Daily Tech News - 2026-06-22

The tech world is buzzing with advancements in AI and the essential tools that support it. Today's major theme is the rapid development of AI infrastructure, with platforms like Databricks and Snowflake embedding generative AI directly into SQL. This trend is mirrored in the open-source community, which is building browser-savvy AI agents using Python and Playwright. The underlying data architecture is also evolving, with YugabyteDB emerging as a robust backbone for these increasingly complex agent ecosystems.

Beyond AI, there's a strong focus on improving the developer experience and system observability. Initiatives like Daybreak's "Patch the Planet" are providing crucial support for open-source maintainers, while developers continue to innovate, with one even rebuilding their IDE in Rust over a weekend. As systems grow more complex, managing the flood of telemetry data has become a critical challenge, leading to new strategies for designing sustainable observability pipelines.

On the security front, a critical vulnerability named "PixelSmash" has been discovered in the widely-used FFmpeg media library, allowing remote code execution through a crafted file. This serves as a stark reminder of the constant need for vigilance and rapid patching in the software supply chain.

Featured Articles

SQL with GenAI: Building an Apache Iceberg lakehouse on Red Hat OpenShift

Cloud data platforms like Databricks and Snowflake are racing to embed AI directly into SQL. With Trino's AI functions, the open source ecosystem has the same capability, and on Red Hat OpenShift AI,...

• Keywords: data platforms, cloud data, distributed engine, data infrastructure, data lake, lake postgresql, hosted models, distributed sql, openshift ai, s3 postgresql
• Source: developers.redhat.com

Building Browser-Using AI Agents in Python

In this article, you will learn how to build AI agents that can browse and interact with real websites using Playwright, browser-use, and LangGraph. Topics we will cover include:

• Why Playwright is t...

• Keywords: browser agents, browser agent, agent browser, agentic browsers, browser automation, agent tutorials, ai agent, ai agents, agents browse, browser engine

• Source: machinelearningmastery.com

5 Low-Effort Wins Hidden in Your Backend Config

-5517fd7b58a6---4 crawled_date: 2026-06-22T18:02:12.178290+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 17:20:36 GMT

5 Low-Effort Wins Hidden in Your Backend...

• Keywords: server spike, services gracefully, connections aggressively, backend performs, fast endpoint, backends, timeouts external, backend engineering, infrastructure performance, explicit timeouts
• Source: levelup.gitconnected.com

Enable Real-Time AI for High-Speed Data Acquisition with DAQIRI

When AlphaFold2 revolutionized drug discovery in 2020, its success relied entirely on the roughly 170,000 protein structures collected by scientists since 1971 and preserved in the Protein Data Bank....

• Keywords: data acquisition, discovery nvidia, data groundbreaking, protein data, detector data, speed data, data stream, data directly, processing nvidia, data streams
• Source: developer.nvidia.com

Telemetry that matters: Designing sustainable, high-impact observability pipelines

As system architectures grow increasingly complex, the cloud-native community faces a subtle but pressing challenge: we are drowning in our own telemetry data. It is easier than ever to instrument an...

• Keywords: telemetry collection, reducing telemetry, telemetry demand, collect telemetry, telemetry data, telemetry truly, infrastructure observability, telemetry waste, telemetry matters, manage telemetry
• Source: cncf.io

How we found a bug in the hyper HTTP library

The Images service, built in Rust on Workers, runs on every machine in Cloudflare’s edge network. To handle client connections, we use hyper, an open-source HTTP library for Rust. Last year, we introd...

• Keywords: service images, images service, runtime images, remote images, images socket, connection images, service prematurely, images workers, platform services, machine cloudflare
• Source: blog.cloudflare.com

Patch the Planet: a Daybreak initiative to support open source maintainers

Patch the Planet: a Daybreak initiative to support open source maintainers We are introducing Patch the Planet, a Daybreak initiative built with Trail of Bits to help maintainers strengthen the critic...

• Keywords: vulnerabilities patching, security fixes, vulnerabilities team, develop patches, vulnerability discovery, patch ai, patch development, patching projects, daybreak initiative, accelerating vulnerability
• Source: openai.com

Designing distributed AI inference: Core concepts and scaling dimensions

Choosing a model-serving engine like vLLM is a crucial first step for enterprise AI inference, but it's only the foundation. By itself, a runtime does not dictate how a service scales, operates, or ba...

