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Daily Tech News - 2026-07-21

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Today's tech headlines are dominated by the burgeoning field of agentic AI and the powerful infrastructure solutions enabling its widespread adoption.

Agentic AI continues its rapid evolution, characterized by architectural shifts towards multi-agent swarms and increased standardization. This progress is set to revolutionize various sectors, from financial research to operational intelligence. However, with this burgeoning power comes a critical focus on security, as highlighted by emerging OWASP Top 10 guidelines specifically for agentic applications. Powering this growth are significant hardware advancements: NVIDIA's new Rubin GPU architecture and record-setting Mixture-of-Experts (MoE) pre-training on GB300 NVL72 are pushing computational boundaries, complemented by AMD's ROCm libraries and ATOM/ATOMesh for high-performance inference.

Kubernetes continues its reign as the primary platform for deploying and scaling these complex AI workloads. From operationalizing AI agents with OpenShift primitives and efficiently deploying models via KServe, to dynamic scaling with the OpenSearch KEDA Scaler, Kubernetes offers robust solutions. The drive for accessible infrastructure extends to self-hosted Kubernetes on platforms like Hetzner Cloud, further simplifying GitOps workflows in environments like OpenShift Lightspeed.

Beyond AI, other notable innovations include Slater, a low-memory graph database designed for read-heavy graphs, and critical insights into the state of simulation for Physical AI. Additionally, new tools like CodeMender are emerging to find and fix software vulnerabilities, ensuring overall system integrity in this rapidly advancing technological landscape.

Operationalize AI agents with OpenShift and Kubernetes primitives

In Demystifying agentic AI: How to build production-ready AIOps with open source models, we discussed why you should use open source models for production-ready agentic AI operations (AIOps) systems....

  • Keywords: ai deployment, aiops systems, ai kubernetes, kubernetes ai, aiops capabilities, ai infrastructure, agentic aiops, kubernetes enterprise, ai agents, agent deployment
  • Source: developers.redhat.com

Slater – Low-memory graphdb designed for read-heavy graphs

Current version: v0.24.1 — all releases. In one line: Slater serves graphs that don't fit in memory — hundreds of millions of nodes and billions of edges in low hundreds of MB of RAM — over standard B...

  • Keywords: graphs memory, graph neo4j, graph databases, graph database, neo4j memgraph, versus neo4j, graph capability, ram neo4j, graph engine, faster neo4j
  • Source: github.com

The Current State of Agentic AI

In this article, you will learn how agentic AI architecture has evolved by mid-2026, including the shift away from orchestrated reasoning loops, the rise of multi-agent swarms, and the standardization...

  • Keywords: agent architectures, agents swarm, agent swarm, ai agents, agent swarms, monolithic agent, ai orchestration, agent context, agentic swarms, agents sdk
  • Source: machinelearningmastery.com

The State of Simulation for Physical AI: An Overview

The State of Simulation for Physical AI: An Overview Why Simulation Figure 1: Humanoid robot locomotion simulation. The robot's pose is represented by tracked body keypoints (green markers), while suc...

  • Keywords: robotics simulators, physical ai, roboticists simulation, simulation robotics, robot simulator, robots simulation, robotics simulation, robot simulation, robotics physical, datasets robotics
  • Source: huggingface.co

Show HN: OSS Cross-Harness self hosted registry and analytics for AI Agents

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  • Keywords: ai components, developer ai, build agents, components agents, version ai, store ai, agents developers, ai tools, maintain components, ai users
  • Source: github.com

Building a High-Performance Video Inference Pipeline with ROCm Libraries Using C/C++

Building a High-Performance Video Inference Pipeline with ROCm Libraries Using C/C++# AMD ROCm™ software is an open-source software stack designed for programming AMD GPUs, spanning everything from lo...

  • Keywords: rocdecode hardware, amd rocm, decoding gpu, gpu architecture, rocdecode library, amd gpu, amd gpus, hardware accelerated, running rocm, dedicated gpu
  • Source: rocm.blogs.amd.com

Deploy AI Models Efficiently on Kubernetes Using KServe

In today’s rapidly evolving technological landscape, deploying AI models efficiently is not just an advantage, but a necessity for businesses staying competitive. As organizations increasingly rely on...

  • Keywords: leveraging kubernetes, service kubernetes, models kubernetes, seamlessly kubernetes, kubernetes needs, having kubernetes, kubernetes services, kubernetes kserve, kserve kubernetes, kubernetes essential
  • Source: collabnix.com

Cheap Self-Hosted Kubernetes on Hetzner Cloud

This blog’s starter project can be found at github.com/qstarsit/hcloud-kube-hetzner Kubernetes is a brilliant workload API, the community has built a highly extensible standard which abstracts the und...

  • Keywords: operating kubernetes, natively kubernetes, lightweight kubernetes, enables kubernetes, manage kubernetes, kured kubernetes, storage kubernetes, kubernetes hard, kubernetes, standard kubernetes
  • Source: blog.qstars.nl

Efficient MiniMax-M3 Inference on AMD Instinct GPUs with ATOM and ATOMesh

Efficient MiniMax-M3 Inference on AMD Instinct GPUs with ATOM and ATOMesh# MiniMax-M3 is a natively multimodal Mixture-of-Experts (MoE) foundation model with 428 billion total parameters and 22 billio...

  • Keywords: sparse attention, architecture minimax, amd minimax, faster decoding, benchmarks inferencex, attention kernel, atomesh minimax, inferencex benchmarks, optimized attention, updated benchmark
  • Source: rocm.blogs.amd.com

Issue #027 - Parca, Popeye, Trivy vs Snyk, and the guide nobody reads

Issue #027 - Parca, Popeye, Trivy vs Snyk, and the guide nobody reads eBPF profiling with no code changes, a cluster that gets a letter grade, a scanner against a platform, and hardening advice writte...

