno policies, kyverno kubernetes, kyverno cli, live kubernetes, kubernetesresource backed, resolves kubernetesresource, kubernetesresource, making kubernetesresource, state kyverno, kyverno apply
Source: cncf.io

Introducing ROCm™ AMD Infinity Context: A Purpose-Built KV Cache Tier for Distributed Inference

Introducing ROCm™ AMD Infinity Context: A Purpose-Built KV Cache Tier for Distributed Inference# In this blog, you will learn how ROCm™ AMD Infinity Context (ROCm AIC) addresses one of the fastest-gro...

Keywords: kv cache, rocm amd, kv caches, cache rocm, cache gpu, storage rocm, amd specifically, nvme storage, cache bottleneck, cache management
Source: rocm.blogs.amd.com

Quick-start: build your first local AI app with your coding agent

TL;DR You do not need to learn an SDK by heart to build a local AI app. You need to understand what local AI is good and bad at, know what is possible, and hand your coding agent the right context so...

Keywords: qvac sdk, api qvac, builds qvac, agent qvac, agents qvac, qvac code, using qvac, write qvac, qvac context, ways qvac
Source: qvac.tether.io

Migration toolkit for applications 8.2: Modernize your applications and clusters

You can now modernize your applications and migrate your clusters with less infrastructure overhead and more control. Red Hat's migration toolkit for applications 8.2 is now available. This release fo...

Keywords: openshift migrations, openshift clusters, migrate clusters, openshift dev, openshift workloads, migration toolkit, openshift production, stateful migrations, migration cloud, applications migrate
Source: developers.redhat.com

When Is NVLink Worth It?

Nvidia doesn’t support NVLink on consumer GPUs anymore. The last one that had it available was the RTX 3090. Right now in April 2026, NVLink bridges are pretty expensive, $200-$ 400 depending on the ex...

Keywords: performance nvlink, gpus nvlink, nvlink tests, parallelism nvlink, nvlink test, benefit nvlink, support nvlink, gpu bandwidth, bandwidth gpus, nvlink ai
Source: platform-fools.com

Agentic infrastructure with clickhousectl: a distributed ClickStack across three continents

In my last post I built a full-stack retail app, ClickShop, with a coding agent and the ClickHouse stack. That project was about writing application code. This one is about something different: standi...

Keywords: services regions, application distributed, infrastructure clickhouse, regions service, region clickhouse, cli agent, agent cli, clickhouse service, cli clickhouse, clickhousectl cloud
Source: clickhouse.com

Advancing Full-Model AI Inference on Corsair with Infinity

Running a single AI operation efficiently is one thing. Enabling a complete generative AI model—from its first computation through stateful, multi-token generation—is a much broader systems challenge....

Keywords: ai accelerator, ai accelerators, compute architecture, inference workload, computation accelerating, efficiently bottleneck, accelerators inference, built ai, efficient hardware, computation stateful
Source: d-matrix.ai

Higress: the Ingress controller that became an AI gateway

Higress: the Ingress controller that became an AI gateway Envoy and Istio underneath, Wasm plugins instead of Lua, and a pivot to MCP hosting that happened in about a year I went looking at Higress in...

Keywords: kubernetes ingress, gateway envoy, runs kubernetes, existing ingress, kubernetes, ingress tier, agent gateway, feeds ingress, envoy istio, ingress run
Source: podostack.com

Make Long-Running NVIDIA TensorRT Engine Builds Observable and Cancelable in Python or C++

A TensorRT engine build can take seconds to many minutes. Large strongly typed models, deep tactic search, and a cold timing cache on a brand-new GPU SKU can leave developers, end users, or AI agents...

Keywords: process nvidia, nvidia tensorrt, gpu tensorrt, tensorrt engine, nvidia maintained, tensorrt calls, tensorrt build, nvidia gpu, wasted gpu, gpu hours
Source: developer.nvidia.com

How to chat with your PDF using RAG

How to chat with your PDF using RAG Table of contents

Chatting with a PDF lets a user ask it questions in natural language and get answers grounded in its content.
Under the hood, it’s retrieval-a...
Keywords: pdf chunk, pdf content, pdf tools, pdf text, content pdf, pdfs text, extract pdf, reads pdf, document ai, pdf pipeline
Source: nutrient.io

Benchmarking the ClickStack MCP Server with hdx-evals

Last month at Open House in San Francisco, we introduced the ClickStack MCP server, a set of purpose-built observability tools that give AI agents structured, high-level primitives for investigating p...

