Today's tech landscape is buzzing with significant advancements in AI, from foundational infrastructure to sophisticated agentic systems, alongside crucial updates in core developer tools.

In AI, the focus on performance and scaling is undeniable. The US Federal Government's $600 million Genesis Mission signals a massive investment in AI infrastructure, with Google Cloud recognized as a leader in this domain. New models like SWE-1.7 are achieving "frontier-level intelligence at a fraction of the cost," pushing efficiency boundaries. Performance optimizations are also key, as seen with PyTorch 2.13 introducing FlexAttention on Apple Silicon, and improvements in JAX-Triton and SGLang-ATOM bringing ROCm-native acceleration for LLM serving. Specialized hardware is also crucial, with Neural Processing Units (NPUs) shaping the future of edge AI, and NVIDIA's GB200 NVL72 enabling GPU-accelerated Presto for analytical workloads. Even autonomous driving models are seeing hyperparameter optimization through AMD Instinct GPU partitioning, underscoring the widespread application of specialized AI hardware.

The shift towards agentic AI systems is also prominent, moving beyond simple prompting to "agentic loops." Security for these agents is being addressed with network boundaries using NGINX and OpenTelemetry, while tools like Onboard-CLI, an LLM-powered codebase visualizer, and Flint, a visualization language for AI agents, are enhancing development. Deep Agents Code on NVIDIA NemoClaw offers secure coding agent capabilities, further highlighting the industry's commitment to robust and efficient AI agent deployment.

Beyond AI, core developer tools are not standing still. TypeScript 7 boasts a "10x faster native port," promising significant developer experience improvements. Distributed systems saw an update with etcd v3.7.0. Data management at scale is exemplified by Notion's handling of "hundreds of billions of blocks" in its Data Lake, and vector database Qdrant demonstrating superior performance against Elastic's DiskBBQ. Lastly, the development ecosystem is seeing changes with an "Entirely New Git Hosting Network" emerging, while GitHub's June availability report reminds us of the ongoing efforts to maintain stable and reliable platforms.

Featured Articles

PyTorch 2.13 Release Blog

Featured projects We are excited to announce the release of PyTorch® 2.13 (release notes)! The PyTorch 2.13 release features the following changes:

FlexAttention lands on Apple Silicon (MPS), with u...
Keywords: gpus pytorch, support pytorch, pytorch direct, backend pytorch, linux pytorch, pytorch unified, pytorch core, engineering pytorch, recompilation pytorch, pytorch repository
Source: pytorch.org

TypeScript 7

Today we are proud to announce the availability of TypeScript 7, a 10x faster native port of TypeScript! Since its early days, TypeScript has promised to deliver on JavaScript that scales. By bringing...

Keywords: faster typescript, typescript performance, typescript compilers, typescript fast, compared typescript, typescript vs, adopting typescript, typescript built, devdependencies typescript, typescript mainly
Source: devblogs.microsoft.com

HPC AI Workloads Need Runtime Security. The Architecture Already Exists.

The US Federal Government is committing $600 million to build one of the world’s most advanced AI infrastructure systems. Executive Order 14363, the Genesis Mission, connects national laboratory super...

Keywords: security compute, ai workloads, ai workload, workload protection, security core, supercomputers nuclear, ai security, laboratory supercomputers, workloads dedicated, dedicated security
Source: sentinelone.com

SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence

SWE-1.7: Frontier Intelligence at a Fraction of the Cost Today, we’re launching SWE-1.7, the most capable model we’ve trained so far. It reaches frontier-level intelligence at a much lower cost, advan...

Keywords: trained swe, training swe, swe trained, swe frontier, swe research, swe training, introducing swe, tasks swe, engineering swe, frontier intelligence
Source: cognition.com

Towards Feature Complete Triton Support in JAX-Triton

Towards Feature Complete Triton Support in JAX-Triton# In this blog we’ll explore recent improvements to JAX-Triton project and learn about new features available at the AMD fork. The promise of JAX-T...

Keywords: jax triton, triton jax, import jax_triton, jax_triton jt, triton specialize, existing triton, triton supported, triton support, triton kernel, triton latest
Source: rocm.blogs.amd.com

Announcing etcd v3.7.0

Announcing etcd v3.7.0 This article is a mirror of the original announcement Today, SIG etcd is releasing etcd v3.7.0, the latest minor release of the popular distributed key-value store and core Kube...

Keywords: etcd kubernetes, improvements etcd, etcd documentation, etcd v3, supporting etcd, v3 etcd, etcd official, compatibility etcd, etcd supports, etcd release
Source: kubernetes.io

Notion Data Lake — When a “Simple” App Must Process Hundreds of Billions of Blocks

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Notion Data Lake — When a “Simple” App Mu...

Keywords: data lineage, notion data, data snowflake, building data, data lake, notion build, data construction, notion block, notion workload, data infrastructure
Source: levelup.gitconnected.com

The CNCF Data Storage in Cloud Native AI White Paper

Deploying Artificial Intelligence (AI) and Machine Learning (ML) workloads at scale has become a primary objective for modern enterprises. However, moving these data-heavy, stateful workloads into clo...

