Daily Tech News - 2026-07-07

The daily tech news summary for July 7, 2026 has been written and saved to daily_tech_summary_2026-07-07.txt.

The era of the AI agent is officially in full swing, as the industry races to build the tools, infrastructure, and workflows needed to move from theoretical models to real-world action. Today's developments reveal a clear focus on operationalizing intelligence, with major players building the foundational layers for this new wave of computing.

At the forefront, the rise of multi-step "agentic" systems is driving innovation across the stack. Companies are exploring specialized local data engines like chDB to handle the iterative nature of agent loops. This is complemented by orchestration tools, such as Temporal, which Sherlocks AI is using to manage incident resolution agents. The hardware sector is responding in kind, with NVIDIA heavily promoting its Vera CPU and Nemotron platform, specifically designed to accelerate the complex, multi-step reasoning required by AI factory and industrial agent workloads.

This push towards production AI is forcing a maturation of the surrounding infrastructure and operations. The engineering community is tackling fundamental challenges in data management, as seen with the emergence of new PostgreSQL connection poolers and cautionary tales about minor version upgrades. LLMOps is becoming a critical discipline, with companies like Schneider Electric sharing their foundational strategies using LangSmith, and new tools emerging to integrate LLM evaluations directly into CI/CD pipelines.

Beyond the server, this intelligence is also being embodied. Significant advancements in robotics are on display with updates to LeRobot's world model policies and NVIDIA's Isaac GR00T platform, which aims to streamline the development of humanoid robot behaviors. From the cloud to the physical world, the message is clear: the age of intelligent, autonomous action is here.

Featured Articles

chDB as the Agent's Local Data Engine

The shape of the problem A chatbot is one request and one response. An agent is a loop: it plans, calls a tool, reads the result, reasons, calls another tool, and repeats — typically 5 to 20 tool call...

Keywords: latency timeouts, network instability, occasional tcp, calls instability, insight latency, tail latency, network latency, latency tail, latency distribution, networks jitter
Source: clickhouse.com

Hugging Face Models on Foundry Managed Compute

Hugging Face Models on Foundry Managed Compute The Platform: Microsoft Foundry and Managed Compute Microsoft Foundry is a platform for building and operating agentic AI applications. Foundry starts wi...

Keywords: foundry agents, ai azure, foundry agent, microsoft foundry, foundry platform, tools agentic, applications foundry, agentic tool, running foundry, data agents
Source: huggingface.co

How to Become Job-Ready in DevOps & Cloud in 45 Days (Real Project-Based Roadmap)

-35e7a49c6df5---4 crawled_date: 2026-07-07T07:00:53.720529+00:00 feed_url: https://aws.plainenglish.io/feed published: Tue, 07 Jul 2026 06:20:32 GMT

🚀 How to Become Job-Ready in DevOps & Cloud in...

Keywords: learn devops, learning devops, devops course, skills devops, devops engineers, work devops, devops cloud, devops engineer, devops job, successful devops
Source: aws.plainenglish.io

Run AI workloads on any cloud, store on Hugging Face: zero-egress storage with SkyPilot

Run AI workloads on any cloud, store on Hugging Face: zero-egress storage with SkyPilot Together with Hugging Face, we've joined the two halves: your models and datasets stay on the Hub, and SkyPilot...

Keywords: compute cloud, gpu cloud, cluster cloud, workloads cloud, costs cloud, write cloud, gpu clusters, egress cloud, cluster gpus, cloud job
Source: huggingface.co

Why we built yet another Postgres connection pooler

Why we built yet another Postgres connection pooler PgDog is a proxy for scaling Postgres. One of its features is connection pooling, which allows many client applications to use the same database wit...

Keywords: pgdog processes, pooler pgdog, pgdog proxy, pgdog process, pgdog production, proxy pgpool, clients pgdog, multithreading pgdog, postgres ecosystem, postgres connections
Source: pgdog.dev

How Schneider Electric Built Their LLMOps Foundations With LangSmith

Schneider Electric is a global energy technology leader, driving sustainability by electrifying, automating, and digitalizing industries, businesses, and homes. With 160,000 employees and roughly 40 b...