Keywords: comparisons mcps, benchmarking clickstack, clickstack mcp, clickhouse sql, sql clickstack, mcp tools, clickhouse mcp, tests mcp, compare clickhouse, clickstack production
Source: clickhouse.com

Fairphone 6 wide camera experimental Linux support

Experimental Linux support for the Fairphone 6 wide camera Background The Fairphone 6 is an interesting target for mainline Linux and postmarketOS for a few reasons:

It has relatively modern hardwar...
Keywords: fairphone cameras, cameras fairphone, linux camera, camera linux, camera support, phone camera, hardware fairphone, audio camera, camera hardware, cam kernel
Source: nondescriptpointer.com

Building a Customer Support AI Agent with RAG: A Step-by-Step Guide

In an ever-evolving digital landscape, customer support remains a critical aspect of a company’s reputation and success. Businesses constantly seek ways to enhance their customer support mechanisms to...

Keywords: chatbots ai, enhancing chatbot, chatbots, ai retrieval, ai provides, chatbot ability, ai machine, traditional chatbots, support ai, static chatbots
Source: collabnix.com

GigaToken: ~1000x faster Language model tokenization

~1000x faster than HuggingFace's tokenizers, drop-in replacement. Tokenize your text data at GB/s! Note that both HF tokenizers and tiktoken are already running multithreaded Rust! Gigatoken is the fa...

Keywords: fastest tokenizer, tokenizers encode_batch_fast, tokenizers benchmarks, tokenizers optimized, tokenizers gigatoken, tiktoken tokenizers, huggingface tokenizers, compared tokenizers, tokenizers tiktoken, tokenizer language
Source: github.com

Deploy an Imaging AMD Solution Blueprint on AMD Radeon™ GPUs

Deploy an Imaging AMD Solution Blueprint on AMD Radeon™ GPUs# AMD introduces support for AMD Radeon™ AI PRO R9700 and AMD Radeon™ PRO W7900 GPUs in technical preview for the AMD enterprise AI referenc...

Keywords: amd ai, cluster amd, applications amd, deploy amd, amd enterprise, amd resource, running amd, gpus amd, application amd, customizing amd
Source: rocm.blogs.amd.com

Meta’s Infrastructure Team Needs A Culture Reset

Meta’s Infrastructure Team Needs A Culture Reset Meta Infrastructure has become bloated, with middle managers expending resources on over-engineered technology solutions that lose sight of broader org...

Keywords: meta infrastructure, meta engineers, meta hardware, architecture meta, meta ai, meta competitors, systems meta, meta billions, meta designed, meta acquisition
Source: newsletter.semianalysis.com

The growing momentum behind the Arm MCP Server shows how agentic AI is transforming developer workflows

The growing momentum behind the Arm MCP Server shows how agentic AI is transforming developer workflows AI has changed how developers write code, but the next transformation is even more significant....

Keywords: workflows ai, assisted workflows, agentic workflow, assistants developers, ai assistant, ai assistants, tools agentic, expertise developers, engineering workflows, development workflows
Source: newsroom.arm.com

Large-Scale GitHub Actions Abuse Powers a Distributed cPanel and WHM Exploitation Campaign

Research /Security News 11 Malicious NuGet Tools Pose as Game Cheats to Drop a Windows Host-Surveillance Payload 11 malicious NuGet tools pose as game cheats to deploy Windows payloads, track hosts, a...

Keywords: malicious github, repositories malicious, compromised repositories, repositories exploit, malicious development, malicious nuget, malicious functionality, malicious packagist, compromised github, abusing github
Source: socket.dev

NVIDIA Open Sources First GPU-Accelerated Medical Physics Simulation Framework

Before a healthcare robot can be useful in the real world, it has to learn how the physical world pushes back. Anatomy varies. Instruments bend, press, slip and interact with tissue. Imaging can be no...

Keywords: healthcare robotics, healthcare robot, medical robotics, robotics medical, medical robots, nvidia medical, simulation medtronic, robotics developers, simulation nvidia, native simulation
Source: blogs.nvidia.com

AMD Instinct MI355X vs NVIDIA B200 Inference Evaluation

AMD Instinct MI355X GPU platform vs NVIDIA HGX B200 GPU platform: A Three-Level Inference Infrastructure Evaluation Authors: Russ Fellows Cameron Moccari July 21, 2026 When enterprises evaluate AI inf...

Keywords: hardware performance, mi355x gpu, gpu platform, gpu, performance nvidia, market gpu, assessing hardware, performance mi355x, gpu hour, compared nvidia
Source: signal65.com

Agentic AI Needs Guardrails, Not Guesswork

What does it take to secure AI agents without slowing developers down? A recent panel explored the answer I recently joined Zach Lloyd, founder and CEO of Warp; Gavriel Cohen, co-founder and CEO of Na...

Keywords: secure ai, ai agents, ai agent, agents developers, agents eventually, agents safely, ai enterprise, cisos agent, agents build, security cisos
Source: docker.com

Multi-Cluster databases on Kubernetes: Architecture and deployment

Introduction Running a database on Kubernetes is well understood. Running one that survives a complete regional failure, a corrupted control plane, or a severed network requires a fault-resistant arch...