Keywords: data kubernetes, workloads cloud, storage cloud, data bottlenecks, data ecosystem, kubernetes data, native workloads, stateful workloads, compute storage, storage speed
Source: cncf.io

Native-speed vLLM transformers modeling backend

Upgrade the vllm pip package

uv pip install --upgrade vllm --torch-backend auto The transformers library has become the reference modeling library for...

Keywords: vllm transformers, transformers vllm, vllm implementations, transformers library, model transformers, transformers models, implementations transformers, vllm provides, optimized vllm, vllm uses
Source: huggingface.co

Network boundary for AI agents using NGINX and OpenTelemetry

I recently had an interesting conversation at a KCD about OpenClaw with one of the attendees, and they remarked that they wouldn’t put an agent in their network, because “we don’t know what that thing...

Keywords: agent network, agentic tools, restricting agent, ai infrastructure, agent boundary, access agentic, agentic autonomy, ai agents, ai agent, understanding agent
Source: cncf.io

Stop Prompting, Start Looping: Agentic Loops Explained

Stop Prompting, Start Looping: Agentic Loops Explained The people who build coding agents have quietly changed how they work. They do not sit and type one prompt, read the reply, and type the next one...

Keywords: looping agents, agent loop, looping agentic, loop agent, agentic loop, agentic loops, agent unattended, unattended loop, agent doing, agents plan
Source: devops-daily.com

Why Neural Processing Units are Shaping the Future of Edge AI

-5517fd7b58a6---4 crawled_date: 2026-07-08T18:19:20.461703+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 08 Jul 2026 17:28:20 GMT

Why Neural Processing Units are Shaping t...

Keywords: edge ai, ai workloads, decentralizing ai, like openai, huge computational, processing ai, slms optimized, processing increasingly, scalable profitable, profitable computational
Source: levelup.gitconnected.com

Show HN: Onboard-CLI, a LLM powered and AST-based tool to visualize codebase

Untitled.design.1.1.mp4 Developer platform for code parsing, systems profiling, and canvas-based node visualization. Onboard-CLI is an advanced command-line interface tool and web-based visualizer des...

Keywords: analyzes codebase, visualization onboard, syntax tree, explore code, visualizer designed, complex codebases, cli advanced, platform code, interactive visualizer, code parsing
Source: github.com

An Entirely New Git Hosting Network

JULY 08, 2026 · Thomas Dohmke An Entirely New Git Hosting Network By design, Git was always meant to be decentralized. Every clone contains a complete copy of the repository and its history, allowing...

Keywords: distributed git, git hosting, git network, concurrent git, git traffic, git, git clone, git push, github repositories, git compatible
Source: entire.io

Qdrant Beats Elastic’s DiskBBQ at 2x Throughput, Half the Latency, and 1/3 the Compute

Qdrant Beats Elastic’s DiskBBQ at 2x Throughput, Half the Latency, and 1/3 the Compute Alexis Musaelyan ·July 08, 2026 On this page: TL;DR Elastic recently published a benchmark claiming that their pr...

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Source: qdrant.tech

VRAM Is Zero-Sum: Why Quantization and KV Cache Are Not Rivals in Production LLM Serving

-5517fd7b58a6---4 crawled_date: 2026-07-08T18:19:20.461703+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 08 Jul 2026 17:27:48 GMT

VRAM Is Zero-Sum: Why Quantization and KV...

Keywords: kv cache, kv caching, quantization kv, quantized kv, cache optimization, quantizing weights, weight quantization, cache allocation, quantization obsolete, vram allocation
Source: levelup.gitconnected.com

Create a LangChain Deep Agents Harness Profile for NVIDIA Nemotron 3 Ultra to Improve Performance

Agentic systems often face a trade-off between accuracy and cost. The highest-performing proprietary frontier models and harnesses provide top accuracy but are expensive. Fine-tuning offers one way to...

Keywords: benchmark agent, agent nvidia, deep agent, tuning agent, deep agents, agent workflows, specific agents, nvidia optimized, agent frameworks, agents middleware
Source: developer.nvidia.com

Google Cloud named Leader in the 2026 Gartner® Magic Quadrant™ for AI Infrastructure

Google Cloud named Leader in the 2026 Gartner® Magic Quadrant™ for AI Infrastructure Mark Lohmeyer VP and GM, AI and Computing Infrastructure In the agentic era, AI is evolving from answering question...

Keywords: google cloud, ai infrastructure, services google, engineers google, gpus google, designed google, google deepmind, gm ai, announce google, computing infrastructure
Source: cloud.google.com

Running Low-Latency Analytical Workloads with GPU-Accelerated Presto on NVIDIA GB200 NVL72

Presto is an open source, distributed SQL engine for running fast, interactive queries on very large datasets. On NVIDIA GPUs, Presto delivers peak performance for analytical query workloads and provi...

