Today's tech landscape is abuzz with groundbreaking innovations, particularly in artificial intelligence, promising a future of smarter systems and streamlined development. A significant focus lies on democratizing AI, with guides emerging for building local multimodal search engines using Gemma 4 and demystifying agentic coding, exemplified by a developer's journey in building a local 'Claude Code.' This push for accessible AI is mirrored by advancements in optimizing and deploying large-scale AI, including NVIDIA NeMo AutoModel for accelerating Transformers fine-tuning, sophisticated distributed AI inference patterns, and specialized hardware. OpenAI and Broadcom unveiled a new LLM-optimized inference chip, while NVIDIA and AWS are collaborating to bring AI to production at scale, further bolstered by innovations like DP Attention for DeepSeek-V4 on MI355X and accelerated BEV Pooling for physical AI applications on NVIDIA GPUs. Vector search technologies continue to integrate deeply into data infrastructure, with KDB.AI now offering vector search as a native service within KDB-X, and Qdrant celebrating its impact at Vector Space Day.

Beyond AI, the developer ecosystem sees exciting updates. 'Nub' emerges as a promising Bun-like all-in-one toolkit for Node.js, written in Rust, offering a faster developer experience. Data infrastructure is evolving with the release of Debezium 3.6.0.CR1 and new methods to automate Snowflake data workflows with FME. Kubernetes 1.37 locked its feature set, enhancing hardware management for AI and Edge workloads, while discussions on Redis persistence highlight critical durability considerations. Even unconventional approaches, like teaching an object storage 'bucket to speak Git,' demonstrate creative problem-solving in data management. On the web and operating system fronts, WebKit in Safari 27 Beta promises new capabilities, and a hobby OS successfully runs Windows games via Wine, showcasing impressive compatibility efforts. These developments collectively underscore a dynamic period of innovation, driving efficiency and expanding the frontiers of technology.

Featured Articles

Building a Local Multimodal Search Engine with Gemma 4 and Qdrant: A Step-by-Step Build Guide

-5517fd7b58a6---4 crawled_date: 2026-06-24T17:30:34.602862+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 16:37:28 GMT

Building a Local Multimodal Search Engine...

Keywords: multimodal search, multimodal constraints, local multimodal, multimodal, gemma multimodal, e4b multimodal, makes multimodal, deepsearch qdrant, search fusion, src deepsearch
Source: levelup.gitconnected.com

Accelerating Transformers Fine-Tuning with NVIDIA NeMo AutoModel

Accelerating Transformers Fine-Tuning with NVIDIA NeMo AutoModel NVIDIA NeMo AutoModel is an open library part of the NVIDIA NeMo framework for building custom generative AI models at scale. NeMo Auto...

Keywords: gpus nemo, automodel nvidia, from_pretrained nvidia, nvidia nemo, automodel performance, optimized gpu, tuning nvidia, from_pretrained nemo, optimizations nemo, gpu kernels
Source: huggingface.co

Building My Own Local “Claude Code”: What I Learned Demystifying Agentic Coding under the Hood

-5517fd7b58a6---4 crawled_date: 2026-06-24T17:30:34.602862+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 16:38:11 GMT

Building My Own Local “Claude Code”: What...

Keywords: demystifying agentic, agentic coding, agentic framework, coding agents, agents tools, agent engineering, make agent, run agentic, agent driven, agent agent
Source: levelup.gitconnected.com

Optimizing distributed AI inference: Advanced deployment patterns

In Designing distributed AI inference: Core concepts and scaling dimensions, we established the groundwork for distributed inference: the prefill/decode split that shapes every deployment decision, an...

Keywords: efficiently disaggregated, disaggregated architectures, disaggregation deployment, disaggregation cache, disaggregate decision, disaggregation tends, described disaggregation, scale disaggregation, capability disaggregate, disaggregation
Source: developers.redhat.com

Show HN: Nub – A Bun-like all-in-one toolkit for Node.js

A fast all-in-one toolkit that augments Node.js instead of replacing it A Bun-like DX on top of stock node , written in Rust. nub index.ts # TypeScript-first Node.js runtime nub run dev # 24× faster p...

Keywords: faster npx, use nubjs, run nubx, uses nubjs, nubjs setup, npx nub, npm install, npm run, npx node, node nub
Source: github.com

Accelerating BEV Pooling on NVIDIA GPUs for Physical AI Applications

An increasingly common design pattern for autonomous vehicles (AVs), robotics, and spatial AI systems is bird’s-eye-view (BEV) perception. BEV models project multicamera image features into a shared t...