Keywords: mongodb kubernetes, database kubernetes, kubernetes clusters, kubernetes cluster, ensuring kubernetes, kubernetes multi, using kubernetes, deployment kubernetes, cluster mongodb, cluster deployments
Source: cncf.io

Not just development, distribution of software may change as well

Even if you are as averse to semver as I used to be in the course of my programming activity, you can still think of open source software distribution as something that used to follow a fixed number o...

Keywords: fix bugs, branch ai, changes software, developers, believe developers, software distribution, open source, branch developments, developers need, developments happen
Source: antirez.com

Stop chunking tables: How we built an agentic GraphRAG for financial disclosures with Docling

Lately, I have been focused on a practical problem: answering questions over SEC filings without the usual flat-chunking failures. If you have ever built a retrieval-augmented generation (RAG) pipelin...

Keywords: structured doclingdocument, filings structured, docling xbrl, document intelligence, docling tooling, document filing, useless filings, narrative chunks, parseddocument docling, cited chunks
Source: developers.redhat.com

Copilot vs. raw API access: What are you actually paying for?

I keep seeing this question: “Why would I pay for GitHub Copilot when I can call the same models through an API?” It’s a fair question. The answer depends on what work you need to own. Are you buildin...

Keywords: github copilot, copilot development, copilot models, copilot subscription, copilot plans, workflow copilot, pay github, copilot sdk, copilot cli, allocation github
Source: github.blog

Quarkus Vault TOTP: A Six-Digit Code Is Not MFA

Quarkus Vault TOTP: A Six-Digit Code Is Not MFA Turn one valid TOTP code into a two-minute step-up JWT, then let Quarkus RBAC protect the sensitive operation and test replay against Vault. Quarkus Ins...

Keywords: vault totp, quarkiverse vault, totpservice vaulttotpsecretengine, vaulttotpsecretengine totpengine, vaultkey totpengine, vault quarkiverse, quarkus vault, vault quarkus, totp quarkus, andjq authenticator
Source: the-main-thread.com

Runtime Enforcement, Not Runtime Advice

In Part 1, we explored why traditional security models struggle with autonomous agents. As developers begin delegating more work to AI systems, a growing amount of activity happens outside familiar ch...

Keywords: agent governance, agents developers, prevent agents, ai governance, agent developers, execution agents, enforcing software, governance solutions, governance challenges, agents access
Source: docker.com

Benchmarking the LiteLLM Rust AI Gateway: Overhead, Memory, and Cost

Benchmarking the LiteLLM Rust AI Gateway: Overhead, Memory, and Cost Last Updated: July 2026 We are launching an early beta of the LiteLLM AI Gateway in Rust, and we built AIGatewayBench to measure it...

Keywords: benchmarking litellm, rust gateway, overhead memory, memory litellm, gateway overhead, gateway rust, memory closest, litellm rust, rust ai, memory rust
Source: docs.litellm.ai

Launch HN: Unlayer (YC W22) – Add email and document builders to your app

Visual Builders Email, page, popup, and document builders embedded inside your app. Seven primitives that compose into any content surface your users need. Email, page, popup, and document builders em...

Keywords: builder app, builders embedded, builders email, visual builders, builder senders, document builders, embed builder, builder export, builder create, builder
Source: unlayer.com

4 Application Control Updates That Help Teams Move Faster

4 Application Control Updates That Help Teams Move Faster Support for more devices, privileged access, simplified sign-ins, and keeping Linux environments current—all without loosening security

Too...
Keywords: bolster security, maintain security, security maintaining, security stability, weakening security, control security, improve security, security bottleneck, security controls, security fixes
Source: security.com

Dark Elevator: Windows Install Service Local Privilege Escalation (CVE-2026-50343)

Dark Elevator: Windows Install Service Local Privilege Escalation (CVE-2026-50343) A pure-logic, 100% reliable path from a normal user to SYSTEM Today we walk through Dark Elevator, a LPE in Windows 1...

Keywords: attacker dll, dll installservice, exploit windows, malicious dll, cause installservice, iinstallserviceplugin exploit, installservice windows, installservice impact, installservicecontrol, permissions installservice
Source: blog.calif.io

I Inspected My Take-Home Interview Project. It Was a Whole Operation

I Inspected My Take-Home Interview Project. It Was a Whole Operation. A recruiter slid into my LinkedIn DMs last Thursday with a Python developer role. I was thrilled that someone had reached out dire...

Keywords: revealing pay, pay info, recruiter slid, estimated pay, recruiter, thought recruiters, contract hire, recruiters, recruiter quickly, pay figured
Source: citizendot.github.io

Inside Azure HorizonDB and Rayfin: Microsoft’s New Postgres and Fabric Stack for AI Apps

-5b301f10ddcd---4 crawled_date: 2026-07-22T20:19:53.020405+00:00 feed_url: https://itnext.io/feed published: Wed, 22 Jul 2026 20:21:15 GMT

Member-only story Inside Azure HorizonDB and Rayfin: Mic...