Keywords: presto gpu, gpu presto, gpus presto, performance gpu, performance nvidia, presto benchmarking, fastest gpu, throughput nvidia, analytics gpu, gpu accelerated
Source: developer.nvidia.com

SGLang-ATOM: Bring ROCm-Native Acceleration to SGLang Serving

SGLang-ATOM: Bring ROCm-Native Acceleration to SGLang Serving# Large language model serving teams often face two competing goals: keeping the flexibility and developer velocity of an ecosystem serving...

Keywords: architecture sglang, atom sglang, sglang atom, engine sglang, sglang applications, built sglang, existing sglang, design sglang, sglang uses, uses sglang
Source: rocm.blogs.amd.com

Deep Agents Code on NVIDIA NemoClaw

Key Takeaways You can now run a coding agent on your most sensitive code and keep your source, your model, and your audit trail your own.

One command sets up Deep Agents Code ( dcode ) as a governed...
Keywords: coding agents, auditable control, coding agent, manages agent, audit friendly, model audit, agents code, agents useful, nemoclaw managed, agents
Source: langchain.com

GitHub availability report: June 2026

GitHub availability report: June 2026 In June, we experienced six incidents that resulted in degraded performance across GitHub services. Last month, we added a new section to our monthly reports with...

Keywords: git azure, azure ramping, performance github, azure peaked, git traffic, github availability, increased delays, git plateau, delays peaking, availability sporadic
Source: github.blog

Efficient Hyperparameter Optimization for Autonomous Driving Models with AMD Instinct GPU Partitioning

Efficient Hyperparameter Optimization for Autonomous Driving Models with AMD Instinct GPU Partitioning# For automotive OEMs and Tier-1 suppliers, developing production-grade perception models presents...

Keywords: autospeed deep, accelerating autoware, instinct gpu, ai pipelines, amd gpus, instinct gpus, openlane benchmark, gpu compute, logical gpus, gpus rocm
Source: rocm.blogs.amd.com

Flint: A visualization language for the AI era

At a glance

Polished charts from simple specs. Flint allows AI agents to reliably generate expressive, visually polished charts from simple, human-editable specifications.
Semantic types guide des...
Keywords: visualization flint, polished visualizations, visualizations require, visualization make, polished visualization, flint chart, flint workflow, polished charts, interactive chart, chart specification
Source: microsoft.com

How Rapidflare built a million+ document ingestion pipeline for Agents on Temporal

At Rapidflare, we build Agents for technical sales teams in the electronics and semiconductor industry, where product information and technical literature are dense, voluminous and organized in comple...

Keywords: agent queries, products knowledge, salesforce knowledge, agents technical, massive datasheet, technical knowledge, documents distributed, specs tables, knowledge base, build agents
Source: temporal.io

Software Architecture Has Physical Axioms

---2 crawled_date: 2026-07-08T18:19:20.461703+00:00 feed_url: https://lukasniessen.medium.com/feed published: Wed, 08 Jul 2026 17:30:12 GMT

Software Architecture Has Physical Axioms Software arch...

Keywords: software architecture, physical architecture, architecture physical, engineered abstraction, architecture software, architecture level, architecture consequence, architectural, architecture, axioms software
Source: lukasniessen.medium.com

Agentic AI with LangChain — Part 1: Building A Semantic RAG Pipeline

-5517fd7b58a6---4 crawled_date: 2026-07-08T18:19:20.461703+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 08 Jul 2026 17:27:57 GMT

Agentic AI with LangChain — Part 1: Build...

Keywords: building semantic, agentic workflows, interactive chatbot, assistant content, workflows semantic, docs chunks, agent ai, docs embedding, pdfs knowledge, semantic rag
Source: levelup.gitconnected.com

Grok 4.5

Grok 4.5 is SpaceXAI's smartest model built for coding, agentic tasks, and knowledge work. Today, we're launching Grok 4.5, SpaceXAI's smartest model built to excel at coding, agentic tasks, and knowl...

Keywords: benchmark grok, grok highly, grok trained, tasks grok, models grok, grok usage, grok similarly, reasoning grok, grok, grok spacexai
Source: x.ai

How Build Cache for React Native works: caching the C++ your CI keeps recompiling - Bitrise Blog

A React Native build is really two builds stacked on top of each other. On Android, Gradle compiles your Kotlin and Java, then drops down into cmake and ndk-build to compile the C++ that ships inside...

Keywords: react native, native build, native cache, caching native, gradle native, xcode caches, cacheable gradle, cache xcode, build cache, cache gradle
Source: bitrise.io

I Ran Two AI Builders in Parallel for a Solo Hackathon. Here’s What Actually Happened.

-5517fd7b58a6---4 crawled_date: 2026-07-08T18:19:20.461703+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 08 Jul 2026 17:28:26 GMT

I Ran Two AI Builders in Parallel for a S...

Keywords: hackathon evaluation, hackathon actually, hackathon, hackathon promptwars, hackathon build, hackathon case, hackathon solo, solo hackathon, submitted hackathon, ai builders
Source: levelup.gitconnected.com

Running database workloads on Red Hat OpenShift Virtualization

This guide provides the steps for preparing and executing a database performance test using HammerDB on various database platforms. You can run HammerDB workloads on MariaDB, PostgreSQL, or Microsoft...

Keywords: openshift virtualization, openshift cluster, hammerdb workloads, mariadb benchmark, hammerdb postgresql, hammerdb mariadb, vm dbtest, using hammerdb, openshift virtual, run hammerdb
Source: developers.redhat.com

Writing an LLM from scratch, part 34b -- from bigrams to GPT-2, one component at a time (in JAX)

Writing an LLM from scratch, part 34b -- from bigrams to GPT-2, one component at a time (in JAX) This post is the capstone of the most long-running series on my blog. In December 2024 (!), I started r...

Keywords: jax models, built jax, jax training, jax trained, rngs jax, written jax, jax referencing, writing llm, using jax, independently jax
Source: gilesthomas.com

The hidden variables in your agent eval

This is the seventh article in a series about Agent Experience (AX): the practice of making AI coding agents work correctly with your technology. The series covers what you can and can’t control in th...

Keywords: eval agent, evals agent, agent eval, runs eval, eval design, eval environment, eval runs, eval scenarios, eval machine, run evals
Source: devblogs.microsoft.com

DDN gets Infinia ready for production AI inferencing

object DDN gets Infinia ready for production AI inferencing DDN has updated its Infinia object storage SW to v2.4, saying that this is not a minor, maintenance, release. It represents a strategic expa...

Keywords: ai services, workloads infinia, infinia architecture, updated infinia, infinia roadmap, infinia update, infinia provides, use infinia, ai workloads, v2 infinia
Source: blocksandfiles.com

ML Jobs in Snowflake Data Clean Rooms Now GA

Until now, running complex ML workloads inside a data clean room meant hitting a wall. Most clean room environments are limited to SQL queries or single-node Python, which runs into memory constraints...

Keywords: ml_jobs, ml apis, needs ml_jobs, ml jobs, pipelines data, data collaboration, ml workloads, training pipeline, production pipelines, ml job
Source: snowflake.com

UAE Data Residency and AI Inference Now Live

Telnyx infrastructure is live in the United Arab Emirates. Customers can now choose UAE as their data storage region and run AI inference on Telnyx-owned GPUs in Dubai. Mission Control Portal now incl...

Keywords: telnyx infrastructure, emirates data, gpus dubai, uae data, selecting uae, telnyx support, explore telnyx, available region, choose uae, uae
Source: telnyx.com

Introducing pg_re2, fast, RE2-powered regular expressions in Postgres

Speed is a feature that motivates much of ClickHouse product design and engineering. One can plainly see this attention to performance in our development of benchmarks, such as ClickBench and Postgres...

Keywords: postgres regex, faster regex, postgres regular, speedup postgresql, expressions speed, expressions postgres, postgres regexp_matches, equivalent postgres, postgresql operators, postgres surprisingly
Source: clickhouse.com

Daily Reading List – July 7, 2026 (#819)

I’ve been working for days (unsuccessfully) on a piece of a demo I’m doing next week in India. Fortunately our product and engineering teams jumped in, and we found some service bugs. So it wasn’t ENT...

Keywords: agentic ai, agent service, agents, agentic, agent, agent better, dev surveys, says agentic, managed agents, stateful agents
Source: seroter.com

Wanaku MCP Router: Getting Started on Your Laptop

Wanaku MCP Router: Getting Started on Your Laptop Run a local Wanaku router, import an HTTP toolset, forward an upstream MCP server, and merge both into one agent catalog. Agent demos are easy to fake...

Keywords: wanaku endpoint, wanaku toolsets, wanaku router, protocol wanaku, install wanaku, running wanaku, wanaku install, endpoint wanaku, wanaku tools, wanaku mcp
Source: the-main-thread.com

Chatto is now Open Source

Chatto is now Open Source! Hot damn. This is the big one. I’m happy to announce that Chatto, the group and team chat application that I’ve been working on for the past year or so, is now officially Op...

Keywords: hosted chatto, chatto cloud, hosting chatto, chatto server, chatto group, easy chatto, start chatto, run chatto, chatto version, chatto self
Source: hmans.dev

LangChain and NVIDIA Launch NemoClaw Deep Agents Blueprint

For production agents, model choice is only one part of improving agent performance. Teams also need to control the system around the model, including the tools an agent can use, the context it sees,...

Keywords: agents workloads, agentic workloads, agent performance, agent architectures, agent optimized, agent memory, improving agent, improve agents, deep agents, agent core
Source: langchain.com

How Airflow is using AI to make data engineering more resilient, not more complex

-f2ba5b8f6eb3---4 crawled_date: 2026-07-08T14:18:23.842402+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Wed, 08 Jul 2026 14:10:21 GMT

How Airflow is using AI to make data e...

