I have written the tech news summary and saved it to `daily_tech_summary_2026-07-01.txt`

I have written the tech news summary and saved it to daily_tech_summary_2026-07-01.txt.

Featured Articles

Comparing the best open source vector databases

Blog Comparing the best open source vector databases Open source vector databases come in two flavors: specialized tools that handle vectors and nothing else, or unified platforms that combine vector...

• Keywords: vector databases, vector database, database vector, vector store, vectors platform, vector storage, database infrastructure, data platform, vector benchmark, tools vector
• Source: redis.io

Understanding dynamic resource allocation in Kubernetes

Dynamic Resource Allocation (DRA) recently reached GA in Kubernetes v1.35, and I believe many of us are eager to give it a try. Adding to the momentum, NVIDIA has moved dra-driver-nvidia-gpu into Kube...

• Keywords: gpu kubernetes, resource kubernetes, resource nvidia, resources gpus, gpu kubectl, resource pods, provide cloud, cloud platform, infrastructure software, storage kubernetes
• Source: cncf.io

What Is CI/CD Build Hardening? eBPF, Runtime SBOMs, and SLSA Attestation Explained

Most CI/CD security controls protect everything around the build. SAST scans code before it runs. SCA checks dependencies in the manifest. Artifact scanners inspect the output after the build complete...

• Keywords: protect build, build security, build integrity, security runtime, runtime security, build compromised, security hardening, runtime threat, kernel security, cd security
• Source: cycode.com

Scaling LLM Inference: Multi-Node KV Cache Offloading with GKE & Managed Lustre

Scaling LLM Inference: Multi-Node KV Cache Offloading with GKE & Managed Lustre Miro Nikolov Staff Software Engineering Manager, Google Cloud Managed Lustre Barak Epstein Senior Product Manager, Googl...

• Keywords: cluster workload, storage distributed, lustre storage, kv caches, kv cache, cloud managed, cluster manage, cache tier, cache tiers, gke cluster
• Source: cloud.google.com

Show HN: Pglayers – PostgreSQL extensions as stackable Docker layers

The official PostgreSQL Docker images ship without extensions. Every time you need pgvector, PostGIS, or pg_cron, you're stuck manually installing dependencies, compiling from source, or settling for...

• Keywords: postgresql docker, postgres docker, extensions docker, postgis docker, extension docker, pgx docker, docker images, build postgres, docker build, postgresql extensions
• Source: github.com

Reduce GVisor Cold Starts with GPU Snapshotting

Reducing GPU Cold Starts with Memory Snapshots: Restoring CUDA Workloads in Seconds Yaseen Hamdulay Member of Technical Staff Reducing GPU Cold Starts with Memory Snapshots: Restoring CUDA Workloads i...

• Keywords: cuda workloads, warmed gpu, warmed runtime, memory cuda, gpu cold, gpu warmup, gpus warm, models gpu, warming runtime, keeping gpus
• Source: cerebrium.ai

Build AI agents with short-term & long-term memory in Redis

Blog Build AI agents with short-term & long-term memory in Redis AI agent memory is the system that lets an agent store, retrieve, and reuse information across interactions instead of starting over on...

• Keywords: agent memory, agents memory, conversational memory, memory ai, agents remember, remember agents, memory agent, conversations learns, semantic memory, ai agents
• Source: redis.io

Why AI Agents Need Isolation

AI coding agents are quickly becoming part of everyday development workflows. Today, AI tools can write and execute code, install dependencies, debug repositories, interact with APIs, automate termina...

• Keywords: developers ai, sandbox agent, docker sandboxes, ai workflows, workflows ai, workflows sandbox, agents docker, ai developer, agents developers, ai environment
• Source: docker.com

Asahi Linux 7.1 Progress Report

Progress Report: Linux 7.1 Linux 7.1 is now here, and of course with it comes another progress report. We’ve got M3 progress, Apple bugs, and more! Welcome back Master Boot Record When you long-press...

• Keywords: asahi bootable, asahi apfs, bootable macos, asahi installs, macos boot, asahi installer, asahi install, asahi linux, apple boot, apple bootloader
• Source: asahilinux.org

Top Arm-based innovations advancing AI, cloud, edge and mobile computing in June 2026

Top Arm-based innovations advancing AI, cloud, edge and mobile computing in June 2026 This month’s “Beyond the Newsroom” highlights the latest Arm-based innovations from June 2026, spanning Microsoft...

• Keywords: ai cloud, cloud ai, ai arm, processor microsoft, ai workloads, arm ai, advancing cloud, arm cpus, cloud native, hosted arm
• Source: newsroom.arm.com

Quarkus Data Hibernate: A New Path for Java Persistence

Quarkus Data Hibernate: A New Path for Java Persistence Build a small catalog API to see generated repositories, checked HQL, managed updates, stateless writes, paging, validation, and tests in one re...

• Keywords: hibernate quarkus, quarkus hibernate, data panacheentity, quarkus datasource, db_jdbc_url quarkus, hibernate panache, quarkus service, repository quarkus, java persistence, data hibernate
• Source: the-main-thread.com

Show HN: Frond – a frontend runtime for your app's dependency graph

State tools answer Where does the value live?

• Redux / Zustand

• value, mutation, selector

• React Query

• server cache, invalidation, retry

• MobX

• observable domain state

• Context

• value wiring...

• Keywords: graph react, live redux, redux zustand, redux, react app, react, react stays, runs react, state tools, react reads

• Source: frondruntime.dev

12,000 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, simulation teams, physics modeled
• Source: wf.coreweave.com

Building Gin: Simple over Easy

In 2014 I came back from San Francisco with no plan and one useful scar: I had seen what small software teams needed from their tools. I had spent a year building SDKs at Joypad and TinySpark after sh...

• Keywords: gonic framework, chose backend, framework people, framework gin, backend language, gin gonic, backend, developer experience, framework developer, programming
• Source: manualmeida.dev

DigitalOcean Evaluations: Production Model and Router Testing for the Inference Stack

By Grace Morgan Choosing the right model or inference router for production means more than reading a leaderboard. It means validating any model or routing configuration on your own data using your pr...

• Keywords: tools evaluations, evaluations provide, evaluations available, judge models, evaluations supports, evaluations run, evaluations deployment, evaluations, judge evaluations, endpoints evaluations
• Source: digitalocean.com

Fixing a kubelet memory leak in Kubernetes 1.36

A few weeks ago, I started getting alerts from a tiny Kubernetes cluster: a single-node Kubernetes test cluster, not running any of our production workload. I’d recently upgraded this cluster to v1.36...

• Keywords: release kubernetes, kubernetes 36, kubernetes v1, committed kubernetes, kubernetes cluster, issue kubernetes, heap kubernetes, kubelet memory, node kubernetes, kubernetes
• Source: heyoncall.com

Show HN: Z-Jail – A 130 KB Linux sandbox-C99 with 7 defense layers and zero deps

Multi-layer sandbox for native code execution on Linux. Seven independent defence layers — no external dependencies, ~130 KiB PIE binary. ┌──────────────────────────────────────────────────────┐ │ Z-J...

• Keywords: build z_jail, binary jail, jail architecture, z_jail root, z_jail cut, jail git, sandbox native, z_jail, finishes z_jail, sudo z_jail
• Source: github.com

Firefox Enhances Performance: Vulkan Video Decoding Support for Nvidia GPUs

Firefox Enhances Performance: Vulkan Video Decoding Support for Nvidia GPUs Firefox is set to incorporate hardware-accelerated Vulkan Video decoding for Nvidia GPUs, improving the experience for Linux...