  • Keywords: ebpf profiling, profiling, continuous profiling, differential profiling, profiling thing, profiling kubernetes, profiling code, profiling metrics, profiling pick, minutes profiling
  • Source: podostack.com

The KX Trader Agent Blueprint: AI Research Powered by KDB-X and NVIDIA

Key Takeaways

  • Financial research is fragmented across market data, company fundamentals, news, SEC filings, macroeconomic indicators, and internal research, making it time-consuming and difficult to...

  • Keywords: financial ai, market data, financial data, data market, analytics market, trading agents, enterprise data, market analysts, financial analysts, data blueprint

  • Source: kx.com

Migrate Datadog telemetry with the OpenTelemetry Collector

A faster way to start a Datadog migration Migrating an observability platform can involve much more than changing where your data is stored. Datadog agents and SDKs may already be deployed across thou...

  • Keywords: datadog migration, telemetry datadog, datadog telemetry, datadog instrumentation, instrumented datadog, retaining telemetry, migrating observability, telemetry existing, existing datadog, infrastructure datadog
  • Source: clickhouse.com

Setting a World Record for MoE Pre-Training on NVIDIA GB300 NVL72

Frontier model pre-training has converged on mixture of experts (MoE), which is fundamentally changing what limits large-scale AI training. As compute per token falls, communication increasingly deter...

  • Keywords: training throughput, training deepseek, gpus achieves, throughput gpu, thousands gpus, tuned gpus, gpus moe, 256 gpus, core deepseek, semantic gpu
  • Source: developer.nvidia.com

Scaling Kubernetes Workloads with the OpenSearch KEDA Scaler

Kubernetes has built-in support for scaling workloads based on CPU and memory usage. But real-world scaling decisions are often driven by signals that live elsewhere — in your logs, your traces, or th...

  • Keywords: kubernetes scaling, kubernetes opensearch, scale kubernetes, data kubernetes, kubernetes workload, kubernetes aware, opensearch scaling, kubernetes resource, instrumentation kubernetes, kubernetes cluster
  • Source: opensearch.org

Running Doom on Our Custom CPU and Going Viral

Two weeks ago we successfully ran(crawled) Doom on a CPU we built from scratch (and then posted a video that got a few million views). To be honest, I still can't believe it. What did we really do tho...

  • Keywords: doom cpu, shareware doom, program doom, doom program, running doom, run doom, optimization doom, doom debugging, porting doom, doom fps
  • Source: armaangomes.com

Your coding harness shouldn't be a black box

New models ship every day, both open and closed. The harness you run them through decides how much of that capability you actually get. Depending on the harness, you can get wildly different results f...

  • Keywords: systems harness, model harness, harness model, harness tasks, harness bottleneck, harness decision, harness task, harness rely, harness powerful, expert harness
  • Source: lambda.ai

Inside NVIDIA Rubin GPU Architecture: Powering the Era of Agentic AI

What began as discrete AI model training and human-facing chat interfaces has evolved into always-on AI factories dedicated to producing intelligence at scale. These factories are now tasked with powe...

  • Keywords: agentic throughput, gpu architecture, throughput agentic, models gpus, efficiently gpu, gpu computation, approach gpus, agentic workloads, ai workloads, gpu needs
  • Source: developer.nvidia.com

Laguna S 2.1

  • Punching above its weight class

  • A closer look at DeepSWE

  • Evaluation methodology

  • Seeing the model work

  • Thinking effort

  • Limitations

  • What actually changed in this model

  • A strong base, the...

  • Keywords: training laguna, deepswe benchmarks, laguna capable, capabilities laguna, laguna thinking, challenge laguna, laguna build, models laguna, overthinking laguna, laguna model

  • Source: poolside.ai

Platform engineering for the agentic enterprise: Managing applications, resources, and AI agents

Platform engineering is evolving Platform engineering has become one of the defining disciplines of the cloud native era. As organizations embraced Kubernetes, microservices, GitOps, and distributed a...

  • Keywords: manages platform, platform ecosystem, platform manages, platform enterprise, developers platform, platform engineering, developer platforms, developer platform, platform manage, platform capabilities
  • Source: cncf.io

Show HN: A self-running space economy SIM in Rust and Bevy

A self-running space-economy simulator, in Rust + Bevy. Hundreds of autonomous ships trade, mine, haul cargo, take out contracts, run out of fuel, and occasionally go bankrupt across a living solar ec...

  • Keywords: space economy, economy simulator, economic simulation, cargo run, economy run, driven economic, agent driven, planner economy, ship autonomous, economy engine
  • Source: github.com

Simplify GitOps workflows with MCP in OpenShift Lightspeed

Picture this: you're an application developer managing workloads on Red Hat OpenShift and you want to streamline your daily workflow. You need to monitor your workloads' health, detect incidents as th...

  • Keywords: mcp openshift, openshift cluster, cluster openshift, openshift clusters, working openshift, platform openshift, server openshift, servers openshift, scenario openshift, detection openshift
  • Source: developers.redhat.com

From VPS to Kubernetes: Containerizing the app in user space

In the previous VPS post we deployed URL shortener service the old-fashioned way: clone the repository, build it on the server, wire up Jetty server, configure nginx by hand, and run Certbot. Quite ma...

  • Keywords: deployment kubernetes, hosted kubernetes, kubernetes, containerized deployment, node kubernetes, automatically kubernetes, fine kubernetes, upgrade kubernetes, kubernetes configurations, kubernetes control
  • Source: blog.vaadin.com

Now in preview: Find and fix software vulnerabilities with CodeMender

Now in preview: Find and fix software vulnerabilities with CodeMender Michael Gerstenhaber VP, Product Management, Gemini Enterprise Clemens Viernickel Director, Product Management, Cloud AI As advers...