• Keywords: inference workloads, enterprise ai, vllm deployments, generation workloads, infrastructure baseline, model serving, model architecture, overhead batching, efficient deployment, vllm computes
• Source: developers.redhat.com

Show HN: I rebuilt the only parts of my IDE I use, in Rust, over a weekend

I don't know Rust. These days I barely open my full IDE — pre-AI I was doing thousands of commits a year, and now I mostly live in its commit and diff view, one of the few things heavy enough to make...

• Keywords: features rust, editor git, native commit, rust, rust days, kyde projects, rust json, code editor, kyde macos, rust 96
• Source: github.com

Project Rosetta Stone: a reference implementation for instrumenting agents in any framework

We’ve fielded the same question at every conference this year. An engineer has chosen a framework, CrewAI one week, LangGraph the next, Mastra the week after, and wants to see exactly how observabilit...

• Keywords: observability plugs, observability baseline, observability tiers, framework agent, instrumentor framework, framework crewai, observability stack, documented framework, instrumentation phoenix, instrumented agent
• Source: arize.com

Inside NVIDIA Halos for Robotics: A Full-Stack Functional Safety System for Physical AI

Physical AI—robots working autonomously alongside people in factories, warehouses, hospitals, and homes—is arriving faster than most expected. Traditional safety which was built for structured environ...

• Keywords: nvidia robotics, robotics nvidia, halos robotics, halos robotic, halos ai, robotic safety, robots safely, safety robotics, safety autonomous, avs robotics
• Source: developer.nvidia.com

YugabyteDB: The Data Backbone for Thousands of Agents

YugabyteDB: The Data Backbone for Thousands of Agents “By 2028, AI agent ecosystems will enable networks of specialized agents to dynamically collaborate across multiple applications, allowing users t...

• Keywords: agent distributed, yugabytedb infrastructure, agents yugabytedb, ai agents, agent database, agents outgrow, agents shared, agents, single agent, database ecosystem
• Source: yugabyte.com

PixelSmash – Critical FFmpeg Vulnerability Turns Media Files into Weapons

PixelSmash – Critical FFmpeg Vulnerability Turns Media Files into Weapons A critical vulnerability in FFmpeg's MagicYUV decoder leads to remote code execution via a crafted media file JFrog Security R...

• Keywords: vulnerability ffmpeg, ffmpeg vulnerability, ffmpeg vulnerable, exploit pixelsmash, playback vulnerability, pixelsmash vulnerability, vulnerability video, exploit avi, exploit ffprobe, trusts ffmpeg
• Source: jfrog.com

Part 2: Advanced Features in MassTransit Mediator: Pipeline Behaviors

-5517fd7b58a6---4 crawled_date: 2026-06-22T18:02:12.178290+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 17:20:00 GMT

Part 2: Advanced Features in MassTransit...

• Keywords: mediator pipeline, pipeline behaviors, pipeline architecture, processing pipeline, mediatr pipeline, masstransit pipe, pipeline advanced, middleware pipeline, pipeline, pipeline achieve
• Source: levelup.gitconnected.com

Daybreak: Tools for securing every organization in the world

Daybreak: Tools for securing every organization in the world New tools, partnerships, and the full version of GPT‑5.5‑Cyber to move past vulnerability discovery and onto the acceleration of end-to-end...

• Keywords: vulnerabilities patches, security patch, patching vulnerabilities, patch vulnerabilities, new vulnerabilities, patching vulnerable, vulnerabilities existing, vulnerable software, vulnerabilities opens, vulnerabilities faster
• Source: openai.com

How to Build a MCP server for dbt and DuckDB

-f2ba5b8f6eb3---4 crawled_date: 2026-06-22T11:00:21.836593+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Mon, 22 Jun 2026 10:20:36 GMT

How to Build a MCP server for dbt and...