Keywords: ai engineering, ai solutions, agents optimize, ai engineer, run ai, agentic ai, ai assistant, provide ai, software agents, ai products
Source: langchain.com

How Sherlocks AI uses Temporal to orchestrate AI agents for incident resolution

How Sherlocks AI uses Temporal to orchestrate AI agents for incident resolution# Akshat Sandhaliya is CTO and co-founder of Sherlocks AI. He was previously Head of AI at Doubtnut, the largest educatio...

Keywords: sherlocks ai, ai agents, ai agent, agents investigate, agents handling, agents watch, agent investigations, agent task, ai investigations, agents need
Source: temporal.io

5 Real Production Projects Every SRE & DevOps Engineer Should Build

-35e7a49c6df5---4 crawled_date: 2026-07-07T07:00:53.720529+00:00 feed_url: https://aws.plainenglish.io/feed published: Tue, 07 Jul 2026 06:21:17 GMT

5 Real Production Projects Every SRE & DevOps...

Keywords: aws projects, devops engineer, preparing devops, build devops, devops sre, sre devops, devops, engineering interviewers, devops site, cloud engineering
Source: aws.plainenglish.io

Issue #025 - Four ways to put secrets in Git: three are wrong for you

Issue #025 - Four ways to put secrets in Git: three are wrong for you SOPS and age, Sealed Secrets, External Secrets Operator, Vault and OpenBao, threat models The repo had been public-inside-the-comp...

Keywords: secrets git, secret git, encryption git, compromising git, git sealed, secrets encrypted, commits secret, committed git, secrets stored, repo secret
Source: podostack.com

Occupancy Math on the AMD MI355X GPU (CDNA4): A From-First-Principles Guide

Occupancy Math on the AMD MI355X GPU (CDNA4): A From-First-Principles Guide# Ask a GPU kernel engineer how their kernel is doing and occupancy comes up within a sentence or two. It’s the number everyo...

Keywords: gpu occupancy, mi355x gpu, occupancy optimize, optimize occupancy, occupancy maximizing, kernel occupancy, occupancy minimum, maximizing occupancy, utilization occupancy, occupancy percentage
Source: rocm.blogs.amd.com

LeRobot v0.6.0: Imagine, Evaluate, Improve

LeRobot v0.6.0: Imagine, Evaluate, Improve TL;DR LeRobot v0.6.0 introduces world model policies (VLA-JEPA, FastWAM, LingBot-VA) that learn to imagine the future, a wave of new VLAs (GR00T N1.7, MolmoA...

Keywords: lerobot benchmarks, lerobot datasets, lerobot dataset, lerobot unified, lerobot evaluation, unified lerobot, lerobot v0, lerobot workflow, lerobot training, use lerobot
Source: huggingface.co

PostgreSQL 18.2 Broke Standbys: The 18.x Upgrade Footguns

PostgreSQL 18.2 Broke Standbys: The 18.x Upgrade Footguns Minor PostgreSQL releases are supposed to be the boring ones. You read a short list of bug fixes, restart during a quiet window, and move on....

Keywords: postgres 18, postgresql 18, thepg_trgm crash, crashed pg_trgm, pg_trgm crash, pg_trgm crashing, incident postgres, postgres upgrade, pg_upgrade fails, 18 broke
Source: devops-daily.com

Building an Analysis AI Agent for Industrial Alarm Management with NVIDIA Nemotron

Industrial machinery generates more alarms than technicians can triage. For each important alarm requiring follow-up, the technician pulls historical context, determines the correct procedure, checks...

Keywords: alarm ai, intelligence nvidia, alarm analysis, analysis agent, nvidia agent, ai agents, ai agent, agent tools, infrastructure alarm, agent intelligence
Source: developer.nvidia.com

Content addressing in package managers

Content addressing identifies a piece of data by a cryptographic hash of its contents rather than by a name or a location. Two copies of the same bytes get the same identifier wherever they came from,...

Keywords: package hash, package metadata, content hashes, hashes packages, hash contents, hashing archive, repository metadata, hashes files, package management, content hash
Source: nesbitt.io

Better Auth is joining Vercel

Better Auth is joining Vercel I’m excited to announce that Better Auth is joining Vercel. From the very beginning, this team has been our biggest inspiration and has always reflected many of the reaso...

Keywords: auth vercel, joining vercel, better auth, nextauth really, auth easier, nextauth, auth joining, vercel infrastructure, auth infrastructure, makes auth
Source: better-auth.com

Evals in CI: How to write your LLM evals as tests with Arize Phoenix

If you’re struggling to get started with evals, you’re not alone. Everyone tells you to “add evals” or “build a golden dataset,” but almost nobody tells you what that first eval should actually look l...