  • Keywords: ai codemender, vulnerabilities codemender, codemender ai, risks codemender, codemender agent, codemender scans, codemender strengthens, codemender scan, approach codemender, codemender critical
  • Source: cloud.google.com

OWASP Top 10 for Agentic Applications

2025 was the year AI agents started breaking things in production. A single crafted email pulled corporate data out of Microsoft 365 Copilot with zero clicks. A hijacked pull request shipped data-wipi...

  • Keywords: agentic security, ai agent, vulnerabilities agentic, agents tools, ai agents, secure agentic, agent tools, ai packages, agents software, code agent
  • Source: cycode.com

Bring reactive Python to any site

A marimo HTML/WASM export turns a single notebook into a complete browser application, including its full interface. It makes the entire notebook easy to share as a standalone page. But what if you wa...

  • Keywords: reactive notebook, publication cell, publications cells, tools publication, notebook integrations, html publications, publishing marimo, publishing systems, publication formats, marimo documentation
  • Source: marimo.io

NanoClaw and the Rise of Personal AI Agents

NanoClaw and the Rise of Personal AI Agents Podcast: Play in new window | Download Subscribe: RSS AI agents have shown remarkable potential to function as persistent digital assistants that are capabl...

  • Keywords: agent sandbox, nanoclaw agent, agent docker, external agent, agent tools, agent api, agents messaging, agent orchestration, agents communicate, coding agents
  • Source: softwareengineeringdaily.com

PostgresBench: Measuring the impact of High Availability on Managed Postgres performance

A few months ago, we released PostgresBench, an open source benchmark that compares managed Postgres performance across vendors with a transparent, reproducible methodology. It was well received by th...

  • Keywords: availability comparison, high availability, postgres performance, postgres providers, various postgres, postgres services, postgres provides, postgres aws, rds postgres, availability cross
  • Source: clickhouse.com

The Essence of GPUs

The Essence of GPUs Progress exposing physics understandably and remaining opportunities for symbolic computation The last sequence of posts started by griping about how programming languages and CPUs...

  • Keywords: gpu programming, principles gpus, purpose gpus, gpu infrastructure, gpus programmable, gpus progress, gpus opportunities, ideas gpus, gpus really, gpus represent
  • Source: stng.substack.com

Developer gets Nvidia RTX 4060 working on Windows 11 ARM

Until now, Windows on ARM PCs have not supported Nvidia’s desktop GPUs, largely because the company had not released a public Windows ARM64 driver. Nvidia now has an ARM64 driver through its RTX Spark...

  • Keywords: arm nvidia, nvidia rtx, nvidia arm64, 920 rtx, arm64 nvidia, qingyun w510, hardware huawei, w510 kunpeng, kunpeng 920, huawei kunpeng
  • Source: windowslatest.com

Devin Outposts on Modal

Devin Outposts on Modal Devin, built by Cognition, is an AI software engineer: it plans, writes, tests, and ships code semi-autonomously. How an engineer works depends on the job in front of them. A d...

  • Keywords: cognition cloud, devin outpost, devin outposts, setup devin, autonomously engineer, modal devin, cognition sessions, devin modal, session machines, task devin
  • Source: modal.com

Expenditure Horizon: Measuring Optimization Ability, with an Application to NanoGPT

We propose a measure of an AI agent’s optimization ability with an “expenditure horizon.” We give an empirical illustration from the NanoGPT speedrun. One difficulty in measuring AI’s ability to accel...

  • Keywords: ai cost, ai cheap, ai benchmarks, accelerate ai, optimize ai, ai accelerate, estimate effort, estimating effort, expenditure horizon, measuring ai
  • Source: metr.org

YouTube System Design for Robotics Data Infrastructure

YouTube System Design for Robotics Data Infrastructure When we first started building a data platform for robotics, we weren’t thinking about YouTube. Robotics teams wanted to be able to upload their...

  • Keywords: youtube robotics, videos platform, video streaming, youtube pareto, thinking youtube, video platform, youtube design, video platforms, streaming, video uploads
  • Source: hebbianrobotics.com

–end-of-options

I was reading through the fix for a package manager CVE last week and ran into a git flag I’d somehow never noticed: --end-of-options . My first reaction was that some LLM had hallucinated it, but it’...

  • Keywords: git parses, git flag, flag git, git invocation, parser git, options git, git rev, git log, git binary, options revisions
  • Source: nesbitt.io

A research agent, three ways

Midweek, with an agent that writes code and gets it reviewed, someone asks a different kind of question: "before we commit to the migration, can it research the vendor options?" And the reflex says no...

  • Keywords: agent pydantic_ai, pydantic_ai capabilities, research agent, finding agent, import agent, instrument_pydantic_ai agent, agent api, agent needs, agents build, agent pydantic
  • Source: pydantic.dev

How OpenAI uses human feedback to evaluate and improve LLMs

Key takeaways • OpenAI aggregates explicit and implicit feedback in a shared data layer so teams can measure the same failure across channels. • An LLM-derived feedback pipeline recovers corrections t...

  • Keywords: openai feedback, reproducing openai, openai uses, described openai, openai production, openai aggregates, openai output, feedback infrastructure, openai, openai answer
  • Source: arize.com

I had two weeks, an 8-foot keyboard, and a Wordle Workflow

Two weeks before AI Engineer World's Fair, Monifa Contaste, from the Temporal field team, reached out to me with a problem that sounded technically fun and logistically deranged. Temporal had an 8-foo...

  • Keywords: temporal booth, replay temporal, temporal ui, keyboard temporal, watch temporal, making temporal, temporal cli, make temporal, keyboard replay, play temporal
  • Source: temporal.io

NVIDIA Vera CPU: Olympus Cores Built for Maximum Single-Thread Performance in Agentic AI

Agentic AI shifts more of the critical execution path onto the CPU. Agents operate in sandboxes to execute code, invoke tools, retrieve context, interact with databases, and analyze results before ret...