Keywords: azure horizondb, fabric horizondb, horizondb, horizondb rayfin, apply horizondb, horizondb rebuilt, horizondb separates, rayfin microsoft, microsoft fabric, postgres fabric
Source: itnext.io

One Pane of Glass: Building a Real-Time LLM & Hardware Telemetry Dashboard

-5b301f10ddcd---4 crawled_date: 2026-07-22T08:17:01.192730+00:00 feed_url: https://itnext.io/feed published: Wed, 22 Jul 2026 07:40:19 GMT

Member-only story One Pane of Glass: Building a Real-Tim...

Keywords: lag context, monitors fragmented, vram, context bloat, resource monitors, gpu utilization, fragmented, hit vram, context switching, bloat gpu
Source: itnext.io

Skill Issue, Part 2: SQL Server to ClickHouse in Real Time

-f2ba5b8f6eb3---4 crawled_date: 2026-07-22T17:19:23.858200+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Wed, 22 Jul 2026 16:24:33 GMT

Skill Issue, Part 2: SQL Server to Cli...

Keywords: agent mssql, data clickhouse, reports time, analytics stack, benchmarks clickhouse, rebuild reports, server analytics, slowly reporting, query time, server clickhouse
Source: blog.dataengineerthings.org

From Training to Inference: A Paradigm Shift in the Memory Hierarchy

From Training to Inference: A Paradigm Shift in the Memory Hierarchy A beginner-friendly guide to AI's memory needs today, and where they are headed next As test-time scaling takes hold, the focus of...

Keywords: ai memory, training memory, memory memory, approaches memory, memory architecture, memory, inference memory, memory requirements, memory new, memory approaches
Source: insights.trendforce.com

Introducing Kilo Memory: Project-Scoped Memory for Your Agents

Introducing Kilo Memory: Project-Scoped Memory for Your Agents Your agents shouldn't have to re-learn your project every session The other day, one of our engineers was debugging an issue in Kilo’s CL...

Keywords: cli session, memory stale, memory agents, running tests, run tests, project memory, code agent, vitest jest, project session, session refactoring
Source: blog.kilo.ai

New Study Identifies 53 Slopsquatting Targets Across 5 Frontier LLMs

A new independent research preprint examining nearly 200,000 code-generation responses found that five frontier large language models continue to invent package names that do not exist on PyPI or npm....

Keywords: malware names, names malicious, slopsquatting exploits, malware, package names, publish malware, exploits package, names generated, developers treat, malicious registration
Source: socket.dev

Linus Torvalds just joined Microsoft’s AI-code club, defending its use in the Linux kernel

You might’ve read the “news” of how Linus Torvalds told Linux kernel developers that Linux is not an anti-AI project, and anyone who has a problem with that can “do the open-source thing and fork it....

Keywords: ai linux, dislike ai, anti ai, concerns ai, ai inherently, ai industry, claiming ai, build ai, ai company, defending ai
Source: windowslatest.com

Nvidia's new CPU ⚡, Jack Dorsey's Slack rival 💬, software factories 👨‍💻

TLDR 2026-07-22 Nvidia's new CPU ⚡, Jack Dorsey's Slack rival 💬, software factories 👨💻 Nvidia details its next-generation Vera CPU for AI, setting up challenge to AMD and Intel (6 minute read) Vera is...

Keywords: slack native, slack buzz, agents nvidia, dorsey slack, chat platform, agents x86, slack, coding agent, agents conversations, like slack
Source: tldr.tech

The data platform 1Password needed didn't exist. So we built it.

The data platform 1Password needed didn't exist. So we built it. by Wayne Duso, Mandy Gu, and Amie Bright July 22, 2026 - 6 min Related Categories Consider a few tasks that take place across every bus...

Keywords: data business, data actors, data 1password, data governance, data infrastructure, data needs, trust data, data integration, data shared, data accessible
Source: 1password.com

Advancing the next era of national science

Advancing the next era of national science American leadership has always been driven by scientific leadership. The technologies behind economic growth, national security, and better lives—from energy...

Keywords: bioscience openai, frontier intelligence, frontier ai, reach openai, openai, openai support, national science, national scientific, frontier capabilities, expertise infrastructure
Source: openai.com

Maybe it’s just me, but it feels like most of the agentic coding tools out there are single-player. An individual developer engages in a coding session with one or more agents, and the non-code “exhau...

Keywords: developers collaborating, agents git, team collaboration, collaborating, session agents, team code, software teams, teams developers, coding sessions, collaborating nowadays
Source: seroter.com

I graded 36 popular MCP servers on agent usability. A third got a D or F

I lint-scanned 36 popular MCP servers. A third of them are failing your agent. Your MCP server can be 100% spec-compliant and still be unusable by an agent. The Model Context Protocol spec tells you h...