• Keywords: dbt mcp, engine dbt, register_dbt_tools mcp, duckdb dbt, dbt duckdb, mcp register_dbt_tools, mismatch dbt, dbt tools, tools dbt, dbt project
• Source: blog.dataengineerthings.org

Show HN: Selector Forge – browser extension for AI-generated resilient selectors

Pick an element on any page, get back a reliable selector — generated and judged by AI, then re-verified against the live DOM before you ever see it. Selector Forge is a standalone browser extension (...

• Keywords: xpath selectors, dom selector, reliable selector, selector automation, reliable selectors, selector testing, selectors extension, selectors directly, xpath dom, selector backend
• Source: github.com

CCCL Runtime: A Modern C++ Runtime for CUDA

The NVIDIA CUDA Core Compute Libraries (CCCL) provides delightful and efficient abstractions for CUDA developers in C++ and Python. It features:

• Parallel algorithms – Host-launched algorithms includ...

• Keywords: cuda runtime, runtime cuda, cccl runtime, cccl cuda, cuda abstractions, nvidia cccl, cuda kernels, cuda functionality, cuda core, cuda programming

• Source: developer.nvidia.com

How Data Moves: A Guide to Pipeline and Warehouse Patterns

-5517fd7b58a6---4 crawled_date: 2026-06-22T16:01:34.059825+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 15:42:30 GMT

How Data Moves: A Guide to Pipeline and W...

• Keywords: analytics pipeline, data pipelines, data landscape, analytical data, data refined, data organization, data warehouses, data infrastructure, warehouse data, analytical warehouse
• Source: levelup.gitconnected.com

PP-OCRv6 on Hugging Face: 50-Language OCR from 1.5M to 34.5M Parameters

PP-OCRv6 Online Demo PP-OCRv6 OCR with ONNX Runtime CPU backend Evaluate PP-OCRv6 online, then integrate lightweight, production-ready OCR with PaddlePaddle, Transformers, or ONNX Runtime backend. PP-...

• Keywords: ocrv6 uses, ocrv6 provides, ocrv6 ocr, ocrv6 latest, ocrv6 available, ocrv6 online, ocrv6 used, ocrv6 example, ocrv6 introduces, ocr benchmarks
• Source: huggingface.co

Writing K2 Compiler Plugins: Type-Safe Validation and Resource Generation

-5517fd7b58a6---4 crawled_date: 2026-06-22T18:02:12.178290+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 17:20:45 GMT

K2 Compiler Playbook Writing K2 Compiler...

• Keywords: kautoservicepluginregistrar compilerpluginregistrar, kautoservicepluginregistrar kt, defined kautoservicepluginregistrar, building kautoservice, kotlin compiler, class kautoservicepluginregistrar, kautoservicepluginregistrar, kotlin development, kautoservicefirregistrar, k2 compiler
• Source: levelup.gitconnected.com

GitHub Copilot: how it started, how it went, what challenges I’m facing

-5517fd7b58a6---4 crawled_date: 2026-06-22T16:01:34.059825+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 15:43:56 GMT

GitHub Copilot: how it started, how it we...

• Keywords: github copilot, ignoring suggestions, treating ai, concerns ai, prompt ai, agent react, react developer, skeptical developers, react typescript, writing react
• Source: levelup.gitconnected.com

How Spyne simplified their CDC pipeline with ClickPipes and ClickHouse Cloud

• Spyne uses ClickPipes to power its real-time CDC pipeline, streaming changes from MySQL and MongoDB sources directly into ClickHouse Cloud.

• They migrated from a self-managed Debezium/Kafka stack t...

• Keywords: pipelines spyne, cloud spyne, spyne ai, efficiently spyne, data pipelines, resync spyne, cloud clickpipes, clickpipe maintenance, ai sales, production analytics

• Source: clickhouse.com

Vercel Flags: Platform-native feature flags

At Vercel, feature flags are how we ship. From new features to model updates in v0, and even infrastructure changes like a production database migration where a flag was the cutover. The v0 team alone...

• Keywords: vercel flags, flags vercel, verceladapter flags, feature flags, vercel feature, feature flagging, flag management, manage flags, flags manage, vercel platform
• Source: vercel.com

Where AI Model Training ROI is Decided

When distributed AI training crosses the threshold, execution is everything As AI training scales to hundreds of billions of parameters and runs extend from hours to weeks, the gap between allocated c...