  • Keywords: agentic workloads, agentic workload, cpu agents, agent throughput, agent workloads, concurrency agent, ai workloads, agentic performance, concurrent agent, cloud cpu
  • Source: developer.nvidia.com

Daily Reading List – July 20, 2026 (#828)

On my first normal workday in a week-and-a-half, it was mostly all meetings. Lots of catch up. But I got to spend the last bit of the day working on a presentation about “how to use AI without losing...

  • Keywords: advice evals, adk agent, ai agents, agent production, built agent, evals, understanding agent, agent understanding, agent, apis agents
  • Source: seroter.com

The 12 Best Notion Alternatives in 2026

The 12 Best Notion Alternatives in 2026 I've been obsessed with collaborative writing tools and personal knowledge management for roughly a decade, starting as an early Notion beta tester in 2016. Not...

  • Keywords: notion alternatives, notion project, notion job, replacement collaboration, notion replacement, notion work, currently notion, flexible collaborative, alternatives, collaborative workspaces
  • Source: builder.io

Claude Is Not a Compiler

In early 2025, I wrote Is Claude a Compiler? At the time, my answer was: I don’t know. I’m now pretty sure the answer is “no, that’s a category error, it’s better than a compiler.” But this requires a...

  • Keywords: compiler critically, compiler ability, does compilers, compilers, compiler engineer, compiler, compiler time, compiler work, engineer compiler, compilers work
  • Source: blog.exe.dev

Get Started with Precision Context Management Using MCP+

If you’ve built AI agents that rely on external tools for fetching documentation pages, querying internal APIs, or searching repositories, you’ve likely stared at your token counts in disbelief. Watch...

  • Keywords: agents rely, agent task, agent cursor, agent context, agent reads, agent responses, agents mcp, ai agents, task agent, agentic research
  • Source: developer.salesforce.com

Jack Dorsey launches Buzz to combine team chat, AI agents and Git hosting

Jack Dorsey (@jack) said in an announcement on X on July 21st that Block is launching Buzz, an open-source workspace designed to put employees, AI agents, conversations and software repositories behin...

  • Keywords: buzz built, buzz decentralized, agents buzz, dorsey block, buzz documentation, buzz decentralization, stack dorsey, buzz, buzz slack, launching buzz
  • Source: runtimewire.com

Scaling MiniMax-M3 Inference with Distributed Serving and Operator Co-Design on AMD Instinct MI355X GPUs

Scaling MiniMax-M3 Inference with Distributed Serving and Operator Co-Design on AMD Instinct MI355X GPUs# This blog walks you through a set of MiniMax-M3 inference optimizations on AMD Instinct™ MI355...

  • Keywords: eagle3 optimized, bottlenecks attention, decoding overhead, optimizations amd, efficient gemm, atom minimax, scaling bottlenecks, cache sparse, m3 optimization, gemm throughput
  • Source: rocm.blogs.amd.com

The best log monitoring tools for developers, compared

The best log monitoring tools for developers, compared Contents Every log monitoring tool does three things: collect, search, alert. If that were the whole job, this article would be one sentence long...

  • Keywords: log monitoring, log tooling, log tool, monitoring log, monitoring tools, tracking logs, logging platform, tools logs, manages logs, logs metrics
  • Source: posthog.com

Uhubctl – control USB power per-port on smart USB hubs

uhubctl is utility to control USB power per-port on smart USB hubs. Smart hub is defined as one that implements per-port power switching. Original idea for this code was inspired by hub-ctrl.c by Niib...

  • Keywords: uhubctl hub, uhubctl usb3, hub2 uhubctl, uhubctl usb2, usb3 hub, hubs uhubctl, power hub, usb hub, hub1 uhubctl, powered uhubctl
  • Source: github.com

Build reliable Go applications: Configuring Azure Cosmos DB Go SDK for real-world scenarios

-5b301f10ddcd---4 crawled_date: 2026-07-21T13:03:54.138449+00:00 feed_url: https://itnext.io/feed published: Tue, 21 Jul 2026 12:42:39 GMT

Build reliable Go applications: Configuring Azure Cosmos...

  • Keywords: cosmos sdk, azure cosmos, db sdk, cosmos db, db cosmosdb, cosmosdb, sdk azure, database sdk, azure sdk, value cosmosdb
  • Source: itnext.io

How Apollo Uses Deep Agents and LangSmith for GTM AI

Apollo is a go-to-market platform covering the full sales cycle from prospecting to contact enrichment, outreach sequencing, deal management, and analytics. Apollo uses Deep Agents as the foundation f...

  • Keywords: gtm agents, analytics apollo, apollo gtm, apollo ai, ai assistant, agents assistant, apollo ui, agents architecture, deep agents, api apollo
  • Source: langchain.com

Inside Roblox’s Bet on World Models

Inside Roblox’s Bet on World Models Writing Useful Logs For Production. This Workshop Shows How. (Sponsored) An incident hits and you pull up the logs, only to find string based console output that te...

  • Keywords: roblox approach, engineering roblox, architecture roblox, realistic roblox, techniques roblox, roblox, roblox built, built roblox, roblox plans, exactly roblox
  • Source: blog.bytebytego.com

NVIDIA Vera Rubin: 10x Efficiency and the AI Infrastructure Shift

The News NVIDIA has released new performance data for its Vera Rubin AI compute platform, headlined by a 10x improvement in tokens per watt over the GB200 NVL72 as validated by CoreWeave on DeepSeek-R...