• Keywords: ffmpeg vulkan, vulkan enabled, enabling vulkan, accelerated vulkan, vulkan decoding, decoding vulkan, performance vulkan, vulkan decode, vulkan, vulkan direct
• Source: serverhost.com

Hugging Face and Cerebras bring Gemma 4 to real-time voice AI

HF Realtime Voice Voice chat over WebSocket against a HF speech-to-speech The result is a speech-to-speech experience that feels dramatically more natural. Instead of waiting for an AI to respond, con...

• Keywords: realtime voice, speech pipeline, voice assistants, voice chat, voice ai, speech voice, speech input, text speech, speech layer, voice
• Source: huggingface.co

kube-apiserver watch cache: the layer that saves etcd

kube-apiserver watch cache: the layer that saves etcd LIST-WATCH, resourceVersion, bookmarks, relist storms, consistent reads The page that night was apiserver OOMKilled, then OOMKilled again forty se...

• Keywords: kube apiserver, recent kubernetes, kubernetes api, kubernetes, kubernetes carries, object kubernetes, apiservers starved, kubernetes closed, apiserver watches, kubectl
• Source: podostack.com

The C to Rust migration book

The C to Rust Migration Book Migrate from C to Rust without breaking the world Securing and modernizing software is a top priority today. Tech debt and memory-safety bugs remain the largest sources of...

• Keywords: rust codebase, migrate rust, rust migration, introduce rust, rust challenges, rust code, rust migrations, convert rust, rust safety, design rust
• Source: mainmatter.com

Mastering Agentic Techniques: AI Agent Reinforcement Learning

Reinforcement learning (RL) is central to aligning language models, from reinforcement learning with human feedback (RLHF) within AI assistants to newer reinforcement learning with verifiable rewards...

• Keywords: learning rl, rl training, openai trained, agents rl, models reinforcement, rl models, models agents, model agent, rl projects, rlvr workflows
• Source: developer.nvidia.com

OpsWorker at WeAreDevelopers 2026: Why Chat-Based AI Fails at Incident Investigation

Nune Isabekyan, co-founder and CTO of OpsWorker, will speak at WeAreDevelopers World Congress in Berlin, July 8-10, 2026. WeAreDevelopers World Congress is Europe's largest developer conference - 15,0...

• Keywords: opsworker ai, chat ai, operations chat, opsworker speak, investigates chatbot, ai workflows, ai incident, chat paradigm, investigation ai, opsworker
• Source: opsworker.ai

Demystify the terminology of OpenShift hosted control planes

If you have been exploring Red Hat OpenShift hosted control planes, you have probably encountered a few confusing terms, such as HyperShift, HCP, hosted cluster, hosting cluster, management cluster, m...

• Keywords: openshift clusters, openshift virtualization, openshift cluster, cluster openshift, openshift hosted, hosted clusters, openshift control, definitions openshift, clusters managed, cluster manages
• Source: developers.redhat.com

MAD Bugs: My Cousin Vinyl (CVE-2026-50052)

MAD Bugs: My Cousin Vinyl (CVE-2026-50052) So the story went like this: Squid was bleeding from a 29-year-old heap overread in her default config. Naturally, she did the only sensible thing: she calle...

• Keywords: vinyl squid, squid vinyl, vinyl http, caching proxies, squid, proxies written, cache vinyl, decoder http, vinyl cache, http caching
• Source: blog.calif.io

The new ngrok.ai

Jul 1, 2026 Latest PostJul 1, 2026 Latest Postngrok.ai has a new home. When we first introduced the AI Gateway back in December, we saw users excited about centralized management and routing across ho...

• Keywords: api ngrok, gateway ngrok, ngrok networking, app ngrok, ngrok ai, ngrok platform, using ngrok, postngrok ai, ngrok internal, endpoint ngrok
• Source: ngrok.com

Federating Azure AI Foundry Agents with agentregistry | Solo.io

Just about every major cloud provider has made it easy to spin up Agents, interact with Agents, and use them for day-to-day work. With that power, however, comes a major concern for governance, securi...