Keywords: bev pooling, bev perception, adapted bevpoolv3, bevpoolv3 algorithmic, bevpoolv2 demonstrates, bevpoolv3 uses, bevpoolv3, view bev, bevpoolv2, use bevpoolv3
Source: developer.nvidia.com

DP Attention and TBO for DeepSeek-V4 on MI355X

DP Attention and TBO for DeepSeek-V4 on MI355X# Running DeepSeek-V4 efficiently requires solving two intertwined problems: how to parallelize MoE communication across GPUs, and how to hide that commun...

Keywords: improves deepseek, running deepseek, parallelize moe, competitive deepseek, deepseek v4, dp attention, scheduling attention, attention scheduling, engine optimized, core optimization
Source: rocm.blogs.amd.com

KDB.AI is now a service inside KDB-X: Vector search where your data already lives

Key Takeaways

KDB.AI now runs as a native service inside KDB-X, bringing vector search and time-series analytics into a single platform.
By eliminating the need for a separate vector database, tea...
Keywords: kdb ai, kdb index, index kdb, functionality kdb, ai kdb, kdb embeddings, data engine, kdb workflows, like kdb, does kdb
Source: kx.com

Spotlight on WG Device Management

Spotlight on WG Device Management The rising popularity of AI, Edge, and Telecommunications workloads on Kubernetes has led to new requirements for hardware management. We now need hardware specificat...

Keywords: hardware kubernetes, devices scheduling, gpus kubernetes, device management, workloads kubernetes, intel kubernetes, kubernetes workloads, hardware management, scheduling kubernetes, utilization hardware
Source: kubernetes.io

I taught a bucket to speak Git

I taught a bucket to speak git What happens if I just point a git server at an object storage bucket? Back when I was porting agent sandboxes to Go, I built everything on top of billy, a filesystem ab...

Keywords: git philosophy, filesystem git, git conventional, storage git, git protocol, git protocols, git theory, purely git, git binary, implement git
Source: tigrisdata.com

Qdrant Lands in SF: Vector Space Day 2026 Recap

Qdrant Lands in SF: Vector Space Day 2026 Recap Neil Kanungo ·June 24, 2026 On this page: On June 11th, 2026, over 350 developers, researchers, and engineers came together at The Midway in San Francis...

Keywords: experiences vectorspaceday, vectorspaceday watching, space day, vectorspaceday, space hackathon, day event, event san, day san, keynotes day, built qdrant
Source: qdrant.tech

NVIDIA and AWS Collaborate to Bring AI to Production at Scale

Building AI systems at scale is demanding, requiring low-latency inference, fast vector search, strong GPU price-performance and infrastructure that can grow without multiplying operational complexity...

Keywords: aws nvidia, gpus aws, nvidia ai, ec2 nvidia, ai nvidia, achieves nvidia, performance aws, nvidia cuvs, achieving nvidia, aws ai
Source: blogs.nvidia.com

Debezium 3.6.0.CR1 Released

As we approach the final stages of the Debezium 3.6 release cycle, we’re excited to announce the release of Debezium 3.6.0.CR1, the first candidate release for this milestone. This release delivers se...

Keywords: databases debezium, debezium jdbc, debezium core, debezium release, release debezium, debezium platform, support debezium, debezium previously, debezium records, debezium mysql
Source: debezium.io

Redis persistence: why RDB and AOF both lie about durability

Redis persistence: why RDB and AOF both lie about durability RDB snapshots, AOF fsync, fork latency, hybrid preamble, replication The page said the cache lost the last minute of writes. Not the whole...

Keywords: redis persistence, redis replication, rdb persistence, redis periodically, persistence rdb, persistence durability, redis replays, durability rdb, writes persistence, redis cache
Source: podostack.com

How to Automate Snowflake Data Workflows with FME

Key takeaways:

FME reads and writes Snowflake, supporting spatial types, semi-structured VARIANT, and bulk loading for large datasets.
SQL pushdown lets filters and spatial queries run inside Snow...
Keywords: snowflake workflows, snowflake fme, snowflake services, fme snowflake, fme workflow, pipelines fme, fme processing, fme handling, fme automated, data fme
Source: fme.safe.com

Deploying an LLM for your Org? The Model Is the Last Decision You Should Be Making

-5517fd7b58a6---4 crawled_date: 2026-06-24T15:29:52.214112+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 14:56:24 GMT

Deploying an LLM for your Org? The Model...

Keywords: ai deployment, ai chatbot, ai revolution, chatgpt enterprise, enterprise chatgpt, ai enterprise, llm org, enterprise llm, deploying llm, chatbot managed
Source: levelup.gitconnected.com

Kubernetes 1.37 Just Locked Its Feature Set: What Made the Cut

Kubernetes 1.37 Just Locked Its Feature Set: What Made the Cut Every Kubernetes release has a moment where the feature set stops being a wish list and becomes a plan. That moment is the enhancements f...