  • Keywords: nvidia infrastructure, throughput benchmarks, gpu overhead, explicitly performance, performs benchmarked, 2x performance, ahead nvidia, performance 6x, benchmarks announcement, disadvantage nvidia
  • Source: efficientlyconnected.com

How AI Agents on CoreWeave Help Process F1® Radio in Near Real Time

It's lap thirty-two of the 2026 British Grand Prix. Forty radio channels are live. One is reporting debris on track. Another is discussing tire wear. A third is debating whether to pit the lead car. T...

  • Keywords: prix radio, channels race, f1 radio, spoken radio, hours audio, talking tires, audio hard, competitor radio, radio channels, radio
  • Source: wf.coreweave.com

The Perfect Heist: NuGet Typosquat Targets Betting Platform to Rig Results

The Perfect Heist: NuGet Typosquat Targets Betting Platform to Rig Results The JFrog Security Research team has discovered and disclosed a typosquatted NuGet package named Newtonsoftt.Json.Net. Note t...

  • Keywords: malicious nuget, nuget typosquat, malicious payload, trojanized, typosquat targets, setter trojan, builds trojanized, typo attacker, trojan rigs, typosquat attack
  • Source: jfrog.com

Application interfaces revisited 10 years later

-5b301f10ddcd---4 crawled_date: 2026-07-21T20:05:24.426508+00:00 feed_url: https://itnext.io/feed published: Tue, 21 Jul 2026 19:56:50 GMT

Application interfaces revisited 10 years later Ten year...

  • Keywords: swagger openapi, interface discovery, applications interfaces, application interfaces, service discovery, interfaces revisited, interfaces exposes, configuration interfaces, interfaces support, aware interface
  • Source: itnext.io

Show HN: CodeAlmanac – Karpathy-style codebase wiki from your conversations

A living wiki for your codebase, maintained by AI coding agents. CodeAlmanac gives AI agents the context code alone cannot hold: why a system is shaped the way it is, what broke before, which invarian...

  • Keywords: codealmanac wiki, wiki codebase, codealmanac automation, automatic codealmanac, codealmanac setup, codealmanac cli, codealmanac, codex codealmanac, setup codealmanac, internally codealmanac
  • Source: github.com

Why R&D Data Belongs in the Lakehouse - and Why Agents Need It There

How four years of Unity Catalog discipline, Lakehouse Federation, and data product engineering became a governed AI context layer with one UI for humans and an MCP server for agents. At cellcentric, a...

  • Keywords: agents databricks, data agents, data agent, agents data, agents context, catalog ai, catalog architecture, data context, ai context, agents reason
  • Source: databricks.com

How to Actually Use Kimi K3 Instead of Just Screenshotting the Chart

I've spent years watching the same pattern play out with every new model release. A benchmark chart goes viral. Everyone screenshots it. A tiny fraction of the people who saw that chart ever actually...

  • Keywords: kimi k3, kimi launch, kimi model, model kimi, different kimi, kimi version, k3 rely, start kimi, entirely k3, access kimi
  • Source: simplifyingai.co

China’s AI Arms Race Runs Through Its Chips

China’s AI Arms Race Runs Through Its Chips A guide to China’s chips, data-center compute, and open models As one would expect a nation state to do, China is treating AI as a matter of national power....

  • Keywords: china ai, china compute, chinese ai, ai launched, ai economy, agent benchmark, ai economic, launched kimi, chinese cloud, roadmaps china
  • Source: thediligencestack.com

OpenAI and Hugging Face partner to address security incident

OpenAI and Hugging Face partner to address security incident during model evaluation Last week, Hugging Face disclosed a new kind of security incident(opens in a new window) after they detected and co...

  • Keywords: vulnerabilities openai, openai security, openai research, cyber capabilities, openai models, openai, collaboration openai, cyber protections, openai hugging, cyber incident
  • Source: openai.com

What is a context warehouse?

What is a context warehouse? Contents Data warehouses are optimized for analytics, business intelligence (BI), and data engineers. What would they look like if they optimized for AI agents instead? Th...

  • Keywords: context warehouses, warehouses context, data warehouses, context warehouse, warehouse data, warehouse integrated, warehouse architecture, data warehouse, warehouses optimized, warehouse ai
  • Source: posthog.com

Google's Gemini chip 🤖, AMD vs Nvidia ⚡, agent economics 💰

TLDR 2026-07-21 Google's Gemini chip 🤖, AMD vs Nvidia ⚡, agent economics 💰 Two numbers explain why millions stopped typing. (Sponsor) Wispr Flow is 4x faster than your keyboard, and 89% of messages go...

  • Keywords: gemini chip, chip gemini, google gemini, gemini neural, chip amd, chip lock, building chip, chip, model chip, circuitry chip
  • Source: tldr.tech

The Privilege Paths Attackers See, That You Don’t – A Complete PAM Guide

Why identity fragmentation is the blind spot behind most breaches—and what a platform approach changes The Identity Problem Hiding in Plain Sight Identity is at the centre of nearly every major breach...

  • Keywords: identity security, identity access, identity threat, identity attacker, credentials harden, analyses privilege, identities growing, identity attack, privilege holistically, hidden privilege
  • Source: cybersecuritynews.com

Genie One will soon be available to account-only users

What's coming? Learn about features and behavioral changes in upcoming Databricks releases. Upcoming behavior change: MANAGE no longer requires USE CATALOG or USE SCHEMA on the same object The MANAGE...

  • Keywords: catalog manage, schema manage, manage schema, manage privileges, object manage, manage privilege, privileges use, usage privileges, object ownership, managing objects
  • Source: docs.databricks.com

🗞️ On long-horizon cyber capability, leading open-weight models now trail the closed frontier by only 4 to 7 months,

🗞️ On long-horizon cyber capability, leading open-weight models now trail the closed frontier by only 4 to 7 months, Open-weight models closing cyber gap; AI advice erodes “I don’t know”; Kimi K3 tops...

  • Keywords: ai newly, ai agent, ai agents, agent benchmarks, ai free, ai developments, horizon cyber, ai security, new openai, 2025 ai
  • Source: rohan-paul.com

Why your agent needs access to your documentation

What 1,192 agent conversations taught us about knowledge base search A few months ago we shipped an agent inside our own product. It lives in our web app and lets users ask questions about their deplo...

  • Keywords: conversations search_knowledge_base, search_knowledge_base tool, search_knowledge_base agent, platform search_conversations, search_knowledge_base used, agent documentation, agent conversations, conversations agent, documentation search, agent native
  • Source: cncf.io

How to Use Deep Agents with Azure Cosmos DB — Plan, act, and verify against operational data

-5b301f10ddcd---4 crawled_date: 2026-07-21T13:03:54.138449+00:00 feed_url: https://itnext.io/feed published: Tue, 21 Jul 2026 12:47:30 GMT

How to Use Deep Agents with Azure Cosmos DB — Plan, act,...

  • Keywords: cosmosdb deep, azure cosmos, agent azure, agents azure, cosmosdb, cosmos db, data agent, toolkit azure, agents plan, agent memory
  • Source: itnext.io

🤖 xAI Releases Grok for Excel

Good morning! Here's what's happening in AI today: xAI releases Grok for Excel for free spreadsheet building Google Vids adds Gemini Omni for sketch to video generation Mathematician claims Fable help...

  • Keywords: grok excel, excel interface, ai tools, excel free, spreadsheet building, productivity grok, free spreadsheet, excel launched, spreadsheet, excel
  • Source: simplifyingai.co

API deprecations - Account Roles API

Cloudflare occasionally makes updates to our APIs that result in behavior changes or deprecations. When this happens, we will communicate when the API will no longer be available and whether there wil...

  • Keywords: cloudflare_account_role data, resource cloudflare_account_role, cloudflare_account_role, thecloudflare_account_permission_group data, thecloudflare_account_permission_group, migrate thecloudflare_account_permission_group, roles api, permissiongroup response, api cloudflare, cloudflare api
  • Source: developers.cloudflare.com

Chelsio’s T7 Brings 400GbE RDMA SmartNICs, Storage Controllers, and DPUs to AI Fabrics

Chelsio Communications has introduced its seventh-generation AI Interconnect Platform, expanding its Ethernet offload portfolio with SmartNICs, storage controllers, and Data Processing Units. Built on...

  • Keywords: t7 architecture, architecture t7, t7 ethernet, architecture chelsio, chelsio communications, chelsio s7, ai interconnect, programmable t7, t7 platform, platform chelsio
  • Source: storagereview.com

Introducing the KX NYSE TAQ Benchmark

Key Takeaways

  • First Public Real-Data Benchmark: Open-source and extensible framework built on authentic NYSE TAQ financial data.

  • Realistic Client Workloads: Runs a comprehensive suite of queries r...

  • Keywords: benchmarks kx, data benchmark, queries benchmarks, exchange benchmark, kx nyse, existing benchmarks, benchmark suite, benchmarks database, existing benchmark, taq benchmarks

  • Source: kx.com

Linux kernel will support $ORIGIN, sort of

Linux kernel will support $ORIGIN, sort of Published 2026-07-20 on Farid Zakaria's Blog For some reason, during TacoSprint 2026 I decided to see if we could tackle relocatable binaries in Nix. I enjoy...

  • Keywords: pt_interp_nix kernel, register nix_origin, nix_origin bpf, new pt_interp_nix, support origin, origin support, origin nix, kernel origin, nix_origin, origin supported
  • Source: fzakaria.com

AI Didn't Make Programming Easier. It Just Made It Differently Difficult

For decades, empirical research has shown that programming is a demanding cognitive activity: Developers rely on working memory, long-term recall, and complex mental models to manipulate interacting a...

  • Keywords: programming cognitive, programmer cognitive, programming expertise, novice programmers, programming easier, making programming, programming differently, programming education, programming, make programming
  • Source: cacm.acm.org

How to connect to the Supabase MCP with Claude Code (4 steps)

How to connect to the Supabase MCP with Claude Code (4 steps) Developers building on Supabase spend a significant amount of time context-switching: checking table schemas in the dashboard, running que...

  • Keywords: connect supabase, connecting supabase, supabase credentials, pipx supabase, supabase application, manage supabase, using supabase, supabase connected, supabase api, supabase claude
  • Source: merge.dev

How Verify Checks Code: Semantic Analysis, Runtime Previews, and Why It’s Not Just Another AI Review Tool

How Verify Checks Code: Semantic Analysis, Runtime Previews, and Why It’s Not Just Another AI Review Tool It’s Monday morning, and you’re eating the frog. A 4,000-line PR. An agent probably wrote it i...

  • Keywords: verify analyzes, describes verify, verify tools, semantic check, verify checks, run verify, behavior verify, saying verify, checking behavior, ai reviewers
  • Source: aviator.co

ngrok's new Terraform provider

Jul 21, 2026 Latest PostJul 21, 2026 Latest PostOne of the more common questions I’ve fielded over the past year is some version of this: “I’m trying to manage my ngrok infrastructure with Terraform a...

  • Keywords: ngrok terraform, managing ngrok, manage ngrok, ngrok infrastructure, ngrok setup, ngrok_cloud_endpoint, terraform provider, ngrok_cloud_endpoint api, existing ngrok, ngrok production
  • Source: ngrok.com

SOAFEE enters new chapter of open software collaboration as CoreCollective Working Group

SOAFEE enters new chapter of open software collaboration as CoreCollective Working Group Physical AI is bringing advanced intelligence into the machines operating in the real world — from robots to ne...

