Daily Tech News - 2026-07-09

The tech world buzzed on July 9th with significant advancements in AI, robust infrastructure solutions, and critical security warnings, underscoring a rapidly evolving digital landscape. Artificial intelligence continued its rapid ascent, with Meta unveiling both its first image model and Muse Spark 1.1, a powerful multimodal reasoning model. OpenAI's GPT-5.6 Sol and Terra are poised to revolutionize coding agents and code review, while practical guides emerged for building AI legal assistants and understanding LLM orchestration frameworks like LangChain and LlamaIndex. A growing concern for enterprises is the surging cost of LLM operations, highlighted by Uber's token budget challenges and new tools for effective cost management. Innovative solutions are also enabling powerful AI models like GLM 5.2 to run on consumer-grade hardware, making advanced AI more accessible. The industry is also focusing on robust evaluation, with EvalHub providing capability and safety benchmarking for AI models.

In infrastructure, the drive for scalable and reliable deployments was evident through strategies for migrating from MiniKube to EKS with Terraform. Managed services are expanding, with DigitalOcean launching a public preview of Managed Weaviate, a vital vector database for AI applications. Discussions also covered optimizing backend reliability with Temporal workers and Encore, and enhancing data management with Red Hat Data Grid's cross-site replication. Meanwhile, cybersecurity remains paramount, with urgent warnings issued regarding "GodDamn Ransomware" employing malicious drivers and fake NuGet packages skimming credit cards in supply chain attacks. The importance of comprehensive application security was also underscored. Finally, programming language innovation shone with a successful rewrite of Postgres in Rust, now fully regression-tested, and insights from Mitchell Hashimoto on the potential of the Zig language. High-performance computing is also pushing boundaries by porting HIP Kernels to FlyDSL for intensive molecular dynamics simulations. The tech world buzzed on July 9th with significant advancements in AI, robust infrastructure solutions, and critical security warnings, underscoring a rapidly evolving digital landscape. Artificial intelligence continued its rapid ascent, with Meta unveiling both its first image model and Muse Spark 1.1, a powerful multimodal reasoning model. OpenAI's GPT-5.6 Sol and Terra are poised to revolutionize coding agents and code review, while practical guides emerged for building AI legal assistants and understanding LLM orchestration frameworks like LangChain and LlamaIndex. A growing concern for enterprises is the surging cost of LLM operations, highlighted by Uber's token budget challenges and new tools for effective cost management. Innovative solutions are also enabling powerful AI models like GLM 5.2 to run on consumer-grade hardware, making advanced AI more accessible. The industry is also focusing on robust evaluation, with EvalHub providing capability and safety benchmarking for AI models.

Featured Articles

Interview with Mitchell Hashimoto about Ghostty and Zig

Mitchell Hashimoto was behind Vagrant, Packer, Consul, Terraform, Vault, Nomad, Waypoint and now builds Ghostty and Vouch. In this interview, we talk about terminals, Zig and open source. You’ve been...

Keywords: terminal perspective, terminal tech, terminal applications, learned terminal, ghostty develop, legacy terminal, interviews, fun terminals, terminals like, interview talk
Source: alexalejandre.com

System Design: From MiniKube to EKS with Terraform

-35e7a49c6df5---4 crawled_date: 2026-07-10T02:09:23.411768+00:00 feed_url: https://aws.plainenglish.io/feed published: Thu, 09 Jul 2026 06:18:19 GMT

System Design: From MiniKube to EKS with Terra...

Keywords: cloud achieve, created kubernetes, kubernetes io, kubernetes cluster, cloud solution, cluster kubernetes, terraform cloud, elastic kubernetes, services kubernetes, cloud context
Source: aws.plainenglish.io

EvalHub: Capability and safety benchmarking for AI models

EvalHub is an evaluation orchestration service for large language models (LLMs) on Red Hat AI. The service provides a versioned REST API to unify multi-framework testing by executing benchmarks within...

Keywords: evalhub evaluation, evalhub computes, evalhub, evalhub builds, evalhub server, tells evalhub, explore evalhub, v1 evalhub, evalhub returns, evaluates benchmark
Source: developers.redhat.com

Fake Braintree NuGet Package Skims Credit Cards and Harvests Merchant Credentials

Security News /Research Compromised Injective SDK npm Package Exfiltrates Wallet Keys and Mnemonics Compromised Injective SDK npm version 1.20.21 exfiltrates wallet private keys and mnemonics through...

Keywords: braintree_dotnet legitimate, braintree malicious, malicious braintree, malicious npm, malicious package, braintree sdk, legitimate braintree, braintree merchantid, braintreepayments, braintree legitimate
Source: socket.dev

Porting High-Performance HIP Kernels to FlyDSL

Porting High-Performance HIP Kernels to FlyDSL# In our series of posts we have explored how to utilize Matrix Core instructions and how to design high-performance GEMM kernels using HIP C++. In this p...