Keywords: kubernetes release, kubernetes releases, 2026 kubernetes, freeze kubernetes, kubernetes 37, cut kubernetes, kubernetes case, kubernetes package, kubernetes, workloads kubernetes
Source: devops-daily.com

Running Windows Games on a Hobby OS with Wine

Porting Wine to Astral A few months ago, I posted about Astral, a hobby OS I have been working on over the years, running Minecraft. Since then, others have gotten modern versions of Minecraft to run...

Keywords: running wine, wine astral, porting wine, wine wow64, wine running, windowing wine, wine compiled, opengl wine, wine build, enabling wine
Source: astral-os.org

How to Write an Effective Software Design Document

How to Write an Effective Software Design Document A good design doc can save you years of development time. Writing a design doc forces you to think through important decisions before you waste time...

Keywords: design docs, doc design, design doc, design document, docs developer, doc writing, create doc, documents project, docs define, doc create
Source: refactoringenglish.com

I rewrote PostHog's SQL parser, 70x faster, while barely looking at the code

I wrote a 70x faster SQL parser while barely looking at the code Contents After the success of using agents to improve query performance through autoresearch, I wanted to try something more ambitious....

Keywords: parser posthog, posthog sql, sql parsers, parser performance, performance parser, sql parser, parser faster, faster parser, parses quickly, faster sql
Source: posthog.com

Tech interviews with NeetCode

Stream the latest episode Listen and watch now on YouTube and Apple (you can try Spotify, but there’s an ongoing outage, again, new episodes are not published). See the episode transcript at the top o...

Keywords: ai agent, cloud run, using agents, use agents, google cloud, developers sentry, monitoring software, antithesis runs, agents, application monitoring
Source: newsletter.pragmaticengineer.com

OpenAI and Broadcom unveil LLM-optimized inference chip

Early testing shows that the first-generation accelerator will deliver performance per watt substantially better than current state-of-the-art...
Keywords: openai hardware, architected openai, openai designed, openai engineering, accelerated openai, openai progress, openai researchers, openai developing, development openai, openai stack
Source: openai.com

WebKit in Safari 27 Beta

News from WWDC26: WebKit in Safari 27 beta Safari 27 beta is here. Don’t miss our WWDC26 sessions on web technology, including What’s new in WebKit for Safari 27, to go deeper on our work in this rele...

Keywords: improvements safari, webkit safari, safari ui, positioning safari, support safari, fixed webkit, safari technology, new webkit, jspi safari, animations safari
Source: webkit.org

How to assemble your Open Data Infrastructure | Fivetran | Blog

How to assemble your Open Data Infrastructure Nobody knows what AI will need from your data stack next year, especially not Uncle Bob, who tried to sell you Bitcoin. Models are converging. Agents are...

Keywords: data infrastructure, open compute, analytical infrastructure, infrastructure odi, odi architecture, assembling infrastructure, data stack, scalable open, open data, durable scalable
Source: fivetran.com

Introducing the FFASR Leaderboard: Benchmarking ASR in the Real World

FFASR Leaderboard Far-Field ASR — clean / noisy / reverberant benchmark 📉 The gap is real and it is large: across all submitted models, far-field WER at low SNR is consistently several times higher th...

Keywords: reverberant benchmark, microphone benchmarks, speech benchmarks, speech accuracy, hear ffasr, research ffasr, asr ffasr, suggestions ffasr, enhancement asr, ffasr built
Source: huggingface.co

Quarkus + Semgrep: Guardrails for Agent-Generated Code

Quarkus + Semgrep: Guardrails for Agent-Generated Code Build a small Quarkus document API, catch unsafe native queries with Semgrep, and wire local hooks, agent instructions, and CI into one determini...

Keywords: repository quarkus, quarkus service, workflows semgrep, semgrep guardrails, quarkus semgrep, approach quarkus, postgresql quarkus, semgrep vaultflow, quarkus dev, commit quarkus
Source: the-main-thread.com

How LangSmith and LangChain OSS Help You Meet EU AI Act Requirements

The EU AI Act compliance deadline is August 2, 2026. The EU AI Act is the first comprehensive regulation for AI systems. If you're building or deploying a high-risk AI system in the EU, for example in...

Keywords: eu ai, ai eu, ai act, regulation ai, risk ai, actions ai, ai, decisions ai, ai systems, ai takes
Source: langchain.com

Beyond regex: Harvesting security logic with LLMs

Efficient static application security testing (SAST) is essential, but all the data from the process often creates a significant operational bottleneck. More than 80% of these results can be false pos...

Keywords: pattern mining, ai workflow, mining workflow, code search, mining preprocessing, automated logic, workflow autonomously, semantic code, automated scalable, sastai workflow
Source: developers.redhat.com

New in Kubex: KAI Scheduler Integration for Shared GPU Inference

Today, we’re launching Kubex support for the KAI Scheduler and automated GPU sharing for inference workloads. As AI inference moves into production, platform teams are being asked to serve more models...