  • Keywords: automotive software, vehicles ai, software collaboration, future automotive, automotive automotive, native automotive, automotive solutions, automotive robotics, automotive, automakers
  • Source: newsroom.arm.com

Supabase Pipelines is now in Public Alpha

Today we're moving Supabase Pipelines into public alpha. The biggest addition is schema change support: Pipelines can now detect supported schema changes in your source tables and apply them to the de...

  • Keywords: supabase pipelines, supabase postgres, introducing supabase, alpha supabase, deciding supabase, replicate supabase, ongoing supabase, replicates supabase, bigquery supabase, pipelines postgres
  • Source: supabase.com

What’s new: Air gets more agents, local models, and Java/Kotlin code intelligence

Air An agentic development environment What’s new: Air gets more agents, local models, and Java/Kotlin code intelligence The new release of JetBrains Air brings support for GitHub Copilot, OpenCode, P...

  • Keywords: agent air, agents air, existing agents, agents opencode, air agentic, agents development, code agent, agentic development, coding agents, supported agents
  • Source: blog.jetbrains.com

AI Agent – TRMNL

Writing code is cool, but wouldn't it be cooler to type "build me a plugin showing populations around the world" and it Just Worked? Now you can. Requirements This feature is in public beta. Agent cur...

  • Keywords: trmnl framework, purchase credits, developing agent, billing portal, develop trmnl, account agent, trmnl plugins, buy credits, trmnl account, ask agent
  • Source: help.trmnl.com

Pi 0.81.0

Local llama.cpp model management — Connect to a llama.cpp router, search and download Hugging Face models, and explicitly load or unload models with live progress. See llama.cpp. Full provider extensi...

  • Keywords: cpp provider, plan providers, provider qwen, llama cpp, china subscription, provider documentation, token plan, providers including, built provider, provider
  • Source: pi.dev

Introducing JetBrains Context: Repository Intelligence for Coding Agents

JetBrains AI Supercharge your tools with AI-powered features inside many JetBrains products Introducing JetBrains Context: Repository Intelligence for Coding Agents Today, we’re launching JetBrains Co...

  • Keywords: codebases jetbrains, jetbrains ai, benchmarks jetbrains, complex codebases, introducing jetbrains, jetbrains context, context jetbrains, understands codebase, codebases, jetbrains ides
  • Source: blog.jetbrains.com

Introducing the ChatGPT for small business program

Introducing the ChatGPT for small business program Helping entrepreneurs use AI to turn ambitious ideas into growing businesses. Small businesses start with people who are exceptional at what they do—...

  • Keywords: business ai, businesses chatgpt, helping entrepreneurs, small business, ai workflow, learn automations, small businesses, businesses small, businesses program, introducing chatgpt
  • Source: openai.com

Show HN: Imagin Raw – A 9MB Open-Source Alternative to Adobe Bridge for Mac

A lightweight, native macOS application for browsing, culling, and organizing RAW photos - built as a more efficient alternative to Adobe Bridge for read/rate/organize workflows. An iOS companion app...

  • Keywords: ios companion, coreimage used, swiftui, uikit thumbnails, swiftui macos, ios, macos application, uikit, native macos, appkit
  • Source: github.com

The First Microsoft Product

On January 2, 1975, Microsoft announced Altair Basic, their first product. It was a programming language for the MITS Altair 8800 computer, a product that let people write their own software for the n...

  • Keywords: making computers, building computer, computers sell, assembled computers, computer build, computers sold, computer makers, computer product, business computer, makers computer
  • Source: dfarq.homeip.net

Jane Street: Incremental

Incremental is a library that gives you a way of building complex computations that can update efficiently in response to their inputs changing, inspired by the work of Umut Acar et. al. on self-adjus...

  • Keywords: computations incremental, incremental useful, use incremental, incremental, incremental library, incremental_intf ml, incremental_intf, computations update, incremental src, efficiently changing
  • Source: github.com

Port.io Makes the Case That the Agent Control Plane Pays for Itself

I’ve argued for months that an agentic platform, a control plane that governs, orchestrates, and observes the agents an enterprise puts into production, is quickly becoming a mandatory piece of AI str...

  • Keywords: agent platform, agentic platform, agents enterprise, platform agent, agent management, ai agents, agents, unmanaged agents, vendor cloud, cloud shop
  • Source: moorinsightsstrategy.com

GitHub suddenly rejected my SSH key (the fix was a .pub file?)

GitHub suddenly rejected my SSH key (the fix was a .pub file?!) Today, git pull stopped working on my main laptop. Permission denied (publickey) , out of nowhere. I had changed nothing, the key was st...

  • Keywords: ssh github_rsa, github_rsa ssh, github_rsa lived, github_rsa, github ssh, github_rsa pub, github suddenly, change github, accepts github, rejected ssh
  • Source: thorsell.io

NPM's release cooldown is security theater

npm's release cooldown is security theater Due to many ecosystem attack incidents, package managers (and packagers, and managers) are apparently falling in love with cooldowns these days (npm, pnpm, y...

  • Keywords: package early, release cooldown, npm release, package managers, packagers managers, package lock, cooldown time, cooldowns days, days npm, managers packagers
  • Source: blog.outv.im

5 Hidden Assumptions in Linear Regression That Most People Ignore

Image Author You run a regression. The R² is 0.87. The coefficients are significant. You write it up, ship the model, and move on. Then someone asks whether you tested for homoscedasticity. You check...

  • Keywords: regression assumptions, regression r², errors homoscedasticity, errors residuals, homoscedasticity_residuals, homoscedasticity_residuals png, residuals errors_hetero, linearity_residuals, regression assumes, unreliable assumptions
  • Source: statology.org

Apple Defeats Liability for Not Scanning iCloud for CSAM

Apple Defeats Liability for Not Scanning iCloud for CSAM, But the Judge Was Not Pleased–Amy v. Apple This case involves Apple’s handling of user-uploaded files hosted in private iCloud storage. Instea...