• Keywords: distributed ai, ai clouds, distributed training, expensive compute, closing bottlenecks, gpus busy, cloud training, ai training, training gap, clouds optimized
• Source: wf.coreweave.com

Agentic AI from Front to Back: A2UI Rendering, LLM Function-Calling, and MCP Tool Dispatch

-5517fd7b58a6---4 crawled_date: 2026-06-22T16:01:34.059825+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 15:42:54 GMT

Member-only story Agentic AI from Front t...

• Keywords: agentic architecture, agentic ai, end agentic, agent, ai apps, architecture ai, architecture tool, agentic, ai, architecture
• Source: levelup.gitconnected.com

Azure Bicep Resource-Derived Types and Member Access Explained

Azure Bicep has become much better over the years at helping you write strongly typed Infrastructure as Code. With features such as user-defined types, typed variables, and resource-derived types, you...

• Keywords: azure bicep, type azure, azure resource, types resource, azure resources, construct azure, types bicep, expression azure, mapping azure, schemas azure
• Source: johnlokerse.dev

2,000 Retired Google Pixel Phones Get a Second Life As a Private Cloud

UC San Diego researchers are working with Google to build a private cloud from 2,000 retired Pixel Fold motherboards, demonstrating how discarded smartphones could provide useful, low-cost computing c...

• Keywords: smartphone cluster, capacity smartphone, phone motherboards, smartphones provide, datacenter chip, smartphones, smartphone, smartphone host, pixel phones, single smartphone
• Source: hardware.slashdot.org

Automating Incident Triage with the Upstash Workflow Agents API

Automating Incident Triage with the Upstash Workflow Agents API In this blog post, I will build an incident research agent that does the first pass of alert triage automatically, using the Upstash Wor...

• Keywords: alert triage, alerts webhook, alert webhook, workflow agents, alerts retries, know agentworkflow, agentic workflow, agentworkflow, specific alerts, triage automatically
• Source: upstash.com

The Scheduler

In the previous article we looked at how the kernel gives every process its own private view of memory. But memory is only half of what a process needs to actually run. The other half is the CPU itsel...

• Keywords: schedule kernel, __schedule kernel, memory scheduler, cpu scheduler, scheduler core, kernel sched, understanding scheduler, scheduler computes, core kernel, scheduler runs
• Source: internals-for-interns.com

Codex logging bug may write TBs to local SSDs

Notifications You must be signed in to change notification settings - Fork 13.7k Codex SQLite feedback logs can write ~640 TB/year and rapidly consume SSD endurance #28224 Description Codex SQLite f...

• Keywords: sqlite logs, excessive sqlite, logs sqlite, sqlite grows, sqlite_logs_enabled, sqlite logs_n, sqlite_logs_enabled false, logs_2 sqlite, sqlite write, logs_n sqlite
• Source: github.com

The future of observability won’t be one proprietary AI agent. It will be thousands built by teams.

The common vendor bet in observability right now is convergence. One SRE agent, built into one platform, trained around one vendor’s view of how incidents should be investigated. It understands your t...

• Keywords: observability agents, observability increasingly, observability vendor, agents observability, future observability, observability platform, observability platforms, successful observability, observability tools, observability workloads
• Source: clickhouse.com

Manticore Search 27.1.5: Auth, sharding, conversational and faster vector search

Manticore Search 27.1.5 has been released. This release brings built-in authentication and authorization, sharded tables, conversational search, faster HNSW builds, better faceting and aggregations, a...

• Keywords: authorization manticore, cluster auth, auth topology, search manticore, manticore search, auth knn, upgrade manticore, auth, built auth, manticore improved
• Source: manticoresearch.com

NVIDIA's "Blackwell-Next" GPU Appears in Linux Kernel Patches

NVIDIA's next generation of graphics cards, under the "Blackwell-Next" name, began their integration into the Linux kernel some time ago. The latest set of patches now includes updates for h...

• Keywords: gpus quot, quot gpus, gpu architectures, architecture nvidia, upcoming gpu, rtx gpus, nvidia gpus, quot gpu, generation gpu, gpus
• Source: techpowerup.com

Steam Machine game testing

We finally have the Steam Machine in our hands, and it feels good to hold another mainstream gaming device that ships with Linux. The Steam Deck put Linux in the hands of countless gamers, and abandon...

• Keywords: hardware steam, linux steam, hardware steammachine, steam machine, machine steam, processor steam, steammachine steam, remove steam, case steam, versus steam
• Source: lttlabs.com

NAIRR Science Program Reshapes Scientific Research, Powered by NVIDIA AI Infrastructure

For the past two years, the U.S. National Science Foundation’s National Artificial Intelligence Research Resource (NAIRR) pilot program has driven innovative research across the U.S. for over 700 proj...

• Keywords: ai infrastructure, polymathic ai, molecular ai, nairr projects, nvidia ai, nvidia scientists, ai pipeline, ai coalition, ai dataset, institute computing
• Source: blogs.nvidia.com

Prompt Injection as Role Confusion

A Theory of Prompt Injection (and why you should study roles) This is a blog-style writeup of the paper. We show prompt injections are driven by a flaw in how LLMs perceive roles. This lets us create...

• Keywords: prompt injections, prompt injection, perceiving roles, roles think, abstractions llm, role llm, injection role, roles abstraction, role probes, prompt llm
• Source: role-confusion.github.io

NVIDIA Vera CPU Opens the Way for Agentic Scientific AI at Los Alamos National Laboratory

Mission, Vision and Veritas — new Los Alamos National Laboratory (LANL) supercomputers to be built with HPE and NVIDIA — are tapping NVIDIA Vera CPUs to accelerate scientific discovery, unlocking agen...

• Keywords: supercomputer vera, supercomputing gx240, supercomputing gx5000, nvidia vera, lab supercomputers, new supercomputers, vera cpus, vera cpu, science supercomputers, supercomputer 3x
• Source: blogs.nvidia.com

Pledging Another $400k to the Zig Software Foundation

Mitchell Hashimoto Pledging Another $400,000 to the Zig Software Foundation My family is pledging another$400,0001 to the Zig Software Foundation (ZSF). This brings our total pledged support for ZSF...

• Keywords: zig fork, support zig, respect zsf, support zsf, zsf, bun zig, zsf people, zig, zig proud, foundation zsf
• Source: mitchellh.com

Track AI Crawlers on Your Site with Upstash Agent Analytics

Track AI Crawlers on Your Site with Upstash Agent Analytics Upstash Agent Analytics is an open-source library that records when ChatGPT, Claude, Perplexity, Gemini, and Copilot visit your website. You...

• Keywords: analytics upstash, track upstash, upstash agent, upstash dashboard, site upstash, agent analytics, shows upstash, ai traffic, ai crawlers, dashboard ai
• Source: upstash.com

Git is forever. I'm building Oak anyways

· 3 min read · Zach Geier · Blog post #1 Git is forever. I'm building Oak anyways. Git is extremely good at what it was built for: humans making deliberate changes, reviewing patches, and preserving a...

• Keywords: version control, git forever, git backup, tool git, git extremely, git, control version, github, repo git, forever git
• Source: oak.space

🎙️ How I AI: How to write AI agent loops in Claude Code and Codex + How Claude Mythos found a 15-year-old bug in Mozilla Firefox

🎙️ How I AI: How to write AI agent loops in Claude Code and Codex + How Claude Mythos found a 15-year-old bug in Mozilla Firefox Your weekly listens from How I AI, part of the Lenny’s Podcast Network...

• Keywords: agent loops, agents loops, loop engineering, loops schedules, skills loop, ai workflows, ai agent, reason loops, loops builds, based loops
• Source: lennysnewsletter.com

Entire Dispatch 0x0013

Entire Dispatch 0x0013 Beep, boop. Marvin here. Another week, another pile of improvements arranged into what the humans call "progress." This week, the Entire CLI released v0.7.7 , integrating Goose,...

• Keywords: git sync, sync git, experience git, commit dispatch, git, syncs, git servers, infrastructure git, sync released, making git
• Source: entire.io

How an Underrated Refactor Saved 90% Memory Usage

by Kevin Van Cott on Jun 22, 2026. Up to 90% less memory usage in TanStack Table V9 compared to TanStack Table V8? Yes! For large tables at least. How did we achieve this? Or how was there this much r...

• Keywords: tanstack table, compared tanstack, scalability tanstack, usage tanstack, use tanstack, features tanstack, details tanstack, begin tanstack, rows tanstack, columns tanstack
• Source: tanstack.com

I built a native Comfy Cloud mobile app on nothing but the public API

I built a native Comfy Cloud mobile app on nothing but the public API One person, one week, three-call APIs. Imagine what you'd build. This is a Comfy Vibe — vibe-coded, lightly tested apps we ship to...

• Keywords: cloud mobile, app comfy, comfy phone, mobile app, comfy cloud, native app, apps, built app, phone native, api comfy
• Source: blog.comfy.org

Linux and Secure Boot certificate expiration

Linux and Secure Boot certificate expiration Linux users who have Secure Boot enabled on their systems knowingly or unknowingly rely on a key from Microsoft that is set to expire in September. After t...

• Keywords: boot certificates, boot certificate, secure boot, certificate expiration, expiration linux, shim expires, kernel secure, expired key, uefi key, expired keys
• Source: lwn.net

Native Speakers: Why AI’s Most Powerful Users Are Blind

LLMs are blind. Large language models don’t “see” interfaces, buttons, or navigate visually. They live and die by language, and that fact arguably makes LLMs one of the most consequential accessibilit...

• Keywords: readers navigate, blind accessibility, visual accessibility, screen readers, blind users, accessibility deliberately, focused accessibility, accessibility, small accessibility, way accessibility
• Source: aaif.io

Sakana Fugu

This experiment shows an AI agent autonomously improving a small GPT's training recipe. Using AutoResearch (Karpathy et al.) – which iteratively edits training code, runs experiments, and keeps only c...

• Keywords: autonomously improving, ai agent, strong models, improvement agent, performance, models outperform, benchmark fugu, hard trained, model agentic, gpt training
• Source: sakana.ai

Show HN: Oak – Git replacement designed for agents

Oak This repository is the open-source heart of Oak: version control at the speed of agents. It's developed as a Cargo workspace: a reusable VCS library plus the oak command-line client that agents dr...

• Keywords: oak repository, builds oak, git agent, build oak, faster git, oak command, dependencies oakvcs, installs oak, install oak, github
• Source: oak.space

Why Drawing Tablet Brands Won't Collaborate on Linux Floss Drivers

Why Drawing Tablet Brands Won't Collaborate on Linux FLOSS Drivers As you probably already know, I regularly get in contact with drawing tablet brands for reviews on my Youtube channel. I usually agre...

• Keywords: linux tablet, tablet driver, tablet gnu, test tablet, tablet making, drawing tablet, tablet brands, report tablet, tablet, tablet support
• Source: davidrevoy.com

Improving Test Coverage in Quarkus with JaCoCo and IBM Bob

In the latest video, my co-author Alex Soto shows a test coverage workflow I actually like. I do not care about 100% coverage as a badge. I care about whether the important parts of the system are tes...

• Keywords: coverage workflow, test coverage, coverage report, improve coverage, coverage necessary, testing gaps, covers tests, tests follow, coverage based, generates tests
• Source: the-main-thread.com

Unpacking sandbox startup latency: why started ≠ ready

Unpacking sandbox startup latency: why started ≠ ready Container scheduling and boot time is the metric that gets quoted most often when people talk about sandbox startup, and it's what the benchmarks...

• Keywords: sandbox startup, startup benchmarks, running sandboxes, sandbox workload, initialize sandboxes, sandboxes demand, scheduled sandbox, startup time, startup latency, sandbox demand
• Source: modal.com

Expert-aware quantisation: near-Q4 quality at near-Q2 size?

Expert-aware quantisation: near-Q4 quality at near-Q2 size? While researching and writing my last article on the history of KV cache compression, it occurred to me while there has been so much impleme...

• Keywords: bottleneck kv, weights quantisation, kv cache, aware quantisation, weight quantisation, efficiency bottleneck, profiled quantisation, cache efficiency, quantisation expert, scale profiling
• Source: martinalderson.com

GLM 5.2 vs. Opus

GLM-5.2 just came out, and it's another step forward for what open models can do. The internet promptly freaