Daily Tech News - 2026-06-26

Today's tech landscape is buzzing with advancements, particularly in the realm of AI, offering powerful new tools for developers and enterprises alike.

A significant focus remains on AI Agent technology, with discussions around the comprehensive seven-layer tech stack required for production AI agents and their evolving capabilities, from multi-turn chat to complex task execution. The concept of agent identity architectures is emerging as critical for managing risk, while new methods for building scalable agent capabilities are being explored. Developers are also detailing the necessary infrastructure, including databases, compute, and storage, all configurable via a single CLI.

Optimizing and deploying Large Language Models (LLMs) is another hot topic. New techniques like MXFP6 and MXFP4 mixed precision are accelerating dense LLMs, while quantization is becoming essential for efficiently moving large model weights. Solutions for distributed AI inference, vLLM servers for quick model deployment, and running local LLMs on platforms like RunPod with Ollama highlight the drive for performance and accessibility. Semantic caching is gaining traction as a way to manage LLM costs and latency, and there’s a strong case being made for local AI integration to mitigate data leakage and API costs.

Beyond AI, the industry continues to refine its development tools and platforms. Debates like "Podman vs Docker in 2026" underscore ongoing containerization choices, while Neon's evolution into a full backend platform signifies shifts in data infrastructure. Open-source initiatives are rallying to defend critical software, and a curious Rust data race bug illustrates the intricacies of modern programming. Even the React ecosystem saw news with Rolldown pulling a Rust compiler integration due to binary size concerns.

Finally, security and data intelligence are paramount. Enhancements in Linux kernel security for containerized workloads via Security Profiles Operator are rolling out, and AI itself is being leveraged to hunt for vulnerabilities. Databricks is turning video into searchable intelligence, and new data visualization apps are emerging. Today's tech landscape is buzzing with advancements, particularly in the realm of AI, offering powerful new tools for developers and enterprises alike.

Featured Articles

The AI Agent Tech Stack Explained

In this article, you will learn how the seven layers of a production AI agent stack fit together, from the foundation model down to deployment infrastructure. Topics we will cover include:

What each...
Keywords: agent stack, agent infrastructure, agents architectural, agentic infrastructure, production ai, core agent, agent task, ai agents, ai agent, production agents
Source: machinelearningmastery.com

Deploy a Production-Ready NVIDIA AI-Q Blueprint on Oracle Cloud Infrastructure

AI agents have changed a lot in the last two years. The first could only answer one question at a time. Then came multi-turn chat, where the model could keep some context across a session. Today, we h...

Keywords: ai agents, ai deployment, deploy ai, install ai, agent ai, run ai, runs ai, agents nvidia, ai frontend, nvidia ai
Source: developer.nvidia.com

Deploying distributed AI inference: Blueprints & troubleshooting

In Designing distributed AI inference: Core concepts and scaling dimensions, we covered the foundational concepts: the prefill/decode split and the five dimensions of parallelism. In Optimizing distri...

Keywords: parallelism optimizing, optimizing distributed, inference deployments, inference workloads, parallel deployment, distributed ai, distributed inference, scaling workload, concurrency workloads, optimized gpus
Source: developers.redhat.com

Run a vLLM Server on HF Jobs in One Command

Run a vLLM Server on HF Jobs in One Command It's the quickest way to stand up a model for tests, evals, or batch generation. (If you're after a managed, production-ready service instead, that's what I...

Keywords: run vllm, vllm openai, vllm serve, run hf, hf jobs, official vllm, vllm server, container run, hf infrastructure, vllm shard
Source: huggingface.co

Creating the NVIDIA Nemotron 3 Ultra NVFP4 Checkpoint with NVIDIA Model Optimizer

As context windows grow longer, moving large model weights efficiently becomes critical to performance. A common way to address this is quantization, an optimization technique that compresses model we...

Keywords: nvfp4 checkpoint, quantized checkpoint, quantized checkpoints, checkpoint quantized, model checkpoint, checkpoints models, pretrained checkpoint, quantize nvfp4, nvfp4 quantization, optimal nvfp4
Source: developer.nvidia.com

MXFP6 and MXFP4 Mixed Precision for Accelerating Dense LLMs on AMD Instinct MI355X

MXFP6 and MXFP4 Mixed Precision for Accelerating Dense LLMs on AMD Instinct MI355X# In this blog, you will learn how pairing MXFP6-E2M3 activations with MXFP4 weights can meaningfully recover accuracy...

Keywords: mxfp4 performance, w_mxfp4_a_mxfp6 accuracy, accuracy w_mxfp4_a_mxfp6, w_mxfp4_a_mxfp6 faster, fast w_mxfp4_a_mxfp6, w_mxfp4_a_mxfp6 throughput, throughput mxfp4, throughput w_mxfp4_a_mxfp6, mxfp4 accuracy, mxfp4 throughput
Source: rocm.blogs.amd.com

Agent identity architectures: Delegated, bounded, and autonomous

Agent identity architectures: Delegated, bounded, and autonomous by Wen Li June 26, 2026 - 17 min The agents running in your environment aren’t all the same and neither are the risks they carry. A CI/...

Keywords: agent authorization, agents security, agent delegation, credentials agent, agent authority, agents permissions, security agents, agent access, agent architectures, agent identity
Source: 1password.com

Podman vs Docker in 2026: Which Should You Use?

Quick answer. Both run the same OCI images, so most teams can use either. Podman is often the cleaner fit for single-host Linux servers, systemd-managed workloads, rootless defaults, and licensing-sen...

Keywords: docker comparison, podman docker, difference podman, docker podman, podman vs, docker daemon, docker cli, docker universally, podman uses, podman daemonless
Source: codersera.com

How Databricks is turning video into searchable, actionable intelligence

by Justin Monaldo, Kacey Hertan and Yvan Aquino A utility company deploys drones to inspect hundreds of miles of power lines. A police department pulls hours of traffic camera footage to investigate a...

Keywords: video data, footage analyze, footage investigate, queries video, footage, camera footage, data massively, videos, video analysis, unstructured video
Source: databricks.com

Security Profiles Operator v1: Stable APIs, Security Hardened, and Shaping Upstream Kubernetes

Linux provides powerful kernel-level security mechanisms, seccomp, SELinux, and AppArmor, that restrict what containerized workloads can do. Each uses profiles that define permitted behavior, but writ...

Keywords: profiles kubernetes, kubernetes spo, pod security, kubernetes api, kubernetes custom, operator kubernetes, selinux profile, work kubernetes, upcoming kubernetes, kubernetes
Source: cncf.io

I Built a Framework Because I Couldn’t Move My Own App

I Built a Framework Because I Couldn’t Move My Own App A while back I tried to move the Virtual CTO Advisor off Google Cloud and onto an NVIDIA Spark sitting on my desk. That move did not go the way I...

Keywords: framework stressing, built framework, framework couldn, changed architecture, framework thing, framework, deploying ai, depended infrastructure, virtual cto, concept build
Source: thectoadvisor.com

Rolldown Pulls Rust React Compiler Integration After Binary Size Increase

Rolldown and Vite pulled a Rust-based React Compiler integration after maintainers decided the binary-size cost was too high for a feature that would ship to all users by default. Boshen, a maintainer...

Keywords: rust compiler, rust react, oxc rust, react compiler, reactcompiler option, rust integration, transform reactcompiler, merged oxc, 5mb rust, oxc plugins
Source: socket.dev

Show HN: Smart model routing directly in Claude, Codex and Cursor

One endpoint. Every model. Always the right one. A drop-in proxy for Anthropic, OpenAI, and Gemini that picks the best model for every request: using a tiny on-box embedder, not a vibes-based prompt....

Keywords: openai compatible, api openai, like openai, openrouter openai, openai base, openai, openai gemini, openai chat, openai com, endpoints providers
Source: github.com

Neon Is Becoming a Backend Platform, Not Just Postgres

Neon Is Becoming a Backend Platform, Not Just Postgres For most of its life, Neon had a one-sentence pitch: serverless Postgres that branches like Git. You got a database that scaled to zero, forked i...

Keywords: neon backend, neon databases, neon database, branching neon, projects neon, neon branch, neon publicly, read neon, design neon, existing neon
Source: devops-daily.com

No GPU? Run Local LLMs on RunPod with Ollama

-5517fd7b58a6---4 crawled_date: 2026-06-26T19:42:06.916538+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 19:36:17 GMT

No GPU? Run Local LLMs on RunPod with Oll...

Keywords: runpod ollama, runpod io, outsourcing gpu, rent gpu, based gpu, llms runpod, runpod, gpu run, gpu heavy, available gpus
Source: levelup.gitconnected.com

Semantic Caching: Caching Meaning, Not Strings, for LLM Workloads | Solo.io

Every call to a large language model costs real money and real time. A single user-facing chat turn might invoke several model calls behind the scenes, and an autonomous agent loop can fan that out by...

Keywords: semantic caching, semantic caches, caching reasons, caching involves, caching discipline, caches memoized, traditional caching, concerns caching, caching needs, cache useful
Source: solo.io

Skills and MCP: How to Build Agent Capabilities That Actually Scale

-5517fd7b58a6---4 crawled_date: 2026-06-26T20:42:22.115272+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 20:25:50 GMT

Skills and MCP: How to Build Agent Capabi...

Keywords: agent capabilities, agent skills, agent skill, capabilities agent, agent capability, agent tools, ai agents, agents tools, build agent, skill agent
Source: levelup.gitconnected.com

A data race that doesn't compile (in Rust)

How I taught Rust’s type system to refuse my own parallel-Redux data races, with one false start and one mind-shift. There’s a class of bug I’ve spent more nights chasing than I care to remember. The...

Keywords: parallel redux, reinventing redux, redux state, make redux, redux struggles, redux redux, parallelize reducers, reducer race, state reducer, uses redux
Source: corentin-core.github.io

The Risk Premium: Why Your Next AI Integration Should Be Local

Many businesses want to harness the power of AI but are terrified of leaking proprietary data to public clouds or burning through massive API costs. The solution isn’t a better cloud contract, it’s mo...

Keywords: cataloging images, image cataloging, ai catalog, digital assets, manage digital, media library, build media, catalog image, photos various, cataloging
Source: alan.is

Deep Learning Weekly: Issue 461

Deep Learning Weekly: Issue 461 Advanced Claude Code Cost Tracking: How to Save 30% on Token Spend, Introducing Claude Tag, a paper on Thinking to Recall: How Reasoning Unlocks Parametric Knowledge in...

Keywords: agent memory, ai agent, ai spend, ai agents, recall reasoning, insights harnessed, cost intelligence, thinking recall, knowledge recall, benchmark agent
Source: deeplearningweekly.com

I Gave an AI Agent a Database, Compute, Storage, and Models From One CLI

I Gave an AI Agent a Database, Compute, Storage, and Models From One CLI A working AI agent has an unglamorous shopping list. It needs a database to remember things, somewhere to run that can stream t...

Keywords: agent generates, agent stack, agent database, generating agent, agent needs, ai agent, agents, agent, putting agent, agent runs
Source: devops-daily.com

We All Depend on Open Source. We Will Defend It Together

We All Depend on Open Source. We Will Defend It Together. An open letter regarding the launch of Akrites – a coordinated effort to remediate vulnerabilities in the open source software the world runs...

Keywords: ai vulnerabilities, vulnerabilities develop, vulnerabilities critical, vulnerabilities open, remediates vulnerabilities, fix vulnerabilities, software vulnerability, vulnerabilities collaborative, remediate vulnerabilities, vulnerabilities responsibly
Source: akrites.org

Databricks Runtime 19 (Beta): June 26, 2026

Databricks Runtime 19 (Beta) This page contains unified release notes for Databricks Runtime 19, powered by Apache Spark 4.2.0. It lists all features, behavioral changes, and fixes shipped throughout...

Keywords: databricks runtime, lifecycle databricks, support databricks, databricks support, limitations databricks, databricks upgrades, available databricks, previously databricks, improvements databricks, databricks supports
Source: docs.databricks.com

How I hunt for vulnerabilities with AI

This is a guest post from Tsvetan Stoychev, ex-Principal Software Engineer at Akamai Technologies. TL;DR: I'm an experienced software engineer, but I'm not a seasoned bug bounty hunter. I used GitHub...

Keywords: vulnerabilities ai, vulnerabilities clickhouse, ai vulnerability, search vulnerabilities, clickhouse codebase, clickhouse vulnerability, testing clickhouse, discover vulnerabilities, exploring clickhouse, code clickhouse
Source: clickhouse.com

How to build a blazing fast Data Visualization app in 2026

-5517fd7b58a6---4 crawled_date: 2026-06-26T20:42:22.115272+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 20:26:21 GMT

Member-only story How to build a blazing...

Keywords: visualization app, data visualization, fast data, visualization, performance build, monte carlo, performance ui, crawled_date 2026, carlo histogram, 2026 look
Source: levelup.gitconnected.com

Miasma Mini Shai-Hulud Hits ImmobiliareLabs npm Packages

Latest wave affects legitimate @immobiliarelabs Backstage packages, with malicious npm releases published across GitLab and LDAP authentication plugin families on June 26, 2026. Socket Threat Research...

Keywords: malicious immobiliarelabs, compromised packages, packages compromised, malicious commits, packages malicious, exfiltration repositories, malicious package, repository poisoning, projects compromised, malicious npm
Source: socket.dev

Why current LLM costs are not sustainable

AI and Cloud Costs AI has a cost problem. The solution that will emerge will be simpler than we expect. A lot of companies are getting bitten by high AI costs. Uber burned through the entire year’s AI...

Keywords: ai cost, ai costs, costs ai, ai budget, ai cloud, cloud costs, ai spend, ai gateway, ai labs, reduce ai
Source: aditya.patadia.org

Customer-managed VPC will soon be required for classic workspaces

What's coming? Learn about features and behavioral changes in upcoming Databricks releases. Genie Spaces will be renamed to Genie Agents Genie Spaces is being renamed to Genie Agents. In early July 20...

Keywords: genie budgets, gateway budgets, gateway genie, budgets genie, ai gateway, cloud unity, dashboards genie, databricks plans, cloud databricks, genie including
Source: docs.databricks.com

Iterating faster with TypeScript 7

Iterating faster with TypeScript 7 June 26, 2026 by VS Code Team, @code VS Code and TypeScript practically grew up together. We made a bet early on to write VS Code in TypeScript, and we have always w...

Keywords: faster typescript, typescript significantly, typescript sped, typescript practically, typescript adopting, typescript soon, typescript seven, typescript compiler, typescript versions, older typescript
Source: code.visualstudio.com

The Good, the Bad and the Ugly in Cybersecurity – Week 26

The Good | Authorities Dismantle Malware Networks and Seize Cambodian Scam Infrastructure Following the seizure of a major Phishing-as-a-Service last week, the latest move, part of Operation Endgame,...

Keywords: cybercrime syndicate, cybercrime financial, global cybercrime, ransomware, scam infrastructure, cybercrime, ransomware payloads, secondary ransomware, cyberattack caused, cyber scams
Source: sentinelone.com

AI inference is obviously profitable

AI inference is obviously profitable Many people claim that AI inference is unprofitable to serve, and thus must be subsidized by an ocean of dumb money from investors who believe that some future AI...

Keywords: costs ai, ai products, inference profitable, ai providers, inference cost, claim ai, ai inference, ai really, inference costs, ai use
Source: seangoedecke.com

Context Compression vs. Compaction: Stop Treating Context as One Thing | Solo.io

Anyone building real agentic systems has run into the same wall. The context grows, the token bill grows with it, latency climbs, and at some point a request bumps the model’s context window. The popu...

Keywords: agent frameworks, context grows, understand agent, agent infrastructure, treating context, context limits, infrastructure agentic, context model, context stack, exploring agentgateway
Source: solo.io

A step-by-step guide to building a simple talent management app in Streamlit with Fivetran and Snowflake

Build a data app with Streamlit, Fivetran and Snowflake Building data applications is crucial for getting the most value possible out of your data, but DIY approaches can be time-consuming and complex...

Keywords: workday dataset, dataset accelerate_building_data_apps_snowflake_streamlit_fivetran, workday data, dataset workday, streamlit data, accelerate_building_data_apps_snowflake_streamlit_fivetran, following accelerate_building_data_apps_snowflake_streamlit_fivetran, data application, data snowflake, accelerate_building_data_apps_snowflake_streamlit_fivetran fivetran
Source: fivetran.com

Captcha proves you're human. HATCHA proves you're not

CAPTCHA proves you're human. HATCHA proves you're not. HATCHA (Hyperfast Agent Test for Computational Heuristic Assessment) is a reverse CAPTCHA that gates access behind challenges trivial for AI agen...

Keywords: api hatcha, hatcha challenge, captcha gates, captcha proves, reverse captcha, captcha, hatcha server, hatcha_secret app, hatcha verify, hatcha react
Source: github.com

Next.js 16.3: AI Improvements

Friday, June 26th 2026 Next.js 16.3: AI Improvements Posted byNext.js 16.3 Preview is ready for public testing! We've published a new Next.js release to npm using the @preview tag, so you can try out...

Keywords: nextjs agent, nextjs org, nextjs, begin nextjs, future js, page nextjs, end nextjs, 2026 js, js release, js 16
Source: nextjs.org

PDF SDK pricing and licensing explained (2026)

PDF SDK pricing and licensing explained (2026) Table of contents PDF SDK pricing usually combines a pricing model (how you’re charged) and a licensing model (what rights you get):

Pricing models — P...
Keywords: sdk pricing, pricing licensing, sdk licensing, sdk priced, licensing model, licensing models, licensing explained, subscription licensing, pdf sdks, licenses charge
Source: nutrient.io

Securing CI/CD for an open source project, part 3: Credentials, verification, and what’s next

This is the third and final post in a series on how Cilium hardens its CI/CD pipeline. Part 1 covered access control and Part 2 covered dependency hardening. This post covers the last layer: keeping C...

Keywords: cilium security, security cilium, cilium maintainer, cilium github, github security, cilium hardens, github protected, cilium dedicated, release cilium, cilium ci
Source: cncf.io

A Decision Framework for ETL Migration to Databricks

How to choose between Lakehouse, Spark Declarative Pipelines, or PySpark, and when to combine them by Rafael Aielo Your team has hundreds of stored procedures, a couple of schedulers, permissions scat...

Keywords: pipelines pyspark, sql spark, etl pipelines, data pipelines, spark sql, pyspark workload, pyspark spark, redesign pipelines, hybrid pipelines, modernized pipelines
Source: databricks.com

Previewing GPT‑5.6 Sol: a next-generation model

We're beginning a limited preview of the GPT‑5.6 series: Sol, our flagship model; Terra, a balanced model for everyday work; and Luna, a fast and affordable model. Terra has competitive performance to...

Keywords: safeguards gpt, gpt introducing, introduced gpt, safeguards phased, gpt introduces, misuse gpt, available gpt, releases gpt, government access, stronger safeguards
Source: openai.com

A C++ implementation of a fast hash map and hash set using hopscotch hashing

The hopscotch-map library is a C++ implementation of a fast hash map and hash set using open-addressing and hopscotch hashing to resolve collisions. It is a cache-friendly data structure offering bett...

Keywords: hopscotch_map std, hopscotch_map hash, hopscotch hashing, hopscotch_pg_map, hopscotch_map project, hopscotch_pg_map set, unordered_map std, hopscotch_map struct, dense_hash_map using, std unordered_map
Source: github.com

Gossamer: a Rust-flavoured language with real goroutines and pause-free memory

Expressive and clear syntax Forward pipes (|> ), immutable by default, and one obvious way to do things. Data flows top-to-bottom, the way you wrote it — not nested inside-out. A Rust-flavoured system...

Keywords: forward pipes, pipes immutable, rust read, pipes, memory run, rust need, data flows, rust, syntax forward, goroutine thread
Source: gossamer-lang.org

How Much KV Cache Budget Do We Need for LLM Serving?

How Much KV Cache Budget Do We Need for LLM Serving? In LLM inference clusters, the storage budget for the KV Cache directly affects the KV Cache hit rate and prefill throughput. If the cache is confi...

Keywords: kv cache, optimize kv, cache capacities, cache capacity, cache sizes, cache budgets, throughput cache, cache budget, concern kvcache, cache strategy
Source: kvcache.ai

New DirtyClone Linux Vulnerability Allows Attackers to Gain Root Access Via Cloned Packets

A new Linux kernel local privilege escalation vulnerability, dubbed “DirtyClone” (CVE-2026-43503), that allows unprivileged local users to gain full root access by manipulating cloned network packets...

Keywords: dirtyclone exploits, dirtyfrag vulnerability, dirtyclone exploit, dirtyfrag mitigation, dirtyclone cve, dirtyfrag patches, dirtyfrag patch, exploit kernel, dirtyfrag fixes, attacker memory
Source: cybersecuritynews.com

OpsWorker v1.6.0: From Reactive Investigator to Proactive Kubernetes Copilot

OpsWorker started with a single, focused job: when an alert fires, investigate automatically and surface root cause in Slack before a human has finished reading the notification. That job remains at t...

Keywords: kubernetes workloads, kubernetes clusters, provisioning kubernetes, kubernetes cluster, troubleshoot kubernetes, provisioned workloads, kubernetes environment, resource optimizer, demand opsworker, kubernetes
Source: opsworker.ai

Prompt Caching with Deep Agents

A powerful lever in running agents cost-efficiently at scale is Prompt Caching, a feature offered by model providers that can reduce the token cost of inference by 41-80%. As Manus AI puts it - Howeve...

Keywords: prompt caching, prompt cache, caching reduces, explicit caching, implicit caching, caching explicit, prompt cached, noting caching, controlling caching, caching
Source: langchain.com

Slisp: Simple Lisp compiler (Linux/amd64)

This repository contains slisp a compiler which will read lisp programs as input, and generate standalone assembly representations for Linux/AMD64. The project is either named for "Simple Lisp" or "St...

Keywords: lisp programs, lisp file, use lisp, example lisp, lisp example, lisp syntax, simple lisp, assembly slisp, read lisp, lisp
Source: github.com

The Exhaustion of Talking to a Tool

LLMs are exhausting because they require spending precious social energy to operate them. Energy that might be better spent on people. When you use a good tool, your brain pretends that the tool is a...

Keywords: llms exhausting, working llms, social energy, worth llms, llms just, use llm, llms, brainwork harder, llm don, llms ask
Source: ohadravid.github.io

Miasma Malware Uses binding.gyp and Bun to Execute Hidden Payloads in npm Packages

Supply chain attackers are getting more creative, and the latest threat is proof of that. A malware campaign known as Miasma has been caught hiding inside widely used npm packages, using a clever mix...

Keywords: malicious package, malicious versions, infected packages, latest threat, target malware, malware uses, threat cluster, malware campaign, spread malware, workflows malicious
Source: cybersecuritynews.com

The vector engine showdown nobody was telling the truth about

Based on the OpenSearchCon Europe 2026 talk by Fernando Rejon Barrera, Zeta Alpha | Watch the full session → Every vector search engine has a benchmark page. Every benchmark page shows impressive numb...

Keywords: performance opensearch, search performance, based opensearchcon, opensearch index, search evaluations, search opensearch, engine benchmark, opensearch, search lucene, benchmark results
Source: opensearch.org

We Cut Our LLM Bill From $4,000 to$ 300/Month. The Playbook.

-5517fd7b58a6---4 crawled_date: 2026-06-26T20:42:22.115272+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 20:26:08 GMT

Member-only story We Cut Our LLM Bill Fro...

Keywords: openai invoice, month openai, opened billing, billing, opened aws, aws marketplace, openai, billing csv, slack, took openai
Source: levelup.gitconnected.com

How VictoriaLogs Stores Your Logs in a Columnar Layout

Blog /
How VictoriaLogs Stores Your Logs in a Columnar Layout If you run VictoriaLogs, your day-to-day comes down to three things: sending logs, querying them, and setting retention so the disk do...
Keywords: victoria logs, data victorialogs, query victorialogs, victorialogs files, victorialogs file, blog victorialogs, victorialogs reads, logs stored, timestamp victorialogs, stores logs
Source: victoriametrics.com

Efficient GPU Utilization With Workload Pre-Emption in AMD Resource Manager

Efficient GPU Utilization With Workload Pre-Emption in AMD Resource Manager# GPU capacity is sought after and in high demand. Production inference services, fine-tuning jobs, and developer workspaces...

Keywords: gpus workloads, gpu utilization, amd resource, gpu workloads, workload gpu, gpu workload, gpu resources, utilization workload, utilization prioritized, prioritized workloads
Source: rocm.blogs.amd.com

Securing agentic AI with perimeter guardrails: What's new in VPC Service Controls

Securing agentic AI with perimeter guardrails: What's new in VPC Service Controls Pratik Bhangale Product Manager, Google Cloud As enterprises scale autonomous AI agents into production, enabling safe...

Keywords: securing agentic, agents vpc, ai security, security vpc, enforcing vpc, perimeter security, enforced vpc, agents principalsets, policies agent, security controls
Source: cloud.google.com

Trace and debug eve agent sessions with Vercel Observability

Agent Runs gives eve projects a curated observability view for every agent session in the Vercel dashboard, with no OpenTelemetry setup required. The Agent Runs tab surfaces the trigger, duration, and...

Keywords: agent instrumentation, agent runs, audit agent, eve projects, open agent, run inspect, export ai, agent session, agent, ai sdk
Source: vercel.com

Verification Is Not Testing. Understanding the Difference Could Save Your Codebase

Verification Is Not Testing. Understanding the Difference Could Save Your Codebase AI-generated code can pass every test and still implement the wrong feature. Learn why testing and verification answe...

Keywords: testing verification, verification testing, does verification, vs verification, prompt test, testing understanding, verification failures, verification means, tests behavior, verification agent
Source: aviator.co

Summary of METR's predeployment evaluation of GPT-5.6 Sol

Note on independence: This evaluation was conducted under a standard NDA. Due to the sensitive information shared with METR as part of this evaluation, OpenAI’s comms and legal team required review an...

Keywords: evaluation gpt, evaluating gpt, evaluation openai, external evaluation, observed cheating, treatment cheating, openai safety, cheating rate, discarding cheating, cheating rates
Source: metr.org

Design an Agentic AI System — A New Class of System Design Question

-5517fd7b58a6---4 crawled_date: 2026-06-26T19:42:06.916538+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 19:36:25 GMT

Design an Agentic AI System — A New Class...

Keywords: ai architecture, building ai, agentic ai, agent search, search knowledge, ai evolution, evaluates retrieval, ai new, ai design, retrieval misses
Source: levelup.gitconnected.com

Quickly apply LUTs (color grading) with ffmpeg

Quickly apply LUTs (color grading) with ffmpeg This is a quick post, mostly for my own reference. I've avoided LUTs and 'Log' video footage for years1, mostly because of the extra tiny bit of workflow...

Keywords: luts ffmpeg, ffmpeg luts, log footage, luts log, log video, lut mp4, grading ffmpeg, ffmpeg flags, lut data, footage ffmpeg
Source: jeffgeerling.com

The gap between open weights LLMs and closed source LLMs

Prediction: A Frontier Open Source LLM Will Be Released On 3rd December 2026 I have seen a version of the above plot going around Twitter and wanted to dig a bit deeper into it. What the plot above is...

Keywords: llms benchmark, future gap, llm released, 2026 months, source llms, source llm, frontier performance, frontier benchmark, prediction frontier, capabilities llms
Source: blog.doubleword.ai

Apple’s Anti-Docker Gives Every Container Its Own VM: Boots in Under a Second

-5517fd7b58a6---4 crawled_date: 2026-06-26T20:42:22.115272+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 20:26:02 GMT

Member-only story Apple’s Anti-Docker Giv...

Keywords: reinvented docker, containers mac, apple container, anti docker, docker, container runtime, linux containers, linux container, container virtual, container run
Source: levelup.gitconnected.com

Jolla Phone, Over 13 500 units sold

Jolla Phone (October 2026) Jolla Phone (October 2026) The independent European Do It Together (DIT) Linux phone, shaped by the people who use it.

99€ down payment to lock your October delivery
Two...
Keywords: jolla phones, jolla phone, jolla device, covers jolla, apps jolla, buy jolla, phone appearance, original jolla, batch jolla, design phone
Source: commerce.jolla.com

Your App Is Leaking Secrets and You Don’t Know It

-5517fd7b58a6---4 crawled_date: 2026-06-26T19:42:06.916538+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 19:37:00 GMT

Your App Is Leaking Secrets and You Don’t...

Keywords: apps encrypt, app leaking, leaking secrets, secrets analytics, database encrypted, request encrypted, use secrets, leaks encrypt, secrets problem, decrypted secrets
Source: levelup.gitconnected.com

How to connect a HiBob MCP with Codex (4 steps)

Table of contents How to connect a HiBob MCP with Codex (4 steps) When you hand Codex a task to build a people ops sync or an onboarding automation, you usually describe your HiBob setup in the prompt...

Keywords: hibob codex, manages hibob, hibob merge, integrating hibob, codex hibob, hibob api, hibob credentials, task hibob, hibob operations, access hibob
Source: merge.dev

How Neural Networks Learned to Focus

-5517fd7b58a6---4 crawled_date: 2026-06-26T20:42:22.115272+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 20:26:31 GMT

How Neural Networks Learned to Focus A si...

Keywords: attention invented, attention mechanism, understand attention, attention mechanisms, unpacking attention, attention using, attention concepts, attention creates, generates attention, approaches attention
Source: levelup.gitconnected.com

Pancreatic Cancer Is Often Diagnosed Late. The Clues to Catch It Earlier May Already Exist

---2 crawled_date: 2026-06-26T20:42:22.115272+00:00 feed_url: https://nyudatascience.medium.com/feed published: Fri, 26 Jun 2026 19:45:45 GMT

Pancreatic Cancer Is Often Diagnosed Late. The Clues...

Keywords: pancreatic cyst, pancreatic cystic, pancreatic cancer, lesions pancreas, interpretable pancreatic, detect pancreatic, dysplasia pancreatic, patients pancreatic, early pancreatic, pancreas incidentally
Source: nyudatascience.medium.com

What we got wrong about code review

Brandon Gubitosa June 26, 2026 8 min read June 26, 2026 8 min read Cut code review time & bugs by 50% Most installed AI app on GitHub and GitLab Free 14-day trial We got one big thing wrong about code...

Keywords: reviewers pace, review faster, faster review, ai vs, review time, reviewer longer, ai writes, code review, agents review, speed developers
Source: coderabbit.ai

AI Coding Still Needs Specs, Contracts, and Verification

AI Coding Still Needs Specs, Contracts, and Verification When implementation gets cheaper, delivery risk moves into constraints, handoffs, and review discipline. After The Spec Trap, one pushback came...