Keywords: kubex gpu, gpus kubex, gpu infrastructure, gpu allocations, gpu utilization, gpu allocation, workloads kubex, gpu container, gpu sharing, gpu workloads
Source: kubex.ai

What Outlives the Plan

-5517fd7b58a6---4 crawled_date: 2026-06-24T17:30:34.602862+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 16:37:12 GMT

What Outlives the Plan This was supposed...

Keywords: stale plans, stale plan, plans stale, plan stale, game dapper, stale lessons, stale time, reading dapper, stale lesson, stale lobby
Source: levelup.gitconnected.com

Idempotency — Why Running It Twice Should Change Nothing

-5517fd7b58a6---4 crawled_date: 2026-06-24T15:29:52.214112+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 14:57:42 GMT

Idempotency — Why Running It Twice Should...

Keywords: automatic retry, legitimate retry, retry timeout, retry policy, retry operation, absorbing retry, retry safely, future retry, retry, retry genuine
Source: levelup.gitconnected.com

Achieve state-of-the-art inference latencies with speculative decoding

Achieve state-of-the-art inference latencies with speculative decoding This week, we are launching Modal Auto Endpoints, which bring the scalability and robustness of Modal infrastructure to state-of-...

Keywords: latency speculative, latency inference, latency optimization, speedups speculative, speculative execution, modal infrastructure, latency sensitive, inference performance, latency primarily, decode latency
Source: modal.com

Long-horizon agent benchmarks are fragmenting: a field guide to what each one actually measures

In one of the evaluations behind the OpenAI and Apollo Research scheming study, o4-mini was given a cyber-security test with a trap buried in the formatting instructions. The fine print said that scor...

Keywords: agent benchmark, agent benchmarks, agent optimizes, underneath benchmark, evaluations openai, benchmark explanation, benchmark speaks, knowing benchmark, optimizing agent, optimize agent
Source: arize.com

Master the Agentic Development Lifecycle for Agentforce

Building with Agentforce rarely involves a single task. An AI agent can span a data model, actions (flows or Apex), agent definition, and permissions. Each piece has its own setup screens, so you have...

Keywords: developing agentforce, agentforce developer, build agent, agent build, building agentforce, build agentforce, agents build, agent development, agent builds, agentic development
Source: developer.salesforce.com

Zero-Downtime Deployments with Docker Compose – No Kubernetes Required

Zero-Downtime Deployments with Docker Compose — No Kubernetes Required There's a mass delusion in the industry that you need Kubernetes to run a serious production service. You don't. At StatusDude, w...

Keywords: kubernetes run, downtime deployments, replicas traefik, compose kubernetes, need kubernetes, deployments docker, kubernetes, traefik lasted, downtime deployment, kubernetes required
Source: statusdude.com

Systems optimization should be part of CI/CD

LEVI: Better ADRS Results at a Fraction of the Cost This post is part of our AI-Driven Research for Systems (ADRS) case study series, where we use AI to automatically discover better algorithms for re...

Keywords: adrs optimize, adrs benchmark, levi algorithmic, nightly optimization, cost algorithmic, algorithm cheaper, built optimized, expensive adrs, algorithms adapting, levi search
Source: ucbskyadrs.github.io

Announcing the Managed ClickStack MCP Server

Last month at Open House, we introduced the ClickStack MCP server, making the same observability investigation capabilities that power ClickStack available to external agents and AI workflows. Initial...

Keywords: clickstack agents, clickstack observability, clickstack cloud, cloud clickstack, agents clickstack, clickstack architecture, clickstack provides, managed clickstack, clickstack uses, clickstack designed
Source: clickhouse.com

Exploiting vulnerabilities in Johnson and Johnson web apps

Exploiting vulnerabilities in Johnson & Johnson web apps Today I am revealing vulnerabilities I found in 2 very different Johnson & Johnson web apps. One is a vulnerability in a college campus recruit...

Keywords: recruiting vulnerability, recruiting exposed, vulnerabilities johnson, msal authentication, campus recruiting, vulnerability jnj, jnj vulnerability, recruiting website, recruiting uses, employees authentication
Source: eaton-works.com

Framework's 10G Ethernet module exposes USB-C's complexity

Framework's 10G Ethernet module exposes USB-C's complexity I've been following WisdPi's development of various 5 Gbps and 10 Gbps Ethernet adapters for the past couple years. They use newer Realtek Et...