• Keywords: discover agents, agent access, agentic security, discovering agents, know agents, agents use, access agents, agents interact, agents doing, using agent
• Source: solo.io

Inside the vLLM-Omni architecture: Serving Qwen3-Omni

Serving a large language model (LLM) is a well-worn path by now: tokens in, tokens out, and vLLM has spent years making that fast and efficient. Multimodal inputs already fit that path. For example, a...

• Keywords: multimodal outputs, omni multimodal, multimodal, underneath multimodal, multimodal inputs, stages encoders, multimodal tts, tokenization multimodal, efficient multimodal, model vllm
• Source: developers.redhat.com

Shopify Joins the PyTorch Foundation as a Platinum Member

The PyTorch Foundation, a community-driven hub for open source AI under the Linux Foundation, is announcing today that Shopify has joined as a Platinum member. Shopify provides essential internet infr...

• Keywords: shopify pytorch, shopify platform, shopify commerce, learning shopify, shopify entrepreneurs, commerce shopify, shopify, use shopify, build shopify, shopify merchant
• Source: pytorch.org

Announcing Box3D :: Box2D

Announcing Box3D I’m happy to announce the release of Box3D, an open source 3D physics engine. It is now available on GitHub. You can think of Box3D as a fork of Box2D, extended with many features nee...

• Keywords: developed box3d, box3d today, box3d development, box3d new, box3d exists, box3d repository, box3d game, box3d, box3d directly, box3d despite
• Source: box2d.org

Announcing the General Availability of Holodeck 9.1

We’re thrilled to announce the General Availability of Holodeck 9.1, a major release that brings significant new capabilities to your nested VMware Cloud Foundation (VCF) toolkit! Today’s infrastructu...

• Keywords: vcf holodeck, holodeck deployment, holodeck latest, holodeck provides, holodeck environment, holodeck supports, holodeck environments, services holodeck, existing holodeck, availability holodeck
• Source: blogs.vmware.com

Enforce consistent code for agents and humans with konsistent

konsistent is now open source. konsistent is a CLI linter for TypeScript codebases that enforces structural conventions, giving agents and humans the consistent context they need to implement features...

• Keywords: konsistent config, konsistent packages, type konsistent, create konsistent, konsistent cli, use konsistent, konsistent used, konsistent json, konsistent install, konsistent
• Source: vercel.com

Enterprise AI Data Readiness: Why Data, Not Models, Blocks ROI

The Announcement Hammerspace, a global data platform vendor, has made the case that enterprise AI initiatives are failing not because of model limitations or GPU shortages, but because of data fragmen...

• Keywords: compute infrastructure, ai infrastructure, enterprise ai, ai business, premises cloud, clouds data, public clouds, data readiness, cloud environments, cloud
• Source: efficientlyconnected.com

Get started with the Claude apps gateway for Google Cloud

Get started with the Claude apps gateway for Google Cloud Roy Arsan Applied AI Engineer, Anthropic Ivan Nardini AI Engineer, Google Cloud Anthropic's agentic coding tool Claude Code has worked with Go...

• Keywords: google cloud, developer cloud, cloud gcp, developers google, cloud gateway, run cloud, developer machines, cloud steps, cloud individual, using cloud
• Source: cloud.google.com

Hanami 3.0: In Full Bloom

Hanami 3.0: In full bloom Tim Riley On this page From the very beginning we set out to make Hanami a different kind of Ruby framework: clear, modular, and built to grow. Today it comes into full bloom...

• Keywords: hanami mailer, mail gem, framework hanami, hanami apps, gem hanami, mailer classes, mailer use, mailer provides, hanami app, hanami bundle
• Source: hanakai.org

How We Made IPFS Content Publishing 10x Faster

Optimistic Provide: How We Made IPFS Content Publishing 10x Faster Introduction Publishing content in Distributed Hash Tables (DHTs) has traditionally been a slow operation, especially when: i) the ne...