Keywords: pipeline failures, pipeline critical, pipeline failure, pipeline fix, pipelines fail, crash pipeline, stuck pipelines, ai pipeline, upstream failure, pipeline health
Source: blog.dataengineerthings.org

Malicious Go Module Exposes GitHub Malware Lure Network Spanning 222 Repositories

Security News /Research Coordinated npm and PyPI Campaign Typosquats Popular Secure Payment Apps Socket uncovered 17 malicious npm and PyPI packages typosquatting Paysafe, Skrill, and Neteller SDKs to...

Keywords: malicious npm, project malicious, malicious infrastructure, deceptive github, malicious package, participated malware, malware distribution, malware delivery, malware staging, confirmed malware
Source: socket.dev

The AI Preflight Check

I still remember when my agent would forget what I said mid-sentence. Context size is not the ceiling. Memory architecture is. I have been experimenting with a memory architecture that runs preflight...

Keywords: memory, experimenting memory, memory preflight, memory architecture, agent forget, context size, remember agent, skills loaded, ceiling memory, retrieval agent
Source: tomtunguz.com

Bootstrap Confidence Intervals for LLM Evaluation

Introduction As Large Language Models (LLMs) move from research prototypes to production systems, the developers of these systems need rigorous performance evaluation. In particular, we need confidenc...

Keywords: deterministic llm, models llms, language models, determinism model, llms generate, llm benchmark, deterministic systems, reproducible llm, language model, llm systems
Source: engineering.indeedblog.com

Redis memory: why 16 GB of data needs 32 GB of RAM

Redis memory: why 16 GB of data needs 32 GB of RAM Fragmentation, RSS, jemalloc, eviction, fork overhead The box had 32 GB. The dashboard said Redis was holding 16 GB of data, comfortably under half....

Keywords: redis memory, overcommit_memory redis, fragmented redis, gb used_memory, costs redis, redis persists, stack used_memory, divided used_memory, used_memory, used_memory logical
Source: podostack.com

The agent is the user now: lessons from the founder of WorkOS

WorkOS founder Michael Grinich says the next era of AI engineering will not be defined by prompts alone. It will be defined by the systems around agents: identity, permissions, evals, memory, and the...

Keywords: engineering agents, ai engineers, agent engineer, agents fail, ai engineering, test agent, ai engineer, tests agent, problem agents, software agents
Source: arize.com

15-year-old GhostLock Kernel Flaw Enables Privilege Escalation in Major Linux Distributions

A critical Linux kernel vulnerability, tracked as CVE-2026-43499 and dubbed “GhostLock,” has been disclosed by security researchers at VEGA, exposing a privilege escalation flaw that has silently affe...

Keywords: kernel vulnerability, privileges kernel, reliable exploit, demonstrated exploit, flaw exploitable, impacting kernels, technique exploits, exploits, ghostlock linux, bypass kernel
Source: cybersecuritynews.com

Database Pages: The Fundamental Unit Behind Every Query

-5517fd7b58a6---4 crawled_date: 2026-07-08T18:19:20.461703+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 08 Jul 2026 17:27:40 GMT

Database Pages: The Fundamental Unit Behi...

Keywords: bytes database, database pages, pages database, storage performance, database engine, data pages, pages memory, pages postgresql, databases read, database effectively
Source: levelup.gitconnected.com

Notes on the Software Factory

These notes are adapted from a talk I gave at the Ellipsis Labs office about vibe coding and the software factory. July 8, 2026 The number one piece of advice is always the same: give the models tools...

Keywords: parallelizable idea, agent toolkit, speed tasks, build bottleneck, improves process, software factory, tools, running tasks, workflows, make faster
Source: benedict.dev

NVIDIA Nemotron Achieves Benchmark-Leading Performance With LangChain Deep Agents Harness

NVIDIA Nemotron 3 Ultra is offering leading performance at lower cost than top closed models with the largest and most widely adopted AI agent orchestration platform. LangChain tuned its Deep Agents h...

Keywords: agents nvidia, deep agent, nvidia ai, deep agents, benchmark nemotron, agents benchmark, nvidia nemotron, ai nvidia, agents improving, ai agent
Source: blogs.nvidia.com

C4N, now GA: Delivering cloud’s highest per vCPU network and block storage I/O for x86 workloads

C4N, now GA: Delivering cloud’s highest per vCPU network and block storage I/O for x86 workloads Parinda Gandhi Senior Product Manager Sajal Agarwal Senior Product Manager As organizations scale moder...

Keywords: cloud c4n, google compute, google cloud, performance c4n, parallel cloud, c4n vms, optimized c4n, c4n google, c4n vm, bandwidth c4n
Source: cloud.google.com

How Model Aware Traffic Routing Supports An Effective AI Cost Management Strategy | Solo.io

The agentgateway project has supported what is called "model-aware" traffic routing for some time. In his blog Body-Based Routing in Agentgateway, John Howard describes how agentgateway implements bod...