Keywords: evals tests, tests evals, test evals, treating evals, explore evals, pytest evals, evals simply, writing evals, evals, write evals
Source: arize.com

Astro 7.0

Astro 7 is here! This release is all about speed. The .astro compiler has been rewritten in Rust. Markdown and MDX processing now runs through a new Rust-powered pipeline. The rendering engine has bee...

Keywords: astro builds, astrojs upgrade, astro dev, astro compiler, astro build, astrojs, astro upgrades, apis astro, automated astrojs, compiler astro
Source: astro.build

RDC and RocProfiler Compared to DCGM for Commonly Used Metrics

RDC and RocProfiler Compared to DCGM for Commonly Used Metrics# Modern GPU applications often need lightweight, repeatable performance checks that can run outside a full profiling session. A developer...

Keywords: rdc metrics, monitoring performance, rdc_health_thermal_throttle_time monitor, metrics rdc, rocprofiler metrics, hardware metrics, performance counters, rdc rocprofiler, rdc_health_thermal_throttle_time reports, runtime metrics
Source: rocm.blogs.amd.com

10,000 LES Simulations in 32 Hours: nTop and CoreWeave Hit NASA's CFD 2030 Target

It makes no sense to get on an airplane that hasn’t been physically tested before boarding. But the reality is that while (many) thousands of designs are investigated by engineering teams, only a hand...

Keywords: simulation engineering, engineering simulation, simulates aerodynamics, evaluated simulations, simulation engineer, simulation essential, modeled simulations, run simulations, physics modeled, simulation teams
Source: wf.coreweave.com

AI Innovators Adopt NVIDIA Vera — Why Max Single-Threaded CPU at Scale Matters

Max single-threaded CPUs at scale are a new category of CPUs built for the agentic AI era. Across the creation and deployment of an agentic system, the CPU is on the critical path for reasoning, respo...

Keywords: cpus optimized, cpus agent, agentic cpu, cpu roadmap, cpus optimize, threaded cpus, faster cpu, fast cpus, cpu needs, processor ai
Source: blogs.nvidia.com

NVIDIA Vera CPU Boosts AI Factory Throughput to Accelerate Agentic Workloads

Agentic systems turn model reasoning into action through multi-step workflows that combine inference, tool use, code execution, retrieval, orchestration, and result handling. As these systems scale ac...

Keywords: agentic cpu, cpu execution, performance cpu, agent execution, core performance, processing processor, agentic ai, cpu performance, cpu solves, ai agent
Source: developer.nvidia.com

Spring Boot 4 migration playbook for teams upgrading from 3.5

Upgrading to Spring Boot 4 is about more than changing a version number in your pom.xml . Before you upgrade, it's worth taking stock of your project: your Java version, Spring Cloud release train, JS...

Keywords: upgrading spring, update spring, spring boot4, migration spring, springframework boot, migrations spring, version spring, spring boot, boot spring, springframework cloud
Source: blog.vaadin.com

Develop Humanoid Robot Policies End-to-End with NVIDIA Isaac GR00T

As more teams move from humanoid robot bring-up to task-specific skill development, the need for repeatable development workflows is growing. Building humanoids remains complex, and today’s developmen...

Keywords: building humanoids, humanoid data, source humanoid, humanoid makers, humanoid robots, robot workflow, teams humanoid, humanoid robotics, humanoid robot, humanoid development
Source: developer.nvidia.com

Announcing Depot Metal

Your Depot CI and Sandbox workloads just got faster thanks to Depot Metal, the next generation of our compute platform. Our benchmarks already show workloads running 30% faster, with more optimization...

Keywords: accelerated storage, fastest storage, benchmarking ec2, ssds aws, storage compute, ec2 storage, depot workloads, fastest compute, aws s3, storage tier
Source: depot.dev

Identify and Fix Performance Regressions Using Deployment Insights in Scale Center

Imagine this scenario: you deploy a clean metadata migration on a Thursday night. All test suites pass. But by Monday afternoon, API execution times have doubled, database CPU utilization is pinning,...

Keywords: deployment insights, insights deployment, deployment insight, deployment peak, deployment telemetry, deployment baseline, deployment performance, performance deployment, fragmented telemetry, insights telemetry
Source: developer.salesforce.com

PostgreSQL Benchmark: AWS RDS vs. Self-Hosted on Hetzner (2026)

PostgreSQL Benchmark: AWS RDS vs Hostim vs Self-Hosted on Hetzner (2026) Short answer first: at the same size (2 vCPU / 4 GB, PostgreSQL 16), Hostim had the fastest writes, about 2.5× the write throug...

Keywords: postgresql benchmark, benchmark aws, hosted postgres, throughput aws, throughput rds, host postgres, platform benchmarks, postgres hostim, hostim fastest, production postgres
Source: hostim.dev

Dependency analytics 1.0: AI coding with supply chain security

We're living in the golden age of vibe coding. Developers describe what they want in plain English, and AI agents—Claude Code, GitHub Copilot, Cursor—generate entire features in seconds. Productivity...

Keywords: dependencies ai, dependency analytics, ai tools, code ecosystem, code dependencies, code ai, code dependency, assisted developers, ai assistants, ai agent
Source: developers.redhat.com

SED News: Restricted Models, IDE Wars, and the DeepMind Mafia

SED News: Restricted Models, IDE Wars, and the DeepMind Mafia Podcast: Play in new window | Download Subscribe: RSS SED News is a monthly podcast from Software Engineering Daily where hosts Gregor Van...

Keywords: dev toolchain, deepmind mafia, ides agents, models ide, toolchain, deepmind, wars deepmind, london deepmind, toolchain vendor, frontier tools
Source: softwareengineeringdaily.com

AI needs the best-of-breed data stack: Postgres and ClickHouse

Over the past few years working with thousands of companies on Postgres and ClickHouse, I've watched AI change what applications demand from their databases. Every AI application is a data application...

Keywords: data landscape, databases ai, data growth, data warehousing, embrace postgres, data ai, data application, db engines, data stacks, data movement
Source: clickhouse.com

How Upstash Monitors Uptime: Every Replica, Every Minute, From Everywhere

How Upstash Monitors Uptime: Every Replica, Every Minute, From Everywhere There is a moment every SRE knows. A customer opens a ticket that says "is something wrong with my database?", and your stomac...

Keywords: monitoring clusters, incident monitoring, internal monitoring, monitoring, replica monitoring, upstash monitors, upstash redis, prometheus instances, different monitoring, redis clusters
Source: upstash.com

Hedera MCP & Agent Skills

As AI agents take on more of the work of building and operating on-chain, the question shifts from what can a model say to what can a model do. While an agent can reason brilliantly about Hedera for a...

Keywords: agent capabilities, agent infrastructure, model agent, mcp agent, ai agents, agent network, ai agent, coding agents, skills agents, agent skills
Source: hedera.com

Show HN: Davit, a Apple Containers UI

A fully native macOS app for Apple's container platform — run Linux containers on Apple silicon, no Docker Desktop required. Free & open source · MIT licensed · Signed & notarized Requires an Apple si...

Keywords: linux containers, installed davit, native macos, davit downloads, docker, running container, container daemon, container platform, running macos, macos app
Source: davit.app

Tools vs. Subagents: Building Effective AI Agents Without Over-Engineering

In this article, you will learn how to decide whether a given piece of agent functionality should be built as a tool or as a subagent, and how to avoid overengineering your agent architecture in the p...

Keywords: agent architecture, overengineering agent, ai agent, agent tool, subagent architectures, agent functionality, agent build, decision agentic, agent decision, agents interact
Source: machinelearningmastery.com

Why your RBAC linter misses privilege escalation chains (and how to fix it)

If you run kube-linter on your Kubernetes manifests, you probably feel pretty good about your role-based access control (RBAC) setup. It catches wildcard verbs, cluster-admin bindings, and excessive S...

Keywords: role kubernetes, permissions kubectl, kubernetes rbac, kubectl secrets, kubernetes manifests, linter kubernetes, containing kubernetes, kubernetes operator, kubernetes pattern, admin kubectl
Source: developers.redhat.com

16-Year-Old Linux KVM Vulnerability Allows Malicious Guest to Corrupt Host Kernel Memory

A newly disclosed Linux Kernel-based Virtual Machine (KVM) vulnerability, tracked as CVE-2026-53359 and dubbed “Januscape,” exposes a critical flaw that allows a malicious guest to corrupt host kernel...

Keywords: shadow memory, kvm shadow, kvm vulnerability, guarantees virtualization, guest memory, kvm integrity, x86 shadow, virtualization strongly, nested virtualization, virtualization guest
Source: cybersecuritynews.com

AI Meets Cryptography 1: What AI Found in Cloudflare's Circl

We pointed our AI audit pipeline at Cloudflare's CIRCL experimental cryptography library and confirmed seven real bugs, from a critical float64 precision loss in threshold RSA to a complete access-con...

Keywords: zkao security, ai audit, zksecurity building, cryptography zksecurity, zksecurity security, expertise zksecurity, zksecurity, zkao ensuring, reach zksecurity, zksecurity xyz
Source: blog.zksecurity.xyz

6 Tools for MCP Observability

6 Tools for MCP Observability Posted in SecurityStrategy Kristopher Sandoval July 7, 2026 The age of AI is upon us — and with it, a new age of telemetry and observability tools for MCP-driven stacks....

Keywords: observability tools, monitoring observability, monitoring tools, mcp monitoring, monitoring tracing, tracking observability, observability platform, mcp observability, tools mcp, agents tools
Source: nordicapis.com

What is Fivetran? | Blog | Fivetran

What is Fivetran? Fivetran is a modern, cloud-based automated data movement platform, designed to offer organizations the ability to effortlessly extract, load and transform data between a wide range...

Keywords: data integration, data warehouses, data movement, data management, database fivetran, data destination, fivetran data, data sources, data databases, data operations
Source: fivetran.com

Coordinated npm and PyPI Campaign Typosquats Popular Secure Payment Apps

Security News Node.js Considers Public Workflow for Security Reports Amid AI-Driven Surge Node.js is debating whether AI-driven security report volume warrants moving more vulnerability reports into p...

Keywords: malicious npm, malicious versions, malware published, npm packages, npm package, affected npm, fraud npm, published malicious, sdk npm, malicious version
Source: socket.dev

How to sequence your own DNA at home

I have now sequenced my own genome 5 times with an Oxford Nanopore Technologies MinION. This means collecting them from a swab, prepping them for sequencing, running them through a sequencer, then doi...

Keywords: genome home, keeping dna, use dna, prepare dna, sequenced genome, talk genome, genome queryable, genome times, genome magic, actually genome
Source: bradleywoolf.com

Mechanized type inference for record concatenation

The context behind this post is that I'm working on a type checker and language server for Nix and there are three features of the language which make it tricky to typecheck (which I'll dub the "three...

Keywords: type inference, infers typeexample, tricky typecheck, inference type_, infer recordconcatenation, concatenation research, type records, concatenation infer, inferred types, recordtype infer
Source: haskellforall.com

Why sandboxing your agent is not enough

The agentic AI space is moving incredibly fast. Not long ago, I learned about a cool project called agent-sandbox, which provides a sandboxed environment for AI agents by leveraging many of the buildi...

Keywords: sandboxing agents, agent sandbox, sandboxing agent, sandbox agent, agents infrastructure, agents build, agents using, agents based, ai agents, agents useful
Source: cncf.io

AI Agents and the Rockstar Developer Problem

AI Agents and the Rockstar Developer Problem Generated code arrives fast, but teams still need shared design, local conventions, change budgets, and review gates before output becomes software they ca...

Keywords: idea agents, ai agents, production ai, architecture ai, agent explain, coding agents, agents making, agent work, agent make, code ai
Source: the-main-thread.com

Reducing Doom Loops with Final Token Preference Optimization

Reducing Doom Loops with Final Token Preference Optimization A doom loop is a common failure mode during inference: the model emits a span (often something like “Wait, let me reconsider…”), then repea...

Keywords: reinforcing loops, reinforces loop, looping doom, doom looping, performance reinforcement, loops final, optimization doom, doom loops, looping training, loop doom
Source: liquid.ai

Beyond Tokens SF: Best Ideas of the Evening

Beyond Tokens SF: Best Ideas of the Evening AI agents are changing how software gets built, but the infrastructure around them hasn’t caught up. Agents burn through tokens on noise. They take actions...

Keywords: agentic development, agents tools, make agents, building agents, ai agents, agents, agent handling, makes agents, agents run, agents release
Source: jfrog.com

The Docker AuthZ Bypass Is Back: CVE-2026-34040

The Docker AuthZ Bypass Is Back: CVE-2026-34040 If you run an authorization plugin in front of the Docker daemon to decide who can do what, there is a good chance you assumed the plugin sees every req...

Keywords: docker authz, dockerd authz, authz bypass, docker authorization, treat authz, bypass docker, treating authz, authz plugin, plugin authz, explains authz
Source: devops-daily.com

VECT and TeamPCP Reverse Ransomware Kill Chain With Supply Chain Credential Theft

A ransomware strain called VECT has formed an unusual supply chain partnership with a threat group known as TeamPCP, quietly exposing thousands of organizations to compromise before any ransom note ap...

Keywords: ransomware groups, vect teampcp, ahead ransomware, weaknesses ransomware, ransomware, reverse ransomware, ransomware deployment, teampcp tampered, teampcp exploited, ransomware strain
Source: cybersecuritynews.com

Apache Kafka performance #1 - linger.ms

This is the first in an ongoing ad-hoc series of posts on Apache Kafka performance. I have no general direction, I’ll just share interesting insights based on the performance testing I do on Apache Ka...

Keywords: kafka performance, kafka benchmarking, improvements kafka, kafka compared, improvement kafka, rate kafka, kafka versus, higher kafka, kafka running, apache kafka
Source: jack-vanlightly.com

Visualize your cluster: Manage observability with Red Hat build of Perses

Within the Red Hat OpenShift ecosystem, Red Hat build of Perses represents a shift in how you manage and use observability data. Integrated as the visualization engine for Red Hat OpenShift observabil...

Keywords: perses dashboard, dashboards perses, native dashboarding, visualization openshift, necessity dashboards, persesdatasource dashboard, yaml dashboard, monitoring dashboards, dashboarding tool, dashboards exist
Source: developers.redhat.com

How to use the PDF.js AnnotationEditorLayer for native annotation editing

How to use the PDF.js AnnotationEditorLayer for native annotation editing Table of contents AnnotationEditorLayer provides native support for creating and editing annotations — free text, ink (drawing...

Keywords: js annotationeditorlayer, pdf annotations, highlight pdf, annotations pdf, js annotationeditortype, annotationeditorlayer editor, annotationeditorlayer provides, annotationeditorlayer native, pdf annotation, contents annotationeditorlayer
Source: nutrient.io

Show HN: Docx-CLI: agents read/edit Word docs using 1/2 the time and tokens

A .docx CLI built for AI agents. Leave comments, suggest redlines, and edit Word documents without breaking the formatting or losing content — a human accepts or rejects in Word afterward.

Hand a .d...
Keywords: docx cli, docx word, text docx, document docx, cli docx, docx read, docx create, docx edit, docx file, file docx
Source: github.com

Best image formats for websites: JPEG, PNG, WebP, SVG, and AVIF compared

Updated on July 7, 2026 Choosing the wrong image format is one of the most expensive mistakes on the web — and one of the least visible. A bloated hero image does not throw an error. It silently adds...

Keywords: image performance, jpeg uses, jpeg webp, webp jpeg, compared jpeg, image format, jpeg best, strengths jpeg, advantage jpeg, images delivering
Source: contentful.com

How to build a PostHog integration with the provisioning API

How to build a PostHog integration with the provisioning API Contents I live on a little farm and recently built a website to sell shares of hogs. My fellow farmers are better versed in the subtle art...

Keywords: api posthog, provisioning api, farmer posthog, posthog integration, registering posthog, posthog provisions, farm dashboard, posthog account, provisions posthog, api oauth
Source: posthog.com

How to connect a Notion MCP to Cursor (4 steps)

Table of contents How to connect a Notion MCP to Cursor (4 steps) Connecting to Notion's API requires understanding its data models, and every question about them pulls you out of Cursor. Each lookup...

Keywords: notion cursor, notion api, notion oauth, notion auth, notion access, notion tool, notion integration, notion integrations, notion merge, notion databases
Source: merge.dev

FinOps for AI: Snowflake's AI Cost Management and Governance Tools

A warehouse credit spike is easy to explain. An AI bill isn't. One Snowflake Cortex Agent™ can execute a chain of reasoning steps across multiple data sets. A single prompt can trigger thousands of to...