• Keywords: ipfs optimistic, performance ipfs, content ipfs, ipfs content, ipfs tooling, ipfs, ipfs tech, ipfs kubo, ipfs longstanding, used ipfs
• Source: probelab.io

My OSCP Pentesting Cheatsheet

I had my OSCP exam on 14.03.2025 and on 17 March, three days later, I already received the confirmation, that I had passed the OSCP exam! This is my compiled and comprehensive list of useful commands...

• Keywords: oscp exam, testing oscp, preparation oscp, passed oscp, labs oscp, oscp, environment variables, oscp doing, use environment, environment variable
• Source: hackerask.com

Of Skills and Loops with AI Assistance

Of Skills and Loops with AI Assistance For the past few weeks, a lot has been written and said about Loop Engineering, and we’re seeing an explosion of Agent Skills out there for various tasks. These...

• Keywords: skills loops, loops ai, skill codelab, skill creating, authoring skill, productive authoring, expanding skill, loop engineering, work iteratively, instructions skill
• Source: glaforge.dev

I Tried 100+ Coursera Courses: Here Are My Top 10 Recommendations for 2026

Hello guys, if you are looking for the best Coursera courses, certification, and specialization to join in 2026 then you have come to the right place. In the last few articles I have shared the best C...

• Keywords: coursera courses, coursera certifications, online coursera, learn coursera, courses coursera, coursera online, compete coursera, coursera certificates, coursera programming, coursera certificate
• Source: java67.com

PolinRider: North Korea-Linked Supply Chain Campaign Expands Across Open Source Ecosystems

Security News Risky Biz Podcast: AI Agents Are Raising the Stakes for Software Supply Chain Security Open source attacks are accelerating as AI coding agents pull in dependencies faster, with less hum...

• Keywords: malicious packages, compromised packages, malicious package, malicious releases, compromised repositories, malicious npm, malicious versions, malware campaign, planting malicious, malicious release
• Source: socket.dev

Secure internal communication between services

Service Bindings make it easy for one Vercel service to securely call another within the same deployment. When a service declares a binding for another service, Vercel automatically injects the config...

• Keywords: vercel service, service vercel, service my_backend, services my_frontend, my_backend service, vercel internal, fastapi my_backend, service bindings, env backend_internal_url, backend_internal_url my_backend
• Source: vercel.com

Show HN: GolemUI – The new paradigm for JavaScript forms

import { useForm, useWatch } from 'react-hook-form';
type FormData = {
email: string;
password: string;
accountType: 'Free' | 'Pro' | 'Enterprise';
companyName?: string;
seats?: number;
subscribe: boo...

• Keywords: signupform const, const signupform, form subscribe, handlesubmit formstate, subscribe const, const subscribe, react hook, signup const, email const, signupform formsubmit
• Source: golemui.com

I Tried the New TypeScript: Why TypeScript 7 Actually Feels Like a Big Deal

-5517fd7b58a6---4 crawled_date: 2026-07-01T17:26:37.046067+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 01 Jul 2026 17:10:19 GMT

I Tried the New TypeScript: Why TypeScrip...

• Keywords: important typescript, typescript important, learned typescript, typescript effectively, typescript prepares, new typescript, earlier typescript, typescript feels, fix typescript, devdependencies typescript
• Source: levelup.gitconnected.com

Persistent Latent Memory for Multi-Hop LLM Agents: How a 6G Handover Paper Closes the Agent Cold-Start

A humorous-but-real tour of ILCP-for-agents — a β-VAE compressor, an Xn-style transport, a gated MLP projector, and the unreasonably convenient realization that I had already solved this exact problem...

• Keywords: agent receiver, agent decode, agent ilcp, forwarding agent, ilcp agents, sender recurrent, agentic pipeline, agent payload, prompt agent, receiving agent
• Source: towardsdatascience.com

Pine64 launch $50 smart speaker for Home Assistant tinkerers

Open-hardware manufacturer Pine64 has launched a $50 smart speaker that runs open-source software on a RISC-V chip. PineVoice (previously known as PineVox) is built around a Bouffalo Lab BL606P RISC-V...