Keywords: flydsl kernels, kernels flydsl, kernel flydsl, flydsl kernel, memory flydsl, benchmark flydsl, flydsl compiler, pointers flydsl, kernel flyc, flydsl pointer
Source: rocm.blogs.amd.com

LLM Orchestration Frameworks Compared: LangChain vs. LlamaIndex vs. Raw API Calls

In this article, you will learn how LangChain, LlamaIndex, and raw API calls each solve a different layer of the LLM application stack, and how to choose among them based on what your project actually...

Keywords: llm api, llm framework, llm application, llamaindex workflows, application model, message model, model calls, llm project, llamaindex langchain, llm calls
Source: machinelearningmastery.com

A Practical Guide to GPU-Initiated Communication for Molecular Dynamics at Scale

Molecular dynamics (MD) simulations are among the most demanding workloads in computational science. Using them, researchers can observe atomic behavior in extraordinary detail, from protein folding t...

Keywords: gpu parallelization, gpu communication, execution gpus, gpu threads, gpu compute, execution gpu, gpu synchronizations, enabling parallelism, gpu scheduling, gpus communication
Source: developer.nvidia.com

From Tokens to Budgets: Cost Management in Solo Enterprise for agentgateway | Solo.io

Uber ran out of their yearly token budget in four months. Tech executives at NVIDIA have said token costs far exceed the cost of human employees. Microsoft instructed certain teams to stop using AI co...

Keywords: agentgateway_gen_ai_client_token_usage_sum, agentgateway kubernetes, agentgateway cost, agentgateway_gen_ai_client_cost_usd_total, agentgateway enterprise, agentgateway_gen_ai_client_cost_usd_total agentgateway_gen_ai_client_token_usage_sum, agentgateway agentgateway_gen_ai_client_cost_usd_total, agentgateway_gen_ai_client_token_usage_sum agentgateway_cost_catalog_lookups_total, enterprise agentgateway, agentgateway needs
Source: solo.io

Tune and troubleshoot Red Hat Data Grid cross-site replication

As explained in the article How to install and upgrade Data Grid 8 Operator, the Data Grid operator (a Go application) deploys Red Hat Data Grid, which is Red Hat's solution for in-memory caching. Dat...

Keywords: grid clusters, grid cluster, cluster caches, grid openshift, openshift cluster, grid deployment, storage openshift, distributedcache backups, replication openshift, data grid
Source: developers.redhat.com

The Role of Virtual MCP in Managing LLM Costs | Solo.io

Introduction When working with LLMs it's important to be aware of the costs involved, and to have controls in place. We need to be able to monitor costs by team, and to put in place policies to contro...

Keywords: cost management, cost control, control costs, interacting llms, costs managed, model budget, llms behalf, calls llms, workloads llms, llms agentic
Source: solo.io

How to build an AI legal assistant in an hour with Nutrient Document Authoring

How to build an AI legal assistant in an hour with Nutrient Document Authoring Table of contents In about an hour, you can build an AI assistant that edits a real contract with Nutrient Document Autho...

Keywords: word revisions, assistant edits, docx revision, document ai, ai document, ai editing, changes writes, revisions, document reasoning, track_changes reviewcomments
Source: nutrient.io

What's a static website? How they work and when to use them

Updated on July 9, 2026 A static website is a site where pages are generated ahead of time and delivered to the browser as ready-to-render files. Unlike dynamic websites — which assemble pages on each...

Keywords: static websites, static website, sites static, static site, static sites, page static, static files, dynamic websites, dynamic website, website generates
Source: contentful.com

Why teams run Temporal workers with Encore

Temporal makes a function behave as if it never crashes; Encore makes infrastructure behave as if it was always there. They solve different halves of the same backend, which is why a lot of Encore's u...

Keywords: temporal encore, temporal workflow, encore temporal, running temporal, build temporal, crashes temporal, runs temporal, run temporal, temporal persists, built temporal
Source: temporal.io

Postgres rewritten in Rust, now passing 100% of the Postgres regression tests

A Postgres rewrite in Rust. pgrust targets compatibility with Postgres 18.3 and matches Postgres's expected output across more than 46,000 regression queries. pgrust is disk compatible with Postgres a...

Keywords: rust pgrust, postgres rust, make postgres, postgres dev, postgres compatibility, pgrust uses, compatible postgres, compatibility postgres, rebuilding postgres, postgres 18
Source: github.com

Show HN: Getting GLM 5.2 running on my slow computer

Tiny engine, immense model. Run GLM-5.2 (744B-parameter MoE) on a consumer machine with ~25 GB of RAM — in pure C, with zero dependencies, by streaming experts from disk. $ ./coli chat 🐦 colibrì v1.0...

Keywords: oggi 744b, bottleneck ram, glm engine, ram, 19 mb, glm 744b, gb ram, chat ram, glm52_i4 coli, smaller glm
Source: github.com

Die besten Wiz-Alternativen im Jahr 2025

Noch nie war die Bedeutung der Anwendungssicherheit (Application Security oder auch AppSec) über den gesamten Software Development Lifecycle und die Cloud-Umgebung hinweg so hoch wie heute. Der Grund:...

Keywords: cloud security, cloud native, cloud runtime, application protection, application security, runtime cloud, defender cloud, cloudguard, cloud cloud, cloud unterstützung
Source: cycode.com

Scale Faster with Managed Weaviate: Now in Public Preview on DigitalOcean

Production Weaviate in minutes, managed by DigitalOcean. Starting at $20/month. Vector databases have become a core piece of the AI application stack. Whether you’re building retrieval-augmented gener...

Keywords: weaviate capabilities, managed weaviate, using weaviate, hosting weaviate, weaviate available, vector store, directly weaviate, weaviate doable, weaviate architecture, production weaviate
Source: digitalocean.com

🗞️ Meta just launched its 1st image model after Mark Zuckerberg’s AI shake-up.

🗞️ Meta just launched its 1st image model after Mark Zuckerberg’s AI shake-up. Meta’s first image model; DeepSeek and Zhipu custom AI chips; China’s $50B AI-chip push; Gemini production AI agents; Cla...

Keywords: ai chip, ai deepseek, model deepseek, ai chips, deepseek chip, ai agents, ai infrastructure, custom ai, chinese ai, ai companies
Source: rohan-paul.com

Modal is a computer I am often asked “What is Modal?” People want a simple, quick, intuitive answer, so I end up reaching for analogies to other products and services. I don’t like most of them.

“Mo...
Keywords: modal computers, modal computer, modal machine, modal servers, operating modal, modal ai, modal sandboxes, modal people, modal uber, modal information
Source: modal.com

Trace before you migrate: Measuring Kubernetes bottlenecks in AI agent sandboxes

Your agent does more than call a model. It asks for files, shells out, installs packages, writes state, retries failed commands, and sometimes needs a fresh machine before it can do any real work. Mos...

Keywords: sandboxes kubernetes, execution kubernetes, kubernetes vs, kubernetes purpose, kubernetes need, kubernetes debate, kubernetes control, kubernetes question, kubernetes, debating kubernetes
Source: arize.com

GPT-5.6 Sol and Terra: Where they fit for coding agents and code review

Juan Pablo Flores Gowtham Kishore Vijay July 09, 2026 15 min read July 09, 2026 15 min read Cut code review time & bugs by 50% Most installed AI app on GitHub and GitLab Free 14-day trial OpenAI has r...

Keywords: agents gpt, coding agents, terra route, review benchmarks, trial openai, terra task, coding agent, coderabbit review, openai describes, task terra
Source: coderabbit.ai

GodDamn Ransomware: Latest Beast Rebrand Uses Malicious Driver to Disable Defenses

GodDamn Ransomware: Latest Beast Rebrand Uses Malicious Driver to Disable Defenses Third iteration of ransomware from Hyadina developers who first launched the Monster ransomware in 2022. Analysis of...

Keywords: ransomware beast, beast ransomware, new ransomware, rebranded ransomware, latest ransomware, monster ransomware, developer ransomware, ransomware capabilities, ransomware rebrand, ransomware latest
Source: security.com

Muse Spark 1.1

Today, we’re excited to introduce Muse Spark 1.1, the latest model from Meta Superintelligence Labs and a significant upgrade from Muse Spark. Muse Spark 1.1 is a multimodal reasoning model built for...

Keywords: muse spark, task muse, spark muse, use muse, agent muse, leveraging muse, using muse, improvements muse, meta ai, spark multimodal
Source: ai.meta.com

Single pane of glass for all your telemetry: The OpenSearch Observability Stack

Every incident starts the same way: something is wrong, and your signals are scattered. The error rate is in one tool, the slow trace (if you captured it at all) lives somewhere a third team owns, and...

Keywords: opensearch observability, continues opensearch, exploring opensearch, metrics opensearch, platform opensearch, capabilities opensearch, opensearch, opensearch indexes, opensearch project, learn opensearch
Source: opensearch.org

Daily Reading List – July 9, 2026 (#821)

Off to India this evening, and looking forward to a fun event in Bengaluru. Will Richard have airplane wifi? Nobody knows. [article] Research: AI Is Changing What Employers Want from New Hires. Yes, t...

Keywords: ai developer, benchmark ai, ai, run ai, ai changing, ai great, coding capabilities, research ai, ai coding, source ai
Source: seroter.com

Can MCP Help a Small Local Model Shine? Hands-on with Goose

“Pick the biggest model your machine can handle” is common advice for local LLMs. But for local agents, my experiment pointed in a different direction: a 7B function-calling model failed to drive my M...