Keywords: ai spending, ai budgets, budgets ai, ai costs, ai spend, finops ai, ai cost, ai investments, managing ai, finops agenda
Source: snowflake.com

From Hugging Face to Amazon SageMaker Studio in one click

From Hugging Face to Amazon SageMaker Studio in one click Previously, getting started on SageMaker Studio after discovering a model on Hugging Face required navigating multiple steps between opening A...

Keywords: sagemaker ai, sagemaker studio, deployment sagemaker, amazon sagemaker, working sagemaker, configured sagemaker, directly sagemaker, deploy sagemaker, sagemaker, started sagemaker
Source: huggingface.co

Improving Agents is a Data Mining Problem

Key Takeaways • Mining traces gives you signals to hill climb on • Open model fine-tuning & compound agent systems help you process large scale trace data • Continual Learning is about processing & in...

Keywords: agents traces, improving agents, improve agents, learning agents, continual learning, agent improvement, understanding agents, improve agent, understand agents, mining traces
Source: langchain.com

More granular observability for Vercel Sandbox

Vercel Sandbox observability now includes detailed resource metrics, giving you deeper visibility into how your sandboxes consume compute and networking. From the Observability tab in your dashboard,...

Keywords: sandbox cpu_usage, cpu_usage metrics, runtime measured, vercel sandbox, specific workloads, resource metrics, actual utilization, sandbox usage, utilization identifying, usage measures
Source: vercel.com

Show HN: PostgreSQL performance and cost across 23 EC2 instance types

Size a PostgreSQL server on AWS Choose how big your data is and how much throughput you need. Each point is a benchmarked instance × disk; everything right of the target line clears your requirement,...

Keywords: server aws, aws choose, size postgresql, aws, postgresql server, benchmarked instance, 32 postgresql, postgresql, postgresql 17, benchmark data
Source: postgres.saneengineer.com

A new runtime for k and q: l

[ 01A ] compatible k4, q, qSQL. unchanged. run the syntax, idioms, and code you already ship. tables, dicts, and time-series work unchanged.

k4 syntax compatibility
native q and qSQL support
opt...
Keywords: k4 qsql, parallelism qsql, native qsql, qsql just, qsql, qsql support, k4 syntax, qsql write, qsql unchanged, practice qsql
Source: lv1.sh

Decrypting View State Messages

Decrypting View State Messages Published: 23/01/2026 I recently had someone reach out to me with an interesting problem. They had found a 1316 event in their Windows application logs that contained a...

Keywords: legacy decrypting, decrypted view, decrypting view, decrypt view, iis decrypting, decrypt legacy, decryptors legacy, state decryptor, states decrypt, supports decrypting
Source: zeroed.tech

Europe's company websites are mostly served by US vendors

We looked at the primary website apex and www records for 19,450 European company entities and asked a narrow question: which infrastructure vendor is serving the company's main web presence? Across s...

Keywords: country ip, geolocation vendor, websites country, website country, entities country, origin hosting, vendor geography, entity country, ip geolocation, geolocation study
Source: ciphercue.com

Run Visual Studio Code and Claude Code Inside a Docker Sandbox microVM

<p>Most developers running Claude Code today run it directly on their host machine. That means the agent shares an environment with your SSH keys, your AWS credentials, your browser sessions, and ever...

Keywords: sandbox shared, container sandbox, environment ssh, sandbox, agent, agent shares, host machine, developers running, aws, directly host
Source: ajeetraina.com

How to Safely Implement Autonomous AI Agents for Pentesting Live Apps

How to Safely Implement Autonomous AI Agents for Pentesting Live Apps The first questions you ask when considering an AI-based vulnerability detection tool are usually around performance: "How many vu...

Keywords: ai security, ai penetration, safe ai, risk ai, considering ai, agents pentesting, ai agents, choosing ai, agents ai, safety architecture
Source: xint.io

NVIDIA and Hugging Face Bring New Models and Frameworks to LeRobot for the Open Robotics Community

Open source AI has shown how quickly developers can innovate when models, data and tools are shared. Robotics has the same opportunity, but advancements in physical AI development can still be gated b...

Keywords: robotics nvidia, open robotics, robots nvidia, robotics developers, new robot, robot development, framework robot, ai tools, robot datasets, source robotics
Source: blogs.nvidia.com

Two months of Open Community Groups

Two months ago, the CNCF launched Open Community Groups (OCG, ocgroups.dev), an online meetup platform that’s open source. This wasn’t a weekend project that happened to ship, it was almost two years...