  • Keywords: icloud csam, csam apple, csam icloud, concerns apple, apple entitled, icloud caused, apple ensured, disseminated icloud, apple utilizing, apple judge
  • Source: blog.ericgoldman.org

Charting your team's knowledge & skills map

A very interesting open-source visualization I ran on my team’s repos 2 weeks ago: Unblocked’s Social Graph Builder. It builds a weighted collaboration graph from your team's GitHub PR history - who w...

  • Keywords: team charting, charting knowledge, graph team, collaboration graph, skills map, source visualization, visualization ran, build team, visualization, charting
  • Source: managerdotdev.beehiiv.com

Generosity Under Conditions: Hardening Google Cloud Access Management

Generosity Under Conditions: Hardening Google Cloud Access Management Leonid Yankulin Senior Developer Relations Engineer In Google Cloud, Identity and Access Management (IAM) helps you maintain acces...

  • Keywords: hardening access, privileges managing, permissions google, cloud access, maintain access, control access, access control, access management, hardening google, roles resourcemanager
  • Source: cloud.google.com

Show HN: Computable – Buy, sell, and redeem GPU for the exact weeks you want

Buy and sell GPU hours for the exact weeks you need. Computable is the first and only place where you can easily buy, sell, and redeem GPU hours across calendar weeks, with instant liquidity. Rental m...

  • Keywords: sell gpu, capacitywe auctioning, gpu hours, use auction, auctioning cluster, auctioning, week bid, auction, bidding, redeem gpu
  • Source: getcomputable.com

ClickHouse announced as Principal Partner and Front of Shirt Sponsor of Fulham Football Club

Fulham Football Club is proud to announce ClickHouse, a global technology company specialising in real-time analytics, data infrastructure and AI applications, as its newest Principal Partner and Fron...

  • Keywords: development fulham, fulham fc, partnership fulham, fulham football, club fulham, fulhamfc com, fulham ambitions, clubs fulham, com fulham, company fulham
  • Source: clickhouse.com

Discover the New Features of Firefox 153: Built-In Container Tabs, Rounded Corners, and More!

Discover the New Features of Firefox 153: Built-In Container Tabs, Rounded Corners, and More! Mozilla has launched Firefox 153, introducing a variety of new features including built-in container tabs,...

  • Keywords: features firefox, firefox developments, feature firefox, enhancements firefox, window firefox, capabilities firefox, firefox 153, container tabs, firefox supports, container tab
  • Source: serverhost.com

Release: Slack CLI v4.5.0

Release: Slack CLI v4.5.0 Version 4.5.0 of the developer tools for the Slack platform has landed!

  • The Slack CLI now recommends the official Slack plugin to Claude Code users.

  • We've reduced the ver...

  • Keywords: slack cli, slack plugin, release slack, tools slack, slack, official slack, slack platform, cli errors, landed slack, command cli

  • Source: docs.slack.dev

Show up while people explore options and take action Reach people in ChatGPT as they explore options, compare alternatives, weigh tradeoffs, and make informed decisions. Reach people as they explore o...

  • Keywords: advertising chatgpt, chatgpt ads, gives advertisers, experience ads, decisions chatgpt, chatgpt explore, ads explore, approach advertising, chatgpt research, useful advertisers
  • Source: ads.openai.com

Intel and Fortinet Collaborate to Advance Cybersecurity Innovation and Strengthen Global Supply Chain Resilience

Intel and Fortinet Collaborate to Advance Cybersecurity Innovation and Strengthen Global Supply Chain Resilience Fortinet’s purpose-built ASIC expertise and Intel’s semiconductor design, packaging, an...

  • Keywords: intel fortinet, security processors, security processor, fortinet security, intel, intel corporation, deliver cybersecurity, corporation intel, fortinet proprietary, cybersecurity innovation
  • Source: newsroom.intel.com

Introducing Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber

We’re introducing new Gemini models, including Gemini 3.6 Flash, 3.5 Flash-Lite and 3.5 Flash Cyber.

  • Keywords: gemini flash, gemini models, new gemini, including gemini, gemini, flash cyber, flash flash, flash, flash lite, lite flash
  • Source: deepmind.google

Qwen-Image-3.0: Rich Content, Authentic Details, Deep Knowledge

<a href="https://news.ycombinator.com/item?id=48989701">Comments&lt;/a>

  • Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, comments, https news, 48989701 comments, news, com item
  • Source: qwen.ai

“You Should Be A Little Uncomfortable”: How Cursor Is Navigating the New Shape of Product Craft

Every week, it seems like the rules change for building products. We’re all figuring this out in real time, and one of the best ways we’ve found to do that is to sit down with other leaders who are in...

  • Keywords: ai products, ai product, product ai, building ai, embracing ai, ai increased, encourage ai, changes ai, ai architect, experimenting ai
  • Source: atlassian.com

Measuring reward-seeking by instilling contrastive beliefs

Measuring Reward-Seeking by Instilling Contrastive Beliefs

  • We developed a new test, Contrastive Synthetic Document Finetuning (Contrastive SDF), for whether an AI model would change its behavior if...

  • Keywords: trained reward, trained reinforcement, trained behavior, models reward, behavior reward, reward model, reasoning reward, underlying reward, model reward, measuring reward

  • Source: alignment.openai.com

Meta's AI Models Are Powering the First Wave of Genesis Mission Projects

Lawrence Berkeley National Laboratory — one of the US Department of Energy's premier research laboratories, known for Nobel Prize-winning work in physics, chemistry, and materials science — operates s...

  • Keywords: supercomputing facilities, breakthrough beamline, ray light, scientific facilities, imaging data, advanced scientific, scientific imaging, beams ray, advanced light, accelerate scientific
  • Source: ai.meta.com