Keywords: local model, model local, local models, local mcp, llms local, local llms, testing local, mcp servers, run models, cloud models
Source: aaif.io

Pi 0.80.4

Prompt cache miss visibility - Significant cache misses can be shown in transcripts via showCacheMissNotices. See Model & Thinking. Project-local resource configuration - pi config -l and Tab switchin...

Keywords: terra gpt, openai gpt, gpt terra, cache miss, cache misses, zstd codex, prompt cache, gpt metadata, openai codex, support gpt
Source: pi.dev

poppy the training box, part 1: the beginnings

poppy the training box, part 1: the beginnings For a while I've been planning to put together a separate machine for local LLM training. Until now, I've been using my desktop PC, perry . I have an RTX...

Keywords: gpu training, cramming gpus, perry training, training runs, training run, gpu busy, longer training, busy training, time gpu, gpus plenty
Source: gilesthomas.com

Behind the Scenes of Distributed Training and Why Your GPU Wiring Matters as Much as Your Strategy

That covers the common case, where the problem is time. Large models add a second problem that more hands can’t solve: space. Over the past year, a major part of my work has involved training and fine...

Keywords: gpus strategy, fast gpus, stepping gpus, gpu model, gpus fast, parallelism gpu, gpus ddp, gpus ways, purely gpus, gpus behave
Source: towardsdatascience.com

Flink CDC for YugabyteDB

Flink CDC for YugabyteDB Change data capture (CDC) is how modern data platforms stay in sync without batch jobs and nightly exports. You want every insert, update, and delete in your operational datab...

Keywords: flink cdc, cdc flink, cdc postgresql, postgres cdc, cdc yugabytedb, replication stream, data flink, flink checkpoints, cdc connector, database flink
Source: yugabyte.com

nodemon-sudo: an npm Backdoor With No Install Script

nodemon-sudo: an npm Backdoor With No Install Script Table of Contents TL;DR nodemon-sudo (v3.1.16) is a malicious npm package that impersonates the popular nodemon process monitor. It ships an exact...

Keywords: nodemon sudo, installs nodemon, malicious npm, package nodemon, installed nodemon, nodemon package, npm malware, malware npm, lib nodemon, nodemon process
Source: safedep.io

GPT-5.6

We’re launching the GPT‑5.6 family of models for general availability following our limited preview: our new flagship, Sol, alongside Terra, a balanced model for everyday work, and Luna, our most cost...

Keywords: improvements gpt, gpt terra, terra gpt, evaluations gpt, capabilities gpt, gpt models, gpt better, models gpt, gpt useful, gpt strongest
Source: openai.com

Coding Agent Evaluation Is Not a Benchmark Slide

Coding Agent Evaluation Is Not a Benchmark Slide Measure whether the whole coding-agent workflow produces smaller wrong turns, better recoveries, clear test evidence, and work a human can trust. A ben...

Keywords: agent evaluation, evaluation benchmark, evaluation workflow, workflow evaluation, benchmarks measure, evaluate workflow, model benchmarks, evaluation tells, evaluation means, evaluation
Source: the-main-thread.com

How Trigger.dev is using ClickHouse to scale observability for long-running AI workflows

Summary

Trigger.dev uses ClickHouse for large-scale observability of serverless asynchronous workflows, enabling real-time analysis of logs, traces, and execution telemetry.
Migrating from Postgre...
Keywords: trigger dev, dev workloads, distributed execution, dev uses, tasks platform, execution telemetry, just automation, uses clickhouse, workloads increasingly, workloads operational
Source: clickhouse.com

GLM 5.2: a new rise of open-weight agentic models

On June 16th, Z.ai released GLM 5.2, its latest flagship model. At the time of announcement, it advertised scores at or near Anthropic and OpenAI's models, and far ahead of GLM 5.1. In the world of us...

Keywords: workloads glm, benchmarks glm, released glm, agents glm, glm latest, glm stronger, glm world, cloud models, cloud compute, glm open
Source: lambda.ai

Deep Learning Weekly: Issue 463

Deep Learning Weekly: Issue 463 Introducing Grok 4.5, How Internal Optimizations Led to Comet Cost Intelligence, a paper on AlayaWorld: Long-Horizon and Playable Video World Generation, and many more!...

Keywords: grok internal, grok fastest, introducing grok, evaluations openai, ai bottleneck, launches grok, grok, adopt benchmark, cost intelligence, deep learning
Source: deeplearningweekly.com

Safely run AI-generated code in Cloud Run sandboxes

Safely run AI-generated code in Cloud Run sandboxes Ryan Pei Product Manager Greg Block Software Engineer Here’s a question we hear often at Google Cloud: How do you safely run AI-generated code or un...

Keywords: sandboxes cloud, cloud run, running sandboxes, running cloud, sandbox cloud, run sandboxes, sandboxes run, sandboxes secure, sandboxes safely, sandbox run
Source: cloud.google.com

Why we cannot wait for better post-quantum signature algorithms

RSA and ECC, cryptographic algorithms that we’ve all relied on for decades, are vulnerable to the attack of sufficiently advanced quantum computers. Such quantum computers do not exist yet, but they s...