Keywords: rtl8159 bottlenecked, usb bandwidth, bottlenecked usb4, realtek ethernet, 10g ethernet, rtl8159 ethernet, newer realtek, ethernet expansion, realtek rtl8159, windows realtek
Source: jeffgeerling.com

Zero-flicker Firestore SSR with React

Server-Side Rendering (SSR) improves page load times. However, building highly interactive experiences in SSR frameworks can be difficult. This is especially true for Firestore, where fetching data on...

Keywords: firebase js, firestore server, firestore fetching, firebase firestore, data firestore, db firestore, use firestore, server rendering, firestore, true firestore
Source: firebase.blog

A Single MCP Call Returned 278,649 Tokens. Here’s the Proxy I Built to Stop It.

-5517fd7b58a6---4 crawled_date: 2026-06-24T17:30:34.602862+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 16:38:02 GMT

A Single MCP Call Returned 278,649 Tokens...

Keywords: mcp_token_budget, token mcp_token_budget, mcp_preview_tokens 1500, mcp token, mcp_token_budget 8000, max_mcp_output_tokens clients, mcp_preview_tokens, getenv mcp_token_budget, max_mcp_output_tokens, mcp costs
Source: levelup.gitconnected.com

Data Lakehouse: What It Is, Benefits & Architecture

What's a data lakehouse? Key features, benefits, examples, and challenges Trying to decide where to store your data? The good news is there are plenty of options to choose from. Data warehouses are fa...

Keywords: data lakehouses, data warehouses, lakehouse data, data lakehouse, lakehouse storage, warehouse data, data warehouse, data lakes, data lake, lake data
Source: fivetran.com

Gemini Interactions API now GA: Exploring the release candidate of my Java SDK

Gemini Interactions API now GA: Exploring the release candidate of my Java SDK The Google Gemini Interactions API is now generally available (GA). It provides a unified interface for interacting with...

Keywords: interactions geminiinteractionsclient, geminiinteractionsclient client, geminiinteractionsclient builder, geminiinteractionsclient, client geminiinteractionsclient, geminiinteractionsclient geminiinteractionsclient, interacting gemini, developers gemini, gemini interactions, google gemini
Source: glaforge.dev

Haystack: Open-Source AI Framework for Production Ready Agents, RAG

The Open Source AI Framework for Production Ready Agents, RAG & Context Engineering Haystack Sets the Standard for Agentic AI Across Industries Why Teams Choose Haystack for their AI Workflows Build T...

Keywords: ai workflows, haystack ai, haystack framework, engineering haystack, haystack pipelines, ai agent, haystack use, ai industries, ai framework, haystack ecosystem
Source: haystack.deepset.ai

How to build area annotations with canvas capture in PDF.js

How to build area annotations with canvas capture in PDF.js Table of contents

Capture pointer drag/release on a fullscreen overlay and translate the screen rectangle into PDF coordinates via the pag...
Keywords: pdftoscreen nodelocationtoscaled, pdf screen, viewer react, pdfjs, rectangle pdf, need pdfjs, pdftoscreen, capture pdf, pdfjs dist, pdf js
Source: nutrient.io

The Teensy Executable Revisited

(or, "Thunderclouds Gather on the Horizon") On a couple of occasions, people have responded to my original essay with the comment that what I've created by the end isn't really an ELF executable. Rath...

Keywords: elf specification, elf executable, bytes elf, elf binaries, requirements elf, 0x7f elf, elf header, overlapped elf, required elf, conformance elf
Source: muppetlabs.com

Choosing your AI stack: The benefits of vendor lock-in

AI infrastructure demands full-stack integration over portability, forcing CIOs to view vendor lock-in as a strategic choice rather than a procurement failure. AI has emerged as a top priority for bus...

Keywords: ai infrastructure, ai enterprise, ai production, ai providers, ai stack, ai factories, building ai, ai factory, companies ai, enterprise ai
Source: cio.com

Grok Build 0.1: Intelligence, Performance and Price Analysis

Grok Build 0.1 0616 Intelligence, Performance & Price Analysis Model summary IntelligenceUpdated Speed Price Cache Hit Price Verbosity Grok Build 0.1 0616 is amongst the leading models in intelligence...

Keywords: pricing grok, evaluate grok, grok build, index grok, api grok, intelligence priced, grok, cost intelligence, performance price, available grok
Source: artificialanalysis.ai

502 Bad Gateway Nginx: What It Means and How to Fix It

A 502 Bad Gateway error in Nginx means that Nginx — acting as a gateway or reverse proxy — sent a request to an upstream server (like PHP-FPM or an application server) and got back an invalid response...

Keywords: 502 nginx, nginx error, 502 errors, error nginx, errors 502, bad gateway, gateway nginx, error 502, breaks nginx, exceeded nginx
Source: copahost.com

4 OpenRouter alternatives to prioritize evaluating in 2026

Table of contents 4 OpenRouter alternatives to prioritize evaluating in 2026 As you build AI features in your product, you’ll likely decide to use multiple large language models (LLMs) to manage costs...

Keywords: openrouter deciding, openrouter alternatives, ai gateway, plan openrouter, requirements openrouter, gateway environment, intelligent routing, routing logic, gateway openrouter, openrouter offers
Source: merge.dev

How JFrog and NanoClaw are Bringing Software Supply Chain Security to the Age of Autonomous AI

How JFrog and NanoClaw are Bringing Software Supply Chain Security to the Age of Autonomous AI There’s a category of security risk that most organizations aren’t ready for. It doesn’t live in your cod...

Keywords: environment nanoclaw, nanoclaw runtime, running nanoclaw, nanoclaw operate, nanoclaw jfrog, jfrog nanoclaw, benefits nanoclaw, nanoco ai, nanoclaw understanding, framework nanoclaw
Source: jfrog.com

Percona on Kubernetes Databases, AI, and Open Source Strategy

What’s Happening Percona CEO Peter Farkas sat down with ECI Research principal analyst Paul Nashawaty to discuss three converging pressures reshaping enterprise database strategy: the maturation of Ku...

Keywords: percona kubernetes, databases kubernetes, percona ceo, kubernetes databases, percona strategy, kubernetes database, kubernetes viable, teams percona, percona introduction, kubernetes deliver
Source: efficientlyconnected.com

Claude Can See My Screen. Here’s What It Gets Wrong.

-5517fd7b58a6---4 crawled_date: 2026-06-24T17:30:34.602862+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 16:37:43 GMT

Claude Can See My Screen. Here’s What It...

Keywords: situation ezzi, ezzi reads, ezzi captures, layer ezzi, ezzi, good ezzi, screenshot interview, ezzi app, screen ai, dr ezzi
Source: levelup.gitconnected.com

How I Cut a $1,000/Month Agent Bill to Under$ 300 — The Exact Stack

-5517fd7b58a6---4 crawled_date: 2026-06-24T15:29:52.214112+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 14:56:39 GMT

Member-only story Your AI Agents Are Burn...

Keywords: agent workload, ai costs, ai agents, ai infrastructure, semantic routing, cut ai, routing semantic, optimized, semantic cache, agents
Source: levelup.gitconnected.com

How we built it: Running Replay on Temporal

I’d been at Temporal for less than two weeks when my first major project landed: help architect and build a conference-level registration system for Replay on Temporal. Not just a registration form. A...

Keywords: temporal workflows, temporal client, built temporal, client temporal, temporal customize, temporal building, temporal experience, frontend temporal, replay temporal, use temporal
Source: temporal.io

Backdoor.Mistic: New Backdoor May be Linked to Ransomware Access Broker

Backdoor.Mistic: New Backdoor May be Linked to Ransomware Access Broker Stealthy new backdoor used in cybercrime intrusions since April 2026 may be associated with Woodgnat (aka KongTuke), an initial...

Keywords: software backdoor, ransomware backdoor, backdoor documented, linked ransomware, qilin ransomware, tool ransomware, backdoor launched, dll backdoor, tools ransomware, backdoor linked
Source: security.com

Context Windows Are Not Memory: What AI Agent Developers Need to Understand

In this article, you will learn why a large context window is not the same thing as agent memory, and how techniques like retrieval, compression, and summarization fit together in an agent’s cognitive...

Keywords: context agents, large context, window memory, agent memory, context management, memory ai, memory, context summarization, context windows, prompt memory
Source: machinelearningmastery.com

PR spam today looks like email spam in the early 2000s

I'm Rahul, and I work at Greptile, where we build AI agents that review pull requests. Greptile reviews PRs for OpenClaw which became the fastest-growing repo in GitHub history almost overnight. That...

Keywords: openclaw contributors, contributors openclaw, openclaw pr, prs openclaw, contributors prs, openclaw, openclaw perspectives, openclaw offers, openclaw getting, agents contributors
Source: greptile.com

Show HN: Y – A malleable coding-agent desktop app built with Electron

y is a self-modifying desktop coding-agent app. It is built around a simple idea: software should become malleable while you use it. The main interface is a chat, but the app can reshape its own UI th...

Keywords: agent apps, agent app, coding agent, coding agents, workspaces agents, commands agent, modification agent, agents locally, agents use, native agents
Source: github.com

GLM 5.2: why I’m replacing Opus in Claude Code with this new model

I put GLM 5.2, the open-weight coding model from Z.AI, through four real tasks inside my actual codebase: a codebase architecture audit, a UI redesign, and a 45-minute autonomous bug-hunting session p...

Keywords: glm worth, glm open, blog glm, app glm, task glm, models glm, glm stumbled, glm, ai glm, glm model
Source: lennysnewsletter.com

"Fix" MacBook Neo Cursor Lag: Record 1 Pixel of the Screen Every 10 Seconds

Unlag Neo: A "fix" for the cursor lag on Macbook Neo Macbook Neo (I'm on macOS Tahoe 26.5.1) cursor is lagging when the cursor is near the screen's edges or when it enters a Terminal window. [1][2][3]...

Keywords: cursor lagging, cursor lag, lagging cursor, stops lagging, background lagging, locked lag, cursor stops, cursor cgcursorisdrawninframebuffer, lag macbook, fix cursor
Source: gist.github.com

For Most of the World, Open-Source AI Is the Only Way Forward

Proprietary AI is both too expensive and too centralized in control for most countries and companies to rely upon. NYC — Yann LeCun, one of the “Godfathers of AI,” may have long been Meta’s chief AI s...

Keywords: ai sovereignty, proprietary ai, ai infrastructure, open ai, ai platforms, global ai, source ai, ai argued, ai inevitable, ai subsidized
Source: techstrong.ai

The Xteink X4 E-Ink Reader

The Xteink X4 E-Ink Reader I’ve had the Xteink X4 for a couple of months now, a £40 e-ink reader small enough to stick to the back of a phone. I’d seen a few posts about it (Khairul Selamat, Neil Brow...

Keywords: card reader, ink tablet, ink reader, microsd card, x4 ink, x4 device, pocket x4, ink readers, microsd slot, microsd
Source: blog.omgmog.net

How to Build Memory into AI Agents

Building a loop so that your agent can learn from previous actions allows you to create delightful agentic experiences that learn with the user. This is often called memory. Memory can be the differen...

Keywords: agent memory, agent remembering, loop agent, memory agent, agent remember, agent learn, agent repeatedly, understand agent, agent behave, agent reuse
Source: langchain.com

Too many R packages: CRAN is inundated with submissions

CRAN continues to be the most accessible repository for statistical knowledge on the planet, and the number of new packages being accepted by CRAN is growing faster than ever. But, is the R community...

Keywords: cran packages, packages cran, new cran, make cran, cran, cran growing, cran pkgs, interesting packages, new packages, cran began
Source: rworks.dev

Trace packages back to their source pipeline

When we introduced native Pipelines authentication for Bitbucket Packages, we made it easier to publish artifacts from CI/CD without relying on personal credentials. Now we’re extending that integrati...

Keywords: bitbucket pipelines, artifact pipeline, commits pipeline, publish artifacts, published pipelines, packages pipelines, pipelines authentication, published artifacts, package artifacts, publishing pipeline
Source: atlassian.com

WebKit Always Enables the Copy Menu Item in Every App

WebKit, to quote its website, “is the web browser engine used by Safari, Mail, App Store, and many other apps on macOS, iOS, and Linux.” Obviously, Safari uses WebKit to display web pages, but did you...

Keywords: webkit mail, webkit display, webkit bug, safari mail, uses webkit, webkit handling, webkit issue, apple webkit, html emails, menu mail
Source: lapcatsoftware.com

Audit Workflows, Reef Cameras, Tokenizer Research: Three CDS Capstone Projects

---2 crawled_date: 2026-06-24T20:31:20.431930+00:00 feed_url: https://nyudatascience.medium.com/feed published: Wed, 24 Jun 2026 19:47:43 GMT

Audit Workflows, Reef Cameras, Tokenizer Research: Th...

Keywords: project course, capstone projects, 2025 projects, project exploring, projects graduate, projects, 2026 project, capstone project, projects broadly, project ends
Source: nyudatascience.medium.com

Build a Red Hat Enterprise Linux EUS image with image-builder CLI

The image builder command-line interface (image-builder ) provides a straightforward way to create customized Red Hat Enterprise Linux (RHEL) images. This guide explains how to build an Extended Updat...

Keywords: image rhel, rhel image, builds rhel, rhel images, build image, install rhel, install image, image repository, enable rhel, linux rhel
Source: developers.redhat.com

How to Fix “There Has Been a Critical Error on This Website”

“There has been a critical error on this website” is WordPress’s way of telling you that a fatal PHP error stopped your site from loading. It usually comes from a plugin or theme conflict, a PHP memor...

Keywords: php fatal, fatal php, error stopped, php failure, error website, critical errors, critical error, error wordpress, broken page, errors frequently
Source: copahost.com

RubyLLM: A single, beautiful Ruby framework for all major AI providers

A single, beautiful Ruby framework for all major AI providers. Easily build chatbots, AI agents, RAG applications, content generators, and every AI workflow you can think of. Battle tested at - Fully...