Keywords: mcp apify, agent mcp, mcp servers, mcp server, mcp lint, lint mcp, developer mcp, mcp, dev mcp, npx mcp
Source: tengli.dev

The Rise of the Subagents

I must confess that when I first read about subagents, I was a bit sceptic. I could understand the benefits of running tasks in separate context windows, but it never really occurred to me to spawn do...

Keywords: agents parallel, subagent paradigm, sub agents, managing agents, swarm subagents, agents sub, creating agents, subagents agent, implement agents, swarm agent
Source: danicat.dev

The startup's Postgres survival guide

The startup's Postgres survival guide A guide to preventing Postgres from toppling over. Over the past half year or so, I’ve been writing an internal doc for our engineers trying to distill two years...

Keywords: fast postgres, postgres indexes, indexed postgres, indexes slow, postgres significantly, indexes good, indexes just, busy postgres, slower index, indexes tables
Source: hatchet.run

Comparing Gloo Gateway and Kong Architecture, Scalability and Performance, and Developer Experience | Solo.io

Organizations today need an API gateway that moves as quickly as they do, rapidly responding to market changes and infrastructure updates. In our recent API gateway buyer’s guide, we’ve evaluated five...

Keywords: cloud native, hybrid cloud, api gateways, comprehensive microservices, gateway architecture, compared cloud, microservices support, apis devops, api gateway, orchestration kubernetes
Source: solo.io

Data Mage: meet our AI data analyst that lives in Slack - Bitrise Blog

As many other data teams do, we have a dedicated Slack channel (#data) where the whole company can ask data-related questions that get picked up by a designated, weekly-rotated data analyst (data mage...

Keywords: slack data, data team, data teams, warehouse chat, chatting data, conversation data, data agent, conversations builds, data_analyst agents, chatbot bigquery
Source: bitrise.io

Generate Client SDKs with Gloo Portal, Gloo Edge, and Swagger Codegen | Solo.io | Solo.io

You have APIs, now make it easy for your clients to use them On our quest to increase development velocity, security, and improve management, one of the more powerful patterns businesses can put into...

Keywords: api management, apis apis, sdks swagger, api portal, apis daunting, apis available, available apis, application swagger, apis, used apis
Source: solo.io

Implementing a Custom Integration in the Gateway: An Example With AWS SigV4 | Solo.io

In today’s digital world, businesses need to connect and manage external services securely and efficiently. One useful tool for this is Gloo Gateway from Solo.io, an API gateway that helps businesses...

Keywords: gloo gateway, authentication gateway, aws signature, api gateways, aws authentication, api gateway, service gateway, services gateway, integrations gateway, integrations aws
Source: solo.io

So Reddit has decided that plain HTML is unsafe

Reddit-The-Company If you don’t know Reddit, it basically is the host of many popular forums. And like any company which encourages you to “come for the cats [and] stay for the empathy,” Reddit seems...

Keywords: reddit company, reddit business, replacement reddit, old reddit, reddit old, reddit discovered, communities reddit, reddit anymore, logging_in_to_use_old_reddit, logging_in_to_use_old_reddit hope
Source: cole-k.com

The agent writes faster than you can review

Monday's agent can write code. Give it a shell and a filesystem, one import each, and it does, fast, and overnight it opens four pull requests. They're waiting for you: hundreds of lines of agent-writ...

Keywords: agents review, reviewer agent, agent writes, agent write, agent code, reviews agent, monday agent, improving agents, agent works, check agent
Source: pydantic.dev

The Open Source Application Networking Stack | Solo.io

How applications get networked is paramount to their efficiency, reliability, and security. It’s not a secret that tools and platforms play a vital role in ensuring the seamless operation of your appl...

Keywords: utilizes kubernetes, platform kubernetes, cni kubernetes, kubernetes cni, container networking, container network, extensible kubernetes, tools kubernetes, tool kubernetes, used kubernetes
Source: solo.io

Understanding Istio Ambient Ztunnel and Secure Overlay | Solo.io

There are a variety of tunnel mechanisms that can be used today to create connectivity between disconnected/remote networks. These have been traditionally used to overcome limitations in the WAN, or e...

Keywords: encryption ipsec, encapsulation tunneling, network encapsulation, ipsec protocol, tunneling protocol, encapsulation protocol, service network, ip encapsulation, connectivity service, tunnel secure
Source: solo.io

Build an LLM Agent That Can Write and Run Code

Once the agent can write and execute code, many tasks become possible. For example, the agent can inspect files or datasets, write data processing logic, or produce artifacts for downstream consumptio...

Keywords: agentic workflows, runtime agents, executing agents, agent writes, agent analyzes, execution agents, agent instruction, agent write, runtime agent, agent analyze
Source: towardsdatascience.com

Can a MUD evaluate LLMs? A $99 proof of concept

Old worlds for new agents. CrucibleBench places language models in a persistent MUD, a text world where NPCs remember, trust accumulates, and mistakes leave traces, and scores what they do over 50 tur...

Keywords: cruciblebench ai, agents cruciblebench, persistence, text worlds, persistent world, way cruciblebench, world agent, concept persistent, cruciblebench, new agents
Source: cruciblebench.ai

How to measure human-LLM judge alignment

LLM judges make it possible to evaluate large datasets quickly, but before relying on one, you need to know how closely its judgments match those of human experts. No single number can tell you whethe...

Keywords: judge alignment, judge reliability, judge validation, judge dataset, llm judge, judge human, judge precision, evaluating llm, comparing judges, determine judge
Source: arize.com

RefluXFS Linux Kernel Vulnerability Lets Attackers Gain Root Access

A new Linux vulnerability dubbed “RefluXFS” — a race condition in the Linux kernel’s XFS filesystem copy-on-write path that lets an ordinary local user silently overwrite protected system files and se...

Keywords: xfs flaw, kernel vulnerability, kernel xfs, o_direct writes, corrupted write, linux vulnerability, xfs filesystem, file xfs, patch xfs, file kernel
Source: cybersecuritynews.com

Six questions before you add an LLM

Should you even use an LLM? The Agent That Did Too Much I had a problem: as an AI implementation consultant, I had no automated pipeline to discover and qualify leads and insert them into my self-host...

Keywords: validate prospects, prospects crm, prospecting pipeline, approach ai, prospect discovery, validating prospect, apply ai, consultant automated, prospecting prospecting, ai adoption
Source: cameronmpalmer.medium.com

Top 10 Programming Books for Coders of All levels - Must Read

Hello guys, Coding is one of the most essential skills for programmers, and if you want to survive as a programmer, you must improve your coding ability. Gone are the days when you can get a software...

Keywords: programmers interviews, coding skills, coding skill, code programmer, coding ability, coding expertise, coding tests, skills programmers, testing coding, coding test
Source: java67.com

From maintenance to innovation: Checking in on Checkout.com’s Cloud Composer 3 migration

From maintenance to innovation: Checking in on Checkout.com’s Cloud Composer 3 migration Piotr Wieczorek Product Manager, Cloud Composer Michelle Liu Customer Engineer Data engineering teams often fac...

Keywords: managed airflow, cloud managed, airflow service, airflow checkout, using cloud, airflow provides, manager cloud, cloud composer, cloud, airflow migration
Source: cloud.google.com

Production-Grade Browsers for Agents (Anchor x Daytona)

Better Together: Production-Grade Browsers for Agents, Powered by Anchor and Daytona Ivan Burazin has been beating the drum around sandboxes for a while now, and his predictions keep coming true. I go...

Keywords: browser agents, browsers agents, browser agent, agent browser, browser infrastructure, sandboxes browsers, automated browsers, agent approaches, agent needs, agent click
Source: daytona.io

A flaky test exposed a Redis client use-after-free

It can be hard to fix a bug even when it happens deterministically; replicating the circumstances that trigger it is often the hardest step. When a bug is non-deterministic this becomes harder: we nee...

Keywords: bug redis, corruption bugs, corruption bug, memory corruption, redis developers, tests flaky, redis, flaky tests, failing sporadically, crash test
Source: buildkite.engineering

Amiga 1000: Ten 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

Are AI Labs Pelicanmaxxing?

Are AI labs pelicanmaxxing? For the past few years, Simon Willison has tested every major LLM release with the same prompt: “Generate an SVG of a pelican riding a bicycle”. What began as a tongue-in-c...

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Source: dylancastillo.co

How to Use JFrog CLI Without Editing Your CI Scripts

How to Use JFrog CLI Without Editing Your CI Scripts Using JFrog CLI used to come with a catch. To run a build through it, you had to put it in front of the command. For example, jf npm install instea...

Keywords: jfrog cli, build jfrog, cli jfrog, commands jfrog, require jfrog, jfrog build, setup jfrog, scripts jfrog, jfrog setup, prefix jfrog
Source: jfrog.com

Introducing OpenAI Presence

The challenge for enterprises is no longer proving that AI agents can work, it’s making them reliable enough to do high-value work in production. Agent behavior must also adapt as products, policies,...

Keywords: openai presence, improve agents, agents work, openai research, agent needs, models openai, ai agents, agents behave, agents customers, introducing openai
Source: openai.com

How Do You Know That?

Stream the latest episode Listen and watch now on YouTube, Spotify, Apple, and most other major streaming platforms. Brought to you by WorkOS is the infrastructure B2B and AI-native companies use to s...

Keywords: ai agent, codebase agents, working agents, ai, ai software, enterprise security, means ai, code ai, ai governance, software engineer
Source: newsletter.kentbeck.com

Why care about programming languages

Why care about programming languages by Eduardo Bellani In the age of AI-assisted coding, it’s easy to feel that deep knowledge of programming languages has become obsolete. Why spend years mastering...

Keywords: programming languages, programming language, caring programming, code language, languages obsolete, programming, oop languages, languages rust, ideas programming, mastering language
Source: ebellani.github.io

How to kill the code review

How to kill the code review This is a follow-up to my viral post published on The Latent Space titled How to kill the code review. It argued that traditional code review is no longer a viable quality...

Keywords: kill review, code reviews, code review, review killed, reviewing code, review longer, stop reviewing, review code, reviewer remaining, review survives
Source: aviator.co

Making

2026-03-12 On Making I made this! TLDR: I gain a lot of fulfillment by making things. I don't consider things built by others at my request to be made by me, and are therefore much less fulfilling. An...

Keywords: making software, developers, build things, craft, making things, ai dev, software build, making, ai make, dev
Source: beej.us

How to Turn Grok 4.5 Into a Real-Time Research Machine

I ran seven research queries last week that none of my other AI tools could answer. Not because Grok is smarter. Because it's looking at the same moment I am. Every other frontier model has a knowledg...

Keywords: grok research, search grok, using grok, research grok, use grok, grok native, grok dedicated, grok works, grok smarter, grok finds
Source: simplifyingai.co

3 Years of Graph Engineering with LangGraph

"Graph engineering" surfaced this weekend, kicked off by this tweet: It's the latest term to come out of X's AI content factory, joining prompt engineering, context engineering, harness engineering, a...

Keywords: agent graphs, agents graphs, graph engineering, agent conceptual, graph building, agents planning, llm agents, agents idea, modeling agents, agent frameworks
Source: langchain.com

Extend eve agents with installable extensions

You can now package tools, connections, skills, instructions, and hooks into extensions that any eve agent can import. Extensions can be published to package registries like npm, then installed, versi...

Keywords: package extension, extension package, eve extension, import extensions, extension tool, extensions import, extensions eve, package tools, extension agent, agent extensions
Source: vercel.com

Kimi K3: second only to Fable 5 on AA-Briefcase

July 21, 2026 Kimi K3: second only to Fable 5 on AA-Briefcase Kimi K3 is second only to Fable 5 on AA-Briefcase, our agentic knowledge work benchmark, but costs more than Opus 4.8 to run while averagi...

Keywords: briefcase kimi, benchmark agentic, briefcase agentic, briefcase results, kimi k3, aa briefcase, results kimi, kimi k2, released kimi, api kimi
Source: artificialanalysis.ai

Malleable Computing, Emacs, and You

Malleable Computing, Emacs, and You 22 Jul 2026 Charles Choi It all started with a routine task. I use GitHub issues for all of my public-facing projects but my preference is keeping track of things i...

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Source: yummymelon.com

Any text-to-SQL benchmark should address difficulties of real-world data stores

Data warehouses are often subject to a preponderance of ad-hoc queries. They came into existence in the 1990s to support historical data stores of customer-facing data, especially sales data. At that...

Keywords: data warehouses, data warehouse, warehouse queries, data stores, warehouses idiosyncratic, warehouse oracle, warehouses, warehouses subject, business intelligence, warehouses know
Source: cacm.acm.org

End-of-turn, not first partial: the STT latency that matters for voice

End-of-turn, not first partial: the STT latency that matters for voice Speech-to-text vendors quote how fast the first partial word comes back. For a voice agent that's the wrong number to rank on: th...

Keywords: latency voice, stt latency, stt voice, partial latency, text voice, latency tells, perceived latency, token latency, latency, latency matters
Source: benchmarks.speko.ai

Everyone Should Know SIMD

Mitchell Hashimoto Everyone Should Know SIMD SIMD has a reputation for being complex. I've met many very good software engineers who dismiss it as something too complex to learn or a niche optimizatio...

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Source: mitchellh.com

A Fast Path for Fixed-Length Lists in Parquet

In its current form Apache Parquet isn’t a great fit for storing fixed-length lists, such as coordinates, RGB(A) colors, or—an increasingly common case—vector embeddings driving search and retrieval w...

Keywords: length parquet, parquet format, implemented parquet, understandable parquet, vectors parquet, parquet parser, elements parquet, substantial parquet, apache parquet, parquet readers
Source: morling.dev

AI Gateway now supports streaming transcription

AI Gateway now supports streaming transcription. Previously, transcription required a complete audio file and returned the full transcript in a single response. Now you can stream audio in as it's cap...