Keywords: secure quantum, quantum secure, quantum cryptography, quantum signatures, signatures quantum, quantum signature, advances quantum, cryptographic standard, quantum algorithms, quantum computers
Source: blog.cloudflare.com

8.9 Million AI Users

It all started when I knocked on a door in Palo Alto. I noticed the little llama icon on the door & remembered how much I loved the product. Michael opened the door & welcomed me in. That is how I bec...

Keywords: workloads ollama, ollama cloud, ollama monitoring, use ollama, ollama, ollama healthcare, uses ollama, energy ollama, ollama partnered, ollama makes
Source: tomtunguz.com

AMD Instinct™ Network Traffic, Congestion Trends, and Harmonics in Scale-Out Networks for AI Training Clusters

AMD Instinct™ Network Traffic, Congestion Trends, and Harmonics in Scale-Out Networks for AI Training Clusters# AI training at scale, particularly for large language models (LLMs) and generative AI, d...

Keywords: clusters congestion, harmonic congestion, gpu clusters, bottlenecking traffic, congestion ai, early congestion, congestion patterns, characteristics congestion, addressing congestion, congestion shifts
Source: rocm.blogs.amd.com

I Migrated AWS Services… But a Hidden Redis Cache Broke Production (Here’s How We Found It)

-35e7a49c6df5---4 crawled_date: 2026-07-10T02:09:23.411768+00:00 feed_url: https://aws.plainenglish.io/feed published: Thu, 09 Jul 2026 06:18:46 GMT

I Migrated AWS Services… But a Hidden Redis Ca...

Keywords: service dynamodb, dynamodb production, service bitbucket, overruled dynamodb, production dynamodb, dynamodb service, redis cache, migrated aws, service redis, miss dynamodb
Source: aws.plainenglish.io

What Is Scope Sprawl?

What Is Scope Sprawl? Posted in SecurityStrategy Kristopher Sandoval July 9, 2026 Scope sprawl occurs when identities, applications, or tokens accumulate broader permissions than they need to perform...

Keywords: mitigation scope, scope sprawl, authorization scopes, tokens scope, scope token, token scope, limited scope, scopes granted, scope, scopes define
Source: nordicapis.com

A road to Lisp: Why Lisp

The question that most programmers face when seeing some Lisp code for the first time is, without doubt, “what the hell is this?”. I asked myself the same thing when I first read its unconventional sy...

Keywords: lisp programmers, lisp languages, lisp programming, learn lisp, lisp language, languages lisp, lisp uses, lisp learn, programming lisp, language lisp
Source: scotto.me

🎙️ OpenAI launches natural voice in ChatGPT

Good morning! Here's what's happening in AI today: OpenAI rolls out GPT-Live, a new generation of voice models inside ChatGPT xAI releases Grok 4.5, its first model built specifically for coding and a...

Keywords: ai conversation, openai describes, chatgpt xai, live openai, openai new, chatgpt gpt, features openai, openai introduced, voice interface, tool openai
Source: simplifyingai.co

We Ran Kubernetes for Two Services and a Cron Job. It Took a Full Engineer to Babysit.

-35e7a49c6df5---4 crawled_date: 2026-07-10T02:09:23.411768+00:00 feed_url: https://aws.plainenglish.io/feed published: Thu, 09 Jul 2026 06:18:08 GMT

We Ran Kubernetes for Two Services and a Cron...

Keywords: kubernetes doing, kubernetes mistake, kubernetes thinking, stupid kubernetes, kubernetes experience, kubernetes supposed, kubernetes genuinely, kubernetes gives, ran kubernetes, time kubernetes
Source: aws.plainenglish.io

Building a real-time AI tutor for 5-year-olds

Teaching a child in <1000 ms: the architecture behind a real-time tutor We set out to build the first AI tutor to teach math and reading to kids ages 4-9. For AI to actually teach a five-year-old, ped...

Keywords: ai tutor, tutor children, tutor kids, teaching child, child interacts, teaching conversation, teaching agent, ages ai, conversation child, task tutor
Source: ello.com

Day 0 Support: GPT-5.6 (Sol, Terra, Luna)

Day 0 Support: GPT-5.6 (Sol, Terra, Luna) LiteLLM now supports the GPT-5.6 family. Route traffic to OpenAI's newest frontier models through the LiteLLM AI Gateway with no code changes. GPT-5.6 introdu...

Keywords: openai gpt, gpt terra, gpt supports, tier openai, openai support, supports gpt, gpt support, gpt models, gpt sol, gpt newer
Source: docs.litellm.ai

Don’t bring exposed developer credentials to Black Hat

Don’t bring exposed developer credentials to Black Hat by Eric Eddy July 9, 2026 - 6 min Related Categories Black Hat is where the security industry gathers to compare notes on what works. In recent y...