Keywords: open community, community cncf, existing community, way communities, community platform, community groups, community2 cncf, kubernetes community, community better, cncg kubernetes
Source: cncf.io

Q1 2026 Innovation Graph update: Open source collaboration is accelerating worldwide

Q1 2026 Innovation Graph update: Open source collaboration is accelerating worldwide New Innovation Graph data shows global developer communities growing faster than ever, with collaboration reaching...

Keywords: collaboration growing, innovation graph, developers economy, repositories economy, github innovation, economy collaborators, collaboration accelerating, collaborators metric, growth repositories, collaboration reaching
Source: github.blog

Why Join Algo Monster for Coding Interview in 2026? (with 70% OFF Discount Coupon)

Hello guys, the holiday season is the perfect time to invest in yourself. And if you're preparing for coding interviews at FAANG or top-tier tech companies, there's no better time than now. AlgoMonste...

Keywords: coding interviews, coding interview, faang interviews, grinding interview, interviews faang, tech interviews, interviews builds, getting interview, interview prep, treat interviews
Source: java67.com

Australian Payments Plus moves faster with ChatGPT and Codex

Australian Payments Plus moves faster with ChatGPT and Codex With ChatGPT Enterprise and Codex, AP+ teams save time, improve work quality, and investigate complex payments issues faster. 2+ hours save...

Keywords: enterprise codex, codex chatgpt, payments environment, work codex, chatgpt enterprise, chatgpt codex, payments ecosystem, payments plus, codex emerging, payment experience
Source: openai.com

Rebuilding the CircleCI CLI from scratch

Rebuilding the CircleCI CLI from scratch Senior Staff Software Engineer Every developer knows the moment: CI goes red, and you face a choice. Open the browser and click through the web UI to the run,...

Keywords: existing cli, rebuilding circleci, making cli, build cli, cli exists, make cli, new cli, circleci cli, developers agents, cli beta
Source: circleci.com

What Is a Cryptographic Bill of Materials (CBOM)?

Most security teams can list the open source libraries in their software. Far fewer can answer a simpler question: where is RSA running right now, and what breaks if we have to pull it out? That blind...

Keywords: cryptographic inventory, cbom crypto, deadline crypto, cryptographic libraries, cbom inventories, cbom deadline, cbom cryptography, inventory cryptographic, inventories cryptography, order cryptographic
Source: cycode.com

Announcing the winners of the WILDLABS Awards 2026

Announcing the winners of the WILDLABS Awards 2026 What does the future of conservation technology look like? Today, it’s more exciting and diverse than ever. Indigenous-led bioacoustic monitoring in...

Keywords: conservation technologists, conservation technology, conservation wildlife, 2026 wildlabs, future conservation, conservation innovations, wildlabs 2026, biodiversity conservation, wildlabs awards, innovators conservation
Source: newsroom.arm.com

Automating AI Away

A. Karpathy once said that OpenAI researchers are effectively "automating themselves away" by improving their AI. Right now I develop Beagle SCM with Anthropic's Fable and it is of course a brilliant...

Keywords: ragel parser, llm automate, effectively automating, parser instant, manual parsing, parser generator, deterministic tools, deterministic ragel, parsing works, openai researchers
Source: replicated.live

Blog about things you don't understand yet

Blog about things you don't understand yet Every post I publish represents at least two things I’ve learned: the thing that prompted me to write the post, and the thing I learned in the course of writ...

Keywords: blogging learn, readers blogging, blogging encourages, blogging write, blog posts, blog write, having blog, value blogging, blogging, blogging forcing
Source: seangoedecke.com

HPE Discover 2026: The Juniper Effect Comes Into Focus

If you tuned into HPE Discover 2026, either remotely or from the show floor in Las Vegas, one message came through loud and clear: AI is forcing a rethink of networking, data centers, and infrastructu...

Keywords: hpe discover, companies hpe, hpe, hpe leaning, data centers, ai, discover 2026, tuned hpe, software cloud, 2026 remotely
Source: forrester.com

The power of collaboration: How we can reduce traffic congestion

Algorithms & Theory

Keywords: algorithms theory, algorithms, theory
Source: research.google