Keywords: streaming transcription, streamtranscribe ai, audio openai, stream audio, experimental_streamtranscribe streamtranscribe, sdk streamtranscribe, streamtranscribe, experimental_streamtranscribe, streamtranscribe model, speech transcription
Source: vercel.com

Open Sauce and GPS time were my summer AI Antiseptics

Open Sauce and GPS time were my summer AI Antiseptics In the midst of our AI slop revolution, traveling to the West coast for Open Sauce this past weekend was the perfect antiseptic for rising costs,...

Keywords: gps time, gps clocks, sauce gps, tufty gps, wearable gps, pimoroni badgeware, gps module, app gps, compare gps, logged gps
Source: jeffgeerling.com

Transcription on OpenRouter

Transcription on OpenRouter OpenRouter · You’ve got a 40-minute sales call recording, a folder of voice memos, or a user holding down a mic button, and you need a text transcript. The usual approach i...

Keywords: transcription openai, transcription openrouter, audio apis, openrouter transcription, audio transcription, transcriptions audio, api transcription, service transcription, audio transcriptions, audio openrouter
Source: openrouter.ai

uv's Malware Check: What It Blocks and What It Misses

uv's Malware Check: What It Blocks and What It Misses When litellm was compromised in March, the malicious versions sat on PyPI for hours. When lightning was hit in April, Socket flagged the bad relea...

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Source: pydevtools.com

10 REM"_(C2SLFF4

2026-07-21 10 REM"(C2SLFF4 Let's dive into The Wizard's Castle (source code)! 10 REM"(C2SLFF4 That is the first line of the 80s microcomputer BASIC game The Wizard's Castle initially written for the...

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Source: beej.us

Run RF-DETR in NVIDIA DeepStream on Jetson

From HuggingFace weights to live multi-camera inference on a Jetson Orin Nano: TensorRT engine build, the custom bbox parser DeepStream needs, and per-class colors with a pyds probe.

Keywords: deepstream needs, tensorrt engine, parser deepstream, camera inference, deepstream, nano tensorrt, bbox parser, inference jetson, colors pyds, pyds probe
Source: blog.roboflow.com

3 Obot alternatives to consider in 2026

Table of contents 3 Obot alternatives to consider in 2026 As your employees use AI, you'll need to control the company tools their AI can reach, secure the credentials behind them, and keep a record o...

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Source: merge.dev

Announcing the Portal open beta

Announcing the Portal open beta Wednesday, July 22nd 2026 A brand new dashboard has been on our roadmap for years. It's been one of the most requested items from users, and one of the things we've wan...

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Source: keygen.sh

Anything You Can Score, a Machine Can Win

Anything You Can Score, a Machine Can Win A move no human would play. A fifty-year problem solved in a weekend. A score built out of our own judgment. The frontier was never difficulty. It was measure...

Keywords: machine games, machine played, machine win, machine play, human game, human players, games human, human chess, went machine, chess easy
Source: robonaissance.com

Show HN: HN Hall of Fame – browse 3,100 legendary Hacker News links

Browse legendary Hacker News links. 1,169 Hall of Fame links and 1,994 Candidates. We can't send email more than 500 miles (2002) web.mit.edu 1164 peak points 57 submissions · 50 people · 17.9 years T...

Keywords: legendary hacker, fame links, browse legendary, 57 submissions, 31 submissions, hacker news, 32 submissions, 205max pts, 635max pts, programming years
Source: orangecrumbs.com

SymptomAI: Towards a conversational AI agent for everyday symptom assessment

General Science

Keywords: general science, science, general
Source: research.google

Critical Minerals: Reducing U.S. Import Reliance with Substitution and Recycling

Critical Minerals: Reducing U.S. Import Reliance with Substitution and Recycling Technologies Fast Facts The U.S. relies on imports for many critical minerals that are essential to the battery and sem...

Keywords: battery recycling, minerals batteries, recycled minerals, recycle minerals, minerals battery, imports lithium, recycling technologies, imports battery, battery recyclers, recycling materials
Source: gao.gov

Performance, Rendering, and Interaction in Competitive Esports (PRICE)

Performance, Rendering, and Interaction in Competitive Esports (PRICE) Esports is having a significant societal impact. Yet scheduling competitive group play during experiments is difficult, and recre...

Keywords: tournament experiments, competitive esports, hybrid tournament, integrated tournament, tournament, league tournament, esports, play experiments, tournament run, competitive group
Source: research.nvidia.com

Towards a quantum computer that learns from its errors

Machine Intelligence

Keywords: machine intelligence, intelligence, machine
Source: research.google

Ubuntu 26.10 Introduces Ubuntu Certified Checking Feature in Settings

Ubuntu 26.10 Introduces Ubuntu Certified Checking Feature in Settings Ubuntu 26.10 is set to introduce a feature that allows users to check if their devices are Ubuntu Certified directly from the Sett...

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Source: serverhost.com