• Keywords: linux voice, speaker pinevoice, pinephone, smart speaker, pine64 calling, speaker support, voice assistant, products pinephone, pine64 say, embedded device
• Source: omgubuntu.co.uk

Roadmap to LLM Filenames: From Quantization to Architecture

I spent last week auditing several local LLM setups for a client who was frustrated by “slow” results. They were running a massive model on hardware that couldn’t handle it, but they didn’t know why....

• Keywords: llm setups, local llm, llm, llm size, table llm, instruct q4_k_m, slow results, billion parameters, data memory, model speed
• Source: alan.is

Multi-token Residual Prediction

Multi-token Residual Prediction Editor's Note: this guest blog post describes the results of a research collaboration between Modal Research and NYU Shanghai's HeavyBall Research. MRP is one small mod...

• Keywords: prediction sglang, predicting tokens, token prediction, token residual, prediction mtp, sglang models, sglang accuracy, residual predictions, guess tokens, throughput sglang
• Source: modal.com

Slack Low-Level APIs

Slack Low-Level APIs Use Slack request verification, formatting, Web API, and Block Kit helpers without the full Chat runtime. The Slack adapter is the right default for most bots. It verifies request...

• Keywords: slack webhooks, slack webhook, slack api, webhooks slack, slack_bot_token payload, slack payloads, slack_bot_token use, slack_bot_token await, slack_bot_token, env slack_bot_token
• Source: chat-sdk.dev

Where Severity Scores Go Wrong: “Just Add Prototype Pollution”

Where Severity Scores Go Wrong: “Just Add Prototype Pollution” At JFrog, our Security Research team continuously monitors and analyzes newly disclosed CVEs across the open-source ecosystem. Throughout...

• Keywords: severity vulnerabilities, vulnerability javascript, understanding vulnerabilities, pollution vulnerabilities, vulnerabilities scored, vulnerable prototype, vulnerability scoring, vulnerabilities ultimately, vulnerabilities highlight, vulnerabilities realistic
• Source: jfrog.com

Model subsidies are ending. What do you do now?

The smartest AI model ever released will complete one agentic knowledge-work task for about $31 in LLM inference cost, and it gets the whole task right 3$1,00...

• Keywords: cheaper ai, api economics, agent pricing, agentic workloads, cheapest agent, agents cost, agent cost, priced agents, research agentic, api priced
• Source: arize.com

Redeploying Fable 5

Redeploying Fable 5 On Friday, June 12, the US government applied export controls to our newest models, Claude Fable 5 and Claude Mythos 5. This required us to restrict access to foreign nationals, wh...

• Keywords: launched fable, enabled fable, fable launched, fable enabling, fable available, bypassing fable, fable released, released fable, using fable, fable provides
• Source: anthropic.com

What to Learn to Be a Graphics Programmer

I get asked fairly often what people need to know to be hireable as a graphics programmer. I figured it was time to make a page to link instead of re-typing it each time. We are in a strange time with...

• Keywords: learning gpu, graphics programmer, learning cpu, learn machine, ml technology, hireable graphics, learning physically, jobs learning, cpu learning, game developers
• Source: blog.demofox.org

OpenWiki: Open Source Repo Documentation for Coding Agents

Today we're releasing OpenWiki, an open source agent and CLI for generating and maintaining documentation for codebases. Agents write better code when they understand the repo they're working in. They...

• Keywords: maintaining documentation, documentation codebases, openwiki concept, docs openwiki, wikis codebases, documentation coding, keeping wiki, generates documentation, wikis agents, codebase wikis
• Source: langchain.com

Dry-run deployments with Vercel CLI

You can now preview the framework preset and files that Vercel CLI includes in a deployment before creating one. Run vercel deploy --dry from a linked project: ▲ vercel deploy --dryDeployment Dry Run...

• Keywords: vercel deploy, vercel cli, files vercel, run vercel, json vercel, project vercel, vercelignore project, updating vercelignore, update vercel, learn vercel
• Source: vercel.com

OpenWiki: CLI that writes and maintains agent documentation for your codebase

OpenWiki is a CLI that writes and maintains documentation for your codebase, built specifically for agents. npm install -g openwiki Initialize OpenWiki, configure your model and API key, then generate...

• Keywords: documentation openwiki, openwiki cli, cli openwiki, repository openwiki, openwiki automatically, updates openwiki, workflows openwiki, run openwiki, openwiki update, openwiki init
• Source: github.com

Single header Parser Combinators for C

Parsing on C has problems:

• Handwritten parsers (recursive descent, state machine, etc) are hard to maintain.

• Flex or Bison generated code is also hard to maintain plus it complicates builds. CPars...

• Keywords: cparsec parsers, cparsec parser, parsers specialized, parsers functions, convenience parsers, parser combinators, overridden parsers, parsers, cparsec cpc_take_quoted, written parsers

• Source: github.com

Adding Features Without Interrupting Network Connections

A busy network People use exe.dev to build and run programs on virtual machines. For virtual machines that are serving web traffic, we handle encryption and authentication. For people using their VM a...

• Keywords: network proxying, dev proxy, proxying, proxy process, connections vms, vm connections, commands proxy, connections vm, virtual machines, proxy
• Source: blog.exe.dev

Leanpub Book LAUNCH 🚀 Zero to Website: A Beginner's Guide to Building for the Web by Muhammad Ahsan Ayaz

Leanpub Book LAUNCH 🚀 Zero to Website: A Beginner's Guide to Building for the Web by Muhammad Ahsan Ayaz Zero to Website is your complete guide to building professional websites from scratch, even if...

• Keywords: website beginner, web development, building web, build websites, beginner guide, zero website, teaching web, beginners zero, learn web, complete beginners
• Source: leanpub.com

Most rewrites serve the engineer, not the business

Most rewrites serve the engineer, not the business For a few weeks one summer I woke at 4am to rewrite code my employer had already paid someone to write. It ran in production every day, and it was bu...

• Keywords: rewrite effort, expensive rewrite, rewrites cheap, rewrite cheap, rewrites serve, makes rewrite, rewrites, rewrite improved, rewriting service, rewrite properly
• Source: anatoliybabushka.com

How Pendo uses LangSmith to trace Novus from user behavior to code fixes

Guest post by Zain Lakhani, Chief AI Officer, Pendo Novus is a product agent that detects usability issues in live applications, fixes the underlying code, and improves the user experience. It achieve...

• Keywords: developer ships, product ai, developer product, software struggles, product feedback, developer continues, product engineers, reason ai, developer, developers
• Source: langchain.com

Most AI Work Can Wait

Most teams building agents pick the model first & the architecture second. That is backwards. The model choice is the last decision, not the first. What matters is the router, a small piece of code th...

• Keywords: routing models, ai spend, reduce ai, model architecture, router scheduling, model choice, agents pick, model tier, cut ai, models pick
• Source: tomtunguz.com

How to Use AI Agents for QA Automation

How to Use AI Agents for QA Automation Automate QA with an AI agent: point the QA skill at any site to test it like a user, score it 1–5, and get what to fix. Works in Claude Code, Codex, and Cursor....

• Keywords: qa automation, agents automated, automate qa, agent browser, agents qa, agent qa, website agent, qa app, prompting agent, use agent
• Source: browser-use.com

Lambda’s keynote at the ALVR workshop co-located with ACL 2026

On July 3, Lambda's research team delivers a keynote at the Advances in Language and Vision Research (ALVR) workshop, co-located with ACL 2026 in San Diego. What we're presenting The keynote covers th...

• Keywords: multimodal research, workshop, multimodal, keynote advances, ai, physical ai, alvr workshop, approaches 3d, workshop alvr, 3d
• Source: lambda.ai

Resend joins the Vercel Marketplace

Resend is now available on the Vercel Marketplace, allowing Vercel teams to send emails from their applications without managing any infrastructure. This integration helps developers start sending mes...

• Keywords: resend vercel, vercel marketplace, available vercel, vercel integrations, using vercel, emails agent, send emails, emails applications, include send, build emails
• Source: vercel.com

The CRA is not about open source

At FOSDEM in February and again at UN Open Source Week last week, the Cyber Resilience Act was the answer on offer whenever anyone asked what governments are doing about open source security, and the...

• Keywords: cra regulation, cra defines, product cra, cra product, manufacturer regulation, cra terms, software legislation, cra technical, product regulation, machinery cra
• Source: nesbitt.io

Leanpub Book LAUNCH 🚀 Testing Rails from Scratch: A practical, (mostly) out-of-the-box approach to test-driven development in Ruby on Rails by Aaron Sumner

Leanpub Book LAUNCH 🚀 Testing Rails from Scratch: A practical, (mostly) out-of-the-box approach to test-driven development in Ruby on Rails by Aaron Sumner Testing Rails from Scratch is a practical gu...

• Keywords: testing rails, development ruby, rails ruby, guide testing, ruby rails, rails applications, rails, test software, ruby, launch testing
• Source: leanpub.com

ROG Astral GeForce RTX 5090 Edition 20 GPU with 6.67-inch Curved AMOLED Display

<p>Whether you are a gamer or serious AI developer, you know the benefits of having a powerful graphics card. The ROG Astral GeForce RTX 5090 Edition 20 is not only powerful but gorgeous. It has a 6.6...

• Keywords: geforce rtx, astral geforce, 20 gpu, graphics card, rtx 5090, gpu, powerful graphics, geforce, amoled display, gpu 67
• Source: gadgetify.com

Show HN: LIBR tracing with source ledger rows and byte-exact PDF verification

LIBR as a Deterministic Ledger State Machine An engineering note on replaying ordered financial transactions to preserve balance dips, same-day assumptions, and non-replenishment behavior. Each ledger...

• Keywords: libr tracing, libr replay, libr deterministic, deterministic ledger, trace libr, traceable balance, balance traceable, tracing stateful, transaction traceable_balance, deterministic replay
• Source: exitprotocols.com

AV-TEST Gives Symantec® Endpoint Security Complete a Perfect Score

AV-TEST Gives Symantec® Endpoint Security Complete a Perfect Score From detection to protection, SES Complete is the total package

• AV-TEST conducted rigorous evaluations over two months to compare t...

• Keywords: reliability symantec, symantec proud, symantec endpoint, test symantec, symantec, gives symantec, available symantec, protection av, endpoint protection, endpoint security

• Source: security.com

How to Use RLMs in Deep Agents

The more context agents accumulate, the worse they perform due to a phenomenon called context rot. Recursive language models (RLMs), proposed by Alex Zhang and researchers at MIT CSAIL, address this:...

• Keywords: context agents, context dispatched, context model, recursive agents, agents process, model context, calls agents, modeled context, context reasoning, agents accumulate
• Source: langchain.com

Introducing new MCP capabilities that turn context into action

TL;DR

• The Atlassian Rovo MCP is seeing 5M+ tool calls per day. Today, we’re sharing what we’ve built based on real usage patterns that showed us where to invest.

• Writes reflect nearly a third of a...

• Keywords: coding agents, actions atlassian, tokens agents, agent workflows, code agent, jira agentic, agents coding, atlassian context, atlassian rovo, agents context

• Source: atlassian.com

AI Models Can’t Easily Hide Their Reasoning, and That’s Good for AI Safety

---2 crawled_date: 2026-07-01T19:27:25.845068+00:00 feed_url: https://nyudatascience.medium.com/feed published: Wed, 01 Jul 2026 18:54:10 GMT

AI Models Can’t Easily Hide Their Reasoning, and That...

• Keywords: ai safety, hide reasoning, reasoning models, reasoning trusted, reasoning model, model reasoning, reasoning suppress, ai models, ai, control reasoning
• Source: nyudatascience.medium.com