Keywords: aws credentials, developer credentials, securing credentials, cleanly credentials, developer credential, credentials cli, targeting credentials, security credential, writes credentials, credentials attacker
Source: 1password.com

GLM 5.2 is nearly as accurate as a human book keeper

GLM 5.2 is (nearly) as accurate as a human book-keeper at less than 1% of the cost We evaluated the performance of GLM 5.2, an open weights AI model, on the task of quarterly value-added tax (VAT) ret...

Keywords: performance glm, processing vat, expenses vat, usd glm, preparing vat, glm ran, glm open, glm prepare, tax vat, vat returns
Source: toot-books.pages.dev

The Pulse: What can we learn from Bun’s rapid Rust rewrite with AI?

The Pulse: What can we learn from Bun’s rapid Rust rewrite with AI? A rewrite done in 11 days that would have taken a small team a year to complete, for $165K in tokens. Also: coding LLM “wars” heat u...

Keywords: rust rewrite, rust time, bun rust, rust, fable openai, rapid rust, zig rust, rewrite fable, migration fable, fable learn
Source: newsletter.pragmaticengineer.com

This AMD mini PC beats Valve’s Steam Machine, but it costs a lot more

Valve’s decision to officially support SteamOS 3.8 on standard gaming PCs has opened the door to an entirely new class of Steam Machines – without requiring gamers to buy Valve’s own hardware. Now, a...

Keywords: hardware steamos, support steamos, steamos standard, steamos 14, paying steamos, amd latest, steamos valve, release steamos, upcoming steam, steamos
Source: digitaltrends.com

Navigating the ingress-NGINX retirement

The Post-March 2026 landscape A common misconception is that Kubernetes Ingress itself is being retired. In reality, the Ingress API remains supported and widely used. What is reaching end of life...

Keywords: ingress kubernetes, kubernetes ingress, ingress api, nginx ingress, ingress nginx, migration ingress, underlying ingress, successor ingress, kubernetes, kubernetes io
Source: cncf.io

Unboxed: Zig

This is the first in a series of posts working through individual package managers against a fixed set of headings, so they can be compared directly. The headings come from earlier posts: the client a...

Keywords: zig dependencies, zig packages, zig dependency, zig compiler, compiled zig, zig compiled, dependency zon, dependencies zon, zig executable, build zig
Source: nesbitt.io

Agentic AI Momentum Report

Summary

We track the top open source agentic AI projects gaining traction and becoming core ecosystem infrastructure.
The Momentum set spans 116 projects across 5 layers: Frameworks & Infrastructu...
Keywords: projects ecosystem, capabilities agent, ai infrastructure, projects agent, agent capabilities, openai agents, agents sdk, emerging projects, source agentic, risk agentic
Source: aaif.io

Compromised Injective SDK npm Package Exfiltrates Wallet Keys and Mnemonics

@injectivelabs/[email protected] records private keys and mnemonics, enabling wallet compromise via 17 scoped packages pinned to the malicious version. Socket detected a malicious @injectivelabs/sdk-ts@1...

Keywords: malicious commits, malicious sdk, compromised package, dependencies compromised, version compromised, compromised version, malicious versions, malicious activity, repository suspicious, workflows malicious
Source: socket.dev

Searchable field-level encryption on Supabase with CipherStash

The CipherStash integration for Supabase is now available. CipherStash is a Data Level Access Control (DLAC) platform for applications built on Postgres. DLAC extends traditional access control, which...

Keywords: encryption supabase, encrypted supabase, cipherstash supabase, supabase access, data supabase, cipherstash data, supabase integration, postgres supabase, encrypted metadata, supabase sdk
Source: supabase.com

Symlinks Are Still Scary (And Yes, You Can Commit Them to Git)

Symlinks Are Still Scary (And Yes, You Can Commit Them to Git) July 9, 2026 0 mins readHere's a genuinely unsettling way to lose control of your laptop in 2026. You clone a normal-looking repo, ask yo...

Keywords: symlink attacks, symlink attack, dangerous symlink, symlinks git, symlinks scary, symlink git, abusing symlinks, symlink repo, really symlinks, symlink writes
Source: snyk.io

API deprecations - Zero Trust Networks Route Endpoints and Cloudflare Tunnel Connections Field

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

Keywords: deprecation cloudflare, deprecations cloudflare, cloudflare deprecating, api cloudflare, cloudflare api, api deprecations, replacement cloudflare, api deprecation, override cloudflare, cloudflare decline
Source: developers.cloudflare.com

Evolving Windows vulnerability management to meet the speed of AI-powered discovery

Evolving Windows vulnerability management to meet the speed of AI-powered discovery Windows has adapted to emerging threats for decades, all while operating at unparalleled scale. It’s our responsibil...