Keywords: agentgateway implements, routing agentgateway, describes agentgateway, agentgateway project, virtual models, model route, adaptive routing, agentgateway latest, virtual model, versions agentgateway
Source: solo.io

AI to take over your job? Here’s what happened when AI SRE tried to improve its own playbook

-5517fd7b58a6---4 crawled_date: 2026-07-08T17:19:13.181548+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 08 Jul 2026 16:30:58 GMT

AI to take over your job? Here’s what hap...

Keywords: flywheel ai, ai playbook, playbooks ai, aihelpdesk flywheel, playbooks aihelpdesk, ai troubleshooted, playbook tuning, playbook flywheel, improve playbook, aihelpdesk playbooks
Source: levelup.gitconnected.com

GPT-5.5 vs DeepSeek V4 Pro: how they compare on coding

Table of contents GPT-5.5 vs DeepSeek V4 Pro: how they compare on coding Two models that read the same spec can return very different code, at a very different cost. That shows up across everyday task...

Keywords: gpt deepseek, vs deepseek, faster deepseek, deepseek model, deepseek v4, tasks deepseek, premium deepseek, gpt faster, gpt vs, deepseek
Source: merge.dev

How to Clear WordPress Cache (Plugin, Server, Browser & CDN)

You edited a page, hit save, and… nothing changed on the front end. Before you panic, the culprit is almost always cache — a stored copy of your old page being served instead of the new one. Clearing...

Keywords: wordpress cached, slows site, cache constantly, wordpress caching, caching issue, long cached, try caching, temporarily slows, stale cache, cache immediately
Source: copahost.com

OpenAI no longer recommends SWE-Bench Pro

Separating signal from noise in coding evaluations Through a detailed audit, we find widespread task issues in SWE-Bench Pro and estimate that ~30% of the tasks are broken. Accurately measuring our mo...

Keywords: benchmarks swe, coding benchmarks, benchmarks track, benchmarks growing, benchmarks built, checking benchmarks, new benchmarks, benchmark issues, coding evaluations, internal benchmarks
Source: openai.com

Agentic test processes, LLM benchmarks, and other notes on agentic coding fr

I've been using AI fairly heavily since last November and the whole thing is a funny experience. An agent will do something that, if a human did it, you'd immediately fire them. My reaction, of course...

Keywords: commit tests, bug auditing, agents unreliable, agents failures, alleged bug, tests git, commit plausible, testing agentic, offending commit, debugging confidence
Source: danluu.com

Almost Always Unsigned

Almost Always Unsigned # Written by Dale Weiler Last updated Saturday, January 1, 2022 The need for signed integer arithmetic is often misplaced as most integers never represent negative values within...

Keywords: define unsigned, unsigned compiler, unsigned integers, using unsigned, unsigned integer, unsigned types, use unsigned, unsigned value, unsigned type, type unsigned
Source: graphitemaster.github.io

How NetworkManager uses eBPF to support CLAT and IPv6-mostly

IPv6 has been around for more than thirty years, but we are still far from an IPv6-only world. According to Google statistics, only about 50% of its users are accessing its services using IPv6. So far...

Keywords: ipv6 emerging, ipv6 capabilities, ipv6 architecture, alternative ipv6, ipv6 introduced, underlying ipv6, entirely ipv6, ipv6 driven, ipv6 implementing, does ipv6
Source: developers.redhat.com

Introducing Meerkat: an experiment in global consensus

Many internal services at Cloudflare need to read and modify the same control-plane state from across our 330+ global data centers. They need guarantees that different readers never see inconsistent s...

Keywords: cloudflare consensus, distributed consensus, consensus algorithms, consensus service, cloudflare systems, reliably synchronize, distributed replicas, availability guarantees, implemented consensus, powered consensus
Source: blog.cloudflare.com

Your Laptop Is the New Production Environment

A few years ago, the most powerful AI tools in a developer’s workflow helped write code. Today, they can do much more. It’s increasingly common to hand an AI agent a task like: Read this repository, r...

Keywords: ai agent, ai agents, ai tools, agentic development, ai governance, agent task, increasingly workflows, ai projects, merely ai, agents capable
Source: docker.com

Automating cross-repo documentation with GitHub Agentic Workflows

Automating cross-repo documentation with GitHub Agentic Workflows Explore how the Aspire team turns merged product changes into SME-reviewed docs pull requests, closing the gap between release and doc...

Keywords: github agentic, documentation github, agent docs, release documentation, github toolsets, docs agent, agentic workflows, github workflows, docs workflows, docs repo
Source: github.blog

How to Build a Minimal ZFS NAS Without Synology, QNAP, TrueNAS

How to Build a Minimal ZFS NAS without Synology, QNAP, TrueNAS Published on: If you need a basic NAS and don't care about GUI features, it is suprisingly simple to set up a ZFS dataset and share it ov...

Keywords: zfs nas, zfs linux, machine zfs, zfs systems, zfs zfs, create zfs, os zfs, sys zfs, running zfs, zfs
Source: neil.computer

Introducing the Kotlin Benchmark for AI Coding Agents

Kotlin A concise multiplatform language developed by JetBrains Introducing the Kotlin Benchmark for AI Coding Agents Agentic coding benchmarks are getting closer to real-world software development. Fo...

Keywords: agents benchmark, kotlin benchmark, benchmark github, agents kotlin, benchmark ai, built benchmark, benchmark provides, benchmark tasks, coding benchmarks, org benchmark
Source: blog.jetbrains.com

The Special Value Pi 4 was extremely short-lived

The Special Value Pi 4 was extremely short-lived The 'Special Value' Pi 4 pictured above is probably the rarest Raspberry Pi I own—even rarer than my blue special edition Pi. A Raspberry Pi reseller b...

Keywords: price 4gb, pi 4gb, 4gb edition, 4gb pi, expensive 16gb, 4gb, 16gb pi, grab 4gb, pi 4s, pi reseller
Source: jeffgeerling.com

GPT‑Live

Introducing GPT‑Live A new generation of voice models for natural human-AI interaction, now powering ChatGPT Voice. We’re launching GPT‑Live, a new generation of voice models that make talking with AI...

Keywords: conversations gpt, conversation gpt, voice gpt, talk gpt, voices chatgpt, chatgpt voice, gpt live, live gpt, conversations chatgpt, chatgpt gpt
Source: openai.com

How CodeRabbit helps open source maintainers avoid burnout on Discord

Konrad Sopala July 08, 2026 4 min read July 08, 2026 4 min read Cut code review time & bugs by 50% Most installed AI app on GitHub and GitLab Free 14-day trial The same agent engineering teams rely on...

Keywords: coderabbit agent, coderabbit discord, discord coderabbit, coderabbit free, coderabbit bot, maintainers coderabbit, manage coderabbit, coderabbit app, coderabbit, needs coderabbit
Source: coderabbit.ai

The Ultimate Java Interview Preparation Guide for 2026: Books, Courses, and Must-Know Topics

Java Interviews are a little bit different than traditional programming interviews on tech giants and product-based companies like Google, Amazon, Microsoft, or Facebook. First, even though it has que...

Keywords: java interviews, interviews java, java interview, java programmers, java developers, java programmer, preparing java, going java, java developer, learn java
Source: java67.com

From tool to teammate: How one Atlassian team made AI a real coworker

In Q4 FY26, Atlassian’s People Insights (PI) team stopped treating AI as a productivity add-on and committed to something harder: fully agentifying its operations—giving AI persistent access to the te...

Keywords: ai context, ai agent, atlassian ai, ai chats, ai users, make ai, ai primarily, ai, ai productivity, ai builders
Source: atlassian.com

Hiero CLI: Practical Workflows for Hedera Developers

Practical Hedera workflows from the terminal Hiero CLI is a command-line tool for developers working with the Hedera and Hiero ecosystems. Its purpose is not only to expose individual commands, but al...

Keywords: hiero workflows, hedera workflows, cli useful, workflows hedera, workflow hiero, use cli, handling cli, cli operations, cli practical, cli provides
Source: hedera.com

Data for Agents

Nvidia Nemotron V3 Data Atlas Interactive embedding atlas for Nemotron post-training data Image: Nemotron Post-Training v3 Prompt Atlas Building AI agents is hard, because the real world does not beha...

Keywords: nemotron data, nvidia ai, benchmark agent, nvidia nemotron, ai agents, model agent, agentic workflows, data atlas, ai ecosystem, ecosystem nvidia
Source: huggingface.co

How GitHub Copilot enables zero DNS configuration for GitHub Pages

How GitHub Copilot enables zero DNS configuration for GitHub Pages Go from an empty repository to a live custom domain with HTTPS in about 14 minutes, without manually editing a single DNS record. Cus...

Keywords: domain github, github copilot, configuration github, live github, set github, site github, allows github, github, let github, enable github
Source: github.blog

Inside Docker Model Runner: one API, three inference engines

Docker Model Runner supports three inference engines namely llama.cpp, vLLM, and Diffusers. Each engine has different strengths, supported platforms, and model format requirements. This blog article h...

Keywords: docker model, docker, model runner, diffusers engine, engines llama, vllm diffusers, inference engines, platforms model, runner supports, engine
Source: ajeetraina.com

Multimodal RAG: How to retrieve over text, tables, and images in documents

Multimodal RAG: How to retrieve over text, tables, and images in documents Table of contents

Multimodal RAG retrieves over text, tables, and images together, instead of treating a document as one st...
Keywords: documents multimodal, rag multimodal, multimodal rag, contents multimodal, documents rag, pipeline multimodal, document processing, text rag, document extraction, retrieval stages
Source: nutrient.io

Why Your Customers Hate Your Analytics (and What To Do About It)

Life After Dashboards Monthly active user rates stuck at 23%. A Slack message about another client who can't find the data they need. A support ticket your team has started to joke about: “Can you exp...

Keywords: analytics outdated, embedded analytics, dashboards monthly, rethinking analytics, legacy dashboards, dashboards ask, data dashboards, analytics failures, bi dashboards, analytics built
Source: thoughtspot.com

TUXEDO OS Shifts Gears: Moving from Ubuntu to Debian Testing for a Fresh Rebase

TUXEDO OS Shifts Gears: Moving from Ubuntu to Debian Testing for a Fresh Rebase TUXEDO Computers has announced that TUXEDO OS will rebase on Debian Testing, moving away from Ubuntu. Initially launched...

Keywords: tuxedo os, tuxedo hardware, tuxedo computers, concerns tuxedo, testing tuxedo, support tuxedo, hardware distro, rebase tuxedo, announced tuxedo, distro using
Source: serverhost.com

App Icon Conventions From the Original Macintosh

Old icons July 7, 2026 at 9:30 PM by Dr. Drang There’s been a lot of talk lately about Mac application icons and “squircle jail.” Inspired by this post from Paul Kafasis on the Rogue Amoeba blog,1 man...

Keywords: icons mac, icons apple, application icons, apple icon, app icons, macpaint apple, macpaint images, old icons, icon era, icons typically
Source: leancrew.com

OpenMandriva: Statement regarding attempted distribution sabotage

In recent days, our distribution has experienced several disruptions that we need to inform our community about to maintain full transparency. Davide Beatrici, known for his work on the instant messag...

Keywords: sabotaged distribution, infrastructure github, github private, maintainer infuriated, transparent community, experienced disruptions, distribution apologize, private infrastructure, packages violations, repositories team
Source: forum.openmandriva.org

pnpm 11.10 Hardens Registry Authentication to Block Token Redirection

Keywords: pnpm_config__auth environment, secrets pnpm, pnpm_config__auth, release pnpm, pnpm 11, releases pnpm, deploy pnpm, ci pnpm_config__auth, npm pypi, pnpm deploy
Source: socket.dev

Tenda firmware (multiple versions) contains hidden authentication backdoor

Overview Several versions of Tenda firmware contain an undocumented authentication backdoor that grants administrative access to the devices' web management interfaces. An attacker can expoit this vul...

Keywords: tenda firmware, tenda supplier, tenda, description tenda, firmware, firmware contain, versions tenda, attacker reconfigure, authentication backdoor, backdoor authentication
Source: kb.cert.org

Deadlocks and downtime

Every second* of every day, your Postgres database could be hunting with intent to kill. *or whatever your deadlock_timeout setting is. Deadlocks happen when multiple transactions each hold a lock tha...

Keywords: deadlock_timeout postgres, deadlock scenarios, database deadlocks, mitigate deadlock, deadlocks downtime, database deadlock, deadlocked transactions, deadlock scenario, longer deadlock_timeout, reducing deadlock
Source: planetscale.com

Mac Apps Can Escape From Squircle Jail If They’re Not in the Mac App Store

Escape from Squircle Jail This weekend, I was wrapping up a new release of Iris and decided to have some fun after a user emailed to say: I have a rather niche feature request—but wondering if it woul...

Keywords: app icons, squircle macos, app icon, custom icon, legacy icons, free squircle, icons dock, freed squircle, release iris, icons
Source: tyler.io

Ownership

Ownership Thoughts on ownership I sent to the Amp team in internal note The following is an internal Slack message I sent to my Amp teammates after I had a conversation with one of them about ownershi...

Keywords: ownership thoughts, explained ownership, ownership ask, ownership means, ownership, thoughts ownership, ownership engineering, ownership lightly, means ownership, conversation ownership
Source: registerspill.thorstenball.com

Secrets Manager

Secrets Manager lets agents running inside Daytona sandboxes use credentials without ever seeing the real values. Secrets are injected into the sandbox at runtime and masked from the agent, so the age...

Keywords: access secrets, secrets injected, secrets managed, secrets manager, trusted secrets, runtime secret, secrets running, secret sandbox, createsecretparams secret, secrets my_api_key
Source: daytona.io

Helping K–12 educators build practical AI skills

Helping K–12 educators build practical AI skills Every day, K–12 teachers, administrators, district leaders, and school communities help students learn, grow, and prepare for the future. They are also...

Keywords: educators openai, education openai, openai mentors, openai academy, nonprofit ai, incorporate ai, ai literacy, openai ai, educators build, making ai
Source: openai.com

Mistral's Robostral Navigate: a state of the art robotics navigation model

Introducing Robostral Navigate Thinking Summary Robostral Navigate is an 8B model that enables robots to autonomously navigate complex environments using only a single RGB camera, achieving 76.6% succ...

Keywords: embodied navigation, autonomously navigate, robotic navigation, navigation robots, robostral navigate, navigation reinforcement, navigate supervised, robot environment, predicts robot, navigate efficient
Source: mistral.ai

Our approach to government and national security partnerships

Our approach to government and national security partnerships Governments are beginning to use frontier AI systems for increasingly important work, including in national security. That creates new imp...

Keywords: national security, security ai, security partnerships, security expert, ai protect, ai government, security, openai national, security law, government cyber
Source: openai.com