Keywords: specification faithfulness, code spec, specification force, specification sit, clear specification, code regeneration, specification risk, spec structured, specification failure, specification implementation
Source: the-main-thread.com

Daily Reading List – June 25, 2026 (#812)

How well my favorite sports team plays should have no bearing on my happiness. Alas, that’s not the case. But, my Padres won three in a row, which partially explains my good mood this week. [blog] Why...

Keywords: blog resilience, resilience patterns, stable answers, resilience, query agent, make resilient, resilient, blog agents, happiness, systems blog
Source: seroter.com

Simplicity Meets Functionality: Discover Whisp – The Perfect Note-Taking App for Linux Users!

Fed up with overly complex note-taking applications? Whisp for Linux might be the solution you’re looking for. This new app, built on GTK4/libadwaita, promotes itself as "the anti-note for GNOME," dra...

Keywords: app antinote, antinote, antinote developer, note gnome, controls notes, notes streamlined, notes automatic, shortcut note, note taking, navigating notes
Source: serverhost.com

Why Your created_at Index Is Useless for Range Queries

-5517fd7b58a6---4 crawled_date: 2026-06-26T19:42:06.916538+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 19:36:00 GMT

Member-only story Why Your created_at Ind...

Keywords: created_at indexes, created_at index, laravel dashboard, index useless, query slow, crawled_date, laravel, created_at doesn, notices laravel, index queries
Source: levelup.gitconnected.com

Build your own RAG-based GenAI application in 30 minutes | Blog | Fivetran

Build your own RAG-based GenAI application in 30 minutes Are you planning to visit California wine country after Snowflake Data Cloud Summit, or do you want to experiment with building retrieval-augme...

Keywords: genai applications, genai application, vineyard dataset, dataset wineries, practical genai, genai lab, approach genai, genai, prepare genai, based genai
Source: fivetran.com

Honesty gets Emacs patch rejected

Honesty gets Emacs patch rejected I’ve been working on Emacs performance on macOS for a couple of months - not continuously but for couple of months nonetheless. During that time I’ve been occupied wi...

Keywords: emacs performance, performance macos, improving patches, emacs patch, analyzing patches, performance issues, opinions macos, patches impact, performance improving, memory thrashing
Source: xlii.space

Review: Gamrombo PS5 controller - including Linux set up ★★★★☆

I'm not paying seventy bloody quid for an official PS5 controller - so I found a knock-off version for a smidge under £40. And this one has lots of unnecessary blinkenlights! Gamrombo is the consumer-...

Keywords: ps5 touchpad, ps5 controller, controller ps5, official ps5, ps5 ok, paired ps5, ps5, gamepad, official controller, touchpad
Source: shkspr.mobi

Accelerating Gemini Nano models on Pixel with frozen Multi-Token Prediction

Machine Intelligence

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

Deterministic and Non-Deterministic LLMs: How to Control the Output

-5517fd7b58a6---4 crawled_date: 2026-06-26T20:42:22.115272+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 26 Jun 2026 20:26:27 GMT

Member-only story Deterministic and Non-D...

Keywords: deterministic llms, probabilities generation, story deterministic, deterministic, llms consistent, explains llms, non deterministic, generation strategy, llm output, step llm
Source: levelup.gitconnected.com

How the English Office for Students leverages Databricks to enhance higher education standards and drive better student outcomes

Using smarter data to strengthen higher education stewardship by Kacey Hertan 8 hours → minutes | Processing time for a 300-million-record data job after moving to Databricks 1/2 day | To complete a s...

Keywords: data student, education data, student records, manages data, data demands, legacy analytics, data strengthen, smarter data, data team, data analytics
Source: databricks.com

Managed Windows OS: Enforce updates on your timeline

Target a Windows feature release, set a deadline, and know that devices will be running that version when it arrives. If you manage Macs with Iru, you understand the simplicity of enforcing OS: set a...

Keywords: os enforces, manages version, enforcing os, device updates, windows updates, manage macs, operating feature, windows feature, version control, version operating
Source: iru.com

Transitioning as a hubber

Arthur Searle Arthur is a Senior Security Engineer at GitHub based in the UK. He has built his career on a foundation of caffeine and fascination with computers. How GitHub’s culture and benefits help...

Keywords: github culture, joined github, computers github, transitioning github, engineer github, github started, github safe, working github, github easier, github related
Source: github.blog