Keywords: microsoft security, vulnerabilities windows, vulnerability discovery, ai vulnerability, windows vulnerability, ai security, faster vulnerabilities, accelerate security, finding vulnerabilities, security windows
Source: blogs.windows.com

Boost Is Now In Public Preview

Boost Is Now In Public Preview How we helped save 100 billion tokens across 1,000+ engineers at JFrog Today, we’re excited to announce that Boost is moving out of beta and into public preview. After m...

Keywords: developer boost, built boost, boost today, boost built, boost public, boost functionality, exactly boost, boost truly, boost, including boost
Source: jfrog.com

How GitHub gave every repository a durable owner

GitHub had over 14,000 repositories. Fewer than half had clear ownership. Here’s how we gave every active repository a validated owner in under 45 days, archived the rest, and made ownership the found...

Keywords: ownership github, ownership repositories, repository ownership, repository owners, owner repositories, repository owning, repository owner, repo ownership, enforce ownershipatrepository, ownership repo
Source: github.blog

How long before we stop reading the code?

How long before we stop reading the code? Code review has become the bottleneck. AI generates code faster than any human can read it, and asking another AI to do the reading doesn’t solve the underlyi...

Keywords: reviewing ai, ai review, review ai, ai reviewed, code reviews, code ai, ai writes, review bottleneck, code review, code reviewer
Source: aviator.co

Launch HN: Context.dev (YC S26) – API to get structured data from any website

Mintlify How Mintlify used Context.dev to power a tool that transforms any GitHub repo URL into a complete, branded documentation site — and got there in under 10 minutes of integration time. Scrape &...

Keywords: agents mintlify, website apis, apis maintaining, apis, context agent, manager mintlify, agents automation, overall api, api piece, scrapers pipelines
Source: context.dev

The Future of Meta Superintelligence: A 1 Year Progress Update

The Future of Meta Superintelligence: A 1 Year Progress Update A top tier RL environment startup spawns out of thin air, the most aggressive compute ramp we've ever seen, 2000km+ scale-across, and som...

Keywords: ai increasingly, ai insiders, ai super, offering ai, ai massive, ai investment, ai big, meta superintelligence, compared openai, ai capabilities
Source: newsletter.semianalysis.com

What is a transactional database? Definition and uses

We often take actions like swiping credit cards and updating profile information for granted. But every time customers make purchases or change their personal information, a transactional database wor...

Keywords: transactional databases, transactional database, database transactional, database transactions, transaction database, data transactional, transactional data, databases treat, transaction data, uses transactional
Source: fivetran.com

Eric Ries on Why Good Companies Go Bad

Eric Ries on Why Good Companies Go Bad Podcast: Play in new window | Download Subscribe: RSS Eric Ries is the creator of the Lean Startup method and the author of the New York Times bestseller The Lea...

Keywords: build companies, creator lean, lean startup, investors eric, founders engineers, engineers founders, build company, founders ceos, sponsor softwareengineeringdaily, customers engineers
Source: softwareengineeringdaily.com

GPT-5.6 is now the preferred model in Microsoft 365 Copilot

GPT‑5.6 is now the preferred model in Microsoft 365 Copilot Today, OpenAI announced GPT‑5.6, which will become the new preferred model in Microsoft 365 Copilot—in Word, Excel, PowerPoint, Chat and Cow...

Keywords: gpt openai, gpt microsoft, word gpt, gpt preferred, tasks gpt, gpt new, productivity tools, microsoft 365, insights powerpoint, gpt
Source: openai.com

Sparse V3: how Pinecone's sparse index learned to skip

TLDR: Pinecone's V2 sparse index organized posting data in document-major blocks, which forced every query to load the entire index regardless of which terms it contained. V3 reorganizes the index aro...

Keywords: sparse retrieval, sparse indexes, index sparse, sparse index, pinecone sparse, bm25 sparse, sparse keyword, dense retrieval, retrieval fast, sparse queries
Source: pinecone.io

Remote Attestation

Remote Attestation If it quacks like a duck... A host connects to your network. It looks like part of your fleet, but is it really? It runs your software, or at least enough of it to start serving tra...

Keywords: remote attestation, attestation quacks, trust host, trust hosts, tampered hosts, host attacker, hosts trust, tpm remotely, attestation easy, remotely cryptographically
Source: liamcvw.com

GeForce NOW Turns Up the Heat With New GeForce RTX 5080-Powered Toronto Server

This GFN Thursday brings more games, more power and more ways to play on GeForce NOW. The cloud gaming service is expanding with a new GeForce RTX 5080-powered server in Toronto, bringing dedicated hi...

Keywords: geforce cloud, geforce soon, cloud gaming, gaming canada, steam geforce, new geforce, geforce rtx, geforce completely, play geforce, way geforce
Source: blogs.nvidia.com

GPT-5.5 Bio Bug Bounty

OpenAI Bio Bug Bounty Testing for universal jailbreaks for biorisks As part of our ongoing efforts to strengthen our safeguards for advanced AI capabilities in biology, we’re evolving our GPT‑5.5 Bio...