Keywords: ruby ai, ai ruby, rubyllm ai, ruby framework, rubyllm chat, ai rubyllm, rubyllm agent, build chatbots, chat rubyllm, ai chat
Source: rubyllm.com

WordPress Error Logs: How to Enable, Find and Read Them

WordPress error logs record every PHP error, warning, and notice your site generates — and they’re the fastest way to find the real cause of almost any WordPress problem. WordPress doesn’t log errors...

Keywords: error logs, wordpress logging, log errors, logs wordpress, wordpress debug, wp_debug_log, log wordpress, error log, log debug, debug log
Source: copahost.com

7 Frontend Concepts You Must Know | React

-5517fd7b58a6---4 crawled_date: 2026-06-24T15:29:52.214112+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 14:58:12 GMT

The Document Object Model (DOM) The DO...

Keywords: dom document, parses html, html xml, dom representation, html, html body, represents html, example html, model dom, html creates
Source: levelup.gitconnected.com

DiffusionBench: Towards Holistic Evaluation of Generative Diffusion Transformers

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Keywords: tokenizer, rae tokenizer, dir, contains, ___ ____, ____ ___, __ ____, ___ ___, ____ __, ___ imagenet
Source: github.com

From Backlog to Burned Down: Managing Risk with Remediation Campaigns

Risk-based prioritization solves one problem: knowing what to fix first. It doesn’t solve the harder operational question: how do you actually manage the work of fixing it? Even with defined SLAs and...

Keywords: scope remediation, scoped remediation, remediation initiative, remediation campaign, severity exploitability, remediation efforts, remediation campaigns, risk reduction, coordinated remediation, leverage remediation
Source: cycode.com

Mixture of Agents (MoA): 4 AI Models vs 1 — The Architecture That Could Redefine Intelligence

-5517fd7b58a6---4 crawled_date: 2026-06-24T15:29:52.214112+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 14:57:56 GMT

Member-only story Mixture of Agents (MoA)...

Keywords: collective intelligence, model intelligence, diverse ai, intelligence layered, capable ai, agents moa, ai, ai models, architecture multi, agents challenging
Source: levelup.gitconnected.com

Auth0 PHP - manually authenticating JWT idTokens

I find it baffling just how poorly documented most big projects are. Auth0 by Okta has a fair bit of cash, lots of customers, and almost completely absent documentation. Here's how to successfully aut...

Keywords: authenticate jwt, auth0 okta, authenticated auth0, accesstoken idtoken, auth0 authorization, tokentype auth0, projects auth0, jwt io, auth0 sdk, jwt
Source: shkspr.mobi

Firebase Just Killed Imagen.

-5517fd7b58a6---4 crawled_date: 2026-06-24T15:29:52.214112+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 14:56:54 GMT

Member-only story Firebase Just Killed Im...

Keywords: imagen flutter, firebase_ai stop, firebase_ai package, shutdown imagen, firebase ai, google firebase, firebase_ai, models firebase_ai, firebase, uses firebase
Source: levelup.gitconnected.com

In this post we’re going to see how share.acquire.mode=record_limit combined with: fewer consumers than partitions and various cases of “partition skew” …can result in subpar performance with share gr...

Keywords: partition batch_optimized, batch_optimized share, partitions brokers, partitions penalized, performance share, record_limit share, slow aggregate, partition broker, subpar performance, partitions broker
Source: jack-vanlightly.com

MacOS Tahoe 26- creating admin user through recovery terminal utilising dscl cli

---2 crawled_date: 2026-06-24T10:28:25.400015+00:00 feed_url: https://marcincuber.medium.com/feed published: Wed, 24 Jun 2026 10:15:04 GMT

MacOS Tahoe 26- creating admin user through recovery ter...

Keywords: administrators macos, recovery administrative, mac administrators, macos recovery, admin_mc dscl, administrative recovery, accessing recovery, user recovery, macos tahoe, admin dscl
Source: marcincuber.medium.com

The 5-Step Debugging Framework I Learned by Watching Anthropics Fable Solve a Bug I Couldn’t

-5517fd7b58a6---4 crawled_date: 2026-06-24T15:29:52.214112+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 14:56:09 GMT

Member-only story The 5-Step Debugging Fr...

Keywords: fable solve, using fable, fable, fable particular, older trick, anthropics fable, trick coin, trick, trick sleight, misdirection grandpa
Source: levelup.gitconnected.com

The V Language: The Best Parts of Go, Rust, and Python — All in One

-5517fd7b58a6---4 crawled_date: 2026-06-24T17:30:34.602862+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 24 Jun 2026 16:37:52 GMT

Member-only story The V Language: The Bes...

Keywords: programming languages, programming language, rust python, rust programming, programming visual, programming, programmers features, features rust, languages programming, features programmers
Source: levelup.gitconnected.com

Thinking to recall: How reasoning unlocks parametric knowledge in LLMs

Generative AI

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