Keywords: bio bounty, bounty program, bug bounty, jailbreak openai, bounty testing, bounty platform, openai bio, jailbreaks biorisks, bounty, bounty opens
Source: openai.com

The Dial

<p>Amp's agent modes are now a dial: <code>low</code>, <code>medium</code>, <code>high</code>, <code>ultra</code>. They replace <code>smart</code>, <code>deep</code>, <code>rush</code>, and <code>larg...

Keywords: amp agent, amp mode, amp smart, code amp, amp deep, amp, experience amp, ampcode, models ampcode, alt amp
Source: ampcode.com

TLS certificates for internal services done right

Title is a bit clickbait-y — YMMV, but let me explain why I think “this is the way”. Let’s start with a simple example — we have a server which hosts bunch of HTTP services. Some of those services are...

Keywords: dns internal, vpn dns, vpn domain, dns grafana, alternative dns, public dns, cnames internal, dns resolvers, restricted icann, dns using
Source: tuxnet.dev

Synthetic Data Generation for Financial AI Research with NVIDIA NeMo

Fine-tuning LLMs for financial natural language processing (NLP) is constrained by limited, imbalanced data. Real-world financial news overrepresents earnings and stock movements, while rarer events s...

Keywords: headline generation, headlines batch, unique headlines, headline synthesis, headline classification, generate headlines, generates headlines, semantic deduplication, accumulated corpus, diverse corpus
Source: developer.nvidia.com

I Think I Have LLM Burnout

I Think I Have LLM Burnout I use LLMs a lot. By current dev standards, my usage rate is probably average, and my methods are probably primitive. I work on one task at a time and discuss it with Claude...

Keywords: llm writing, llm burnout, productive llms, reading llm, llms write, code llm, design llm, llm content, interacting llms, browsing llm
Source: alecscollon.com

Opinionated and easy Pi.dev configuration

...entirely opposite of what i want Pi to be. — Mario Zechner, creator of Pi Pi coding agent · instant setup One command. Everything configured. Nothing to research. One command installs 60+ community...

Keywords: lazypi builds, lazypi installs, commands pi, creator pi, community pi, lazypi, pi minimalism, pi community, started lazypi, command installs
Source: lazypi.org

Bringing Ode Poetry to life with MAI’s audio models

Bringing Ode Poetry to life with MAI’s audio models William Sieghart is a world-renowned patron of poetry, a best-selling author of the “Poetry Pharmacy” anthologies who helped establish National Poet...

Keywords: experience poetry, digital poetry, poem listen, poetry experience, ode poetry, poetry expertise, poetry session, poetry, poetry felt, poems poetry
Source: microsoft.ai

ChatGPT is now a partner for your most ambitious work

ChatGPT is now a partner for your most ambitious work ChatGPT Work is an agent that can take action across your apps and files, stay with a project for hours if needed, and turn a goal into finished w...

Keywords: project chatgpt, chatgpt built, introducing chatgpt, built chatgpt, chatgpt use, chatgpt research, tasks chatgpt, codex projects, work chatgpt, chatgpt apps
Source: openai.com

Now available: Depot Code in private beta

Today, we're announcing that Depot Code, our own source control hosting, is now in private beta! We're excited to get this into the hands of folks who are pushing the limits of what is possible today...

Keywords: git servers, git use, repository depot, git server, git repository, repositories depot, depot repository, create git, code repositories, store git
Source: depot.dev

OpenAI GPT 5.6 on Snowflake Cortex AI

We are thrilled to announce the private preview availability of OpenAI GPT 5.6, OpenAI's latest model, on Snowflake Cortex AI. As a launch partner with OpenAI, we're providing same-day availability of...

Keywords: openai gpt, gpt openai, openai capable, model openai, openai latest, using openai, openai, source openai, tooling openai, openai strongest
Source: snowflake.com

Penn Engineers Develop AI Tool to Design Peptides That Turn Signals On or Off

Penn Engineers Develop AI Tool to Design Peptides That Turn Signals On or Off AI, Research and Innovation / July 9, 2026 Share: Author: Ian Scheffler To develop new and better peptides, the short amin...

Keywords: peptides predicting, ai peptide, designing peptides, designing peptide, design peptides, design peptide, peptide candidates, generate peptide, plausible peptide, peptide generation
Source: engineering.upenn.edu

Post-Quantum Cryptography: The Clock Has Already Started

For years, post-quantum cryptography (PQC) sat comfortably in the category of “important, but not urgent.” Security leaders knew it was coming. Researchers talked about it. Standards bodies worked on...

Keywords: cryptography immediately, quantum readiness, advancing cryptographically, cryptography pqc, cryptography start, quantum cryptography, quantum capabilities, pqc discussed, cryptography longer, considerations pqc
Source: commvault.com

SensorFM: Towards a general intelligence and interface for wearable health data

Generative AI

Keywords: generative ai, generative, ai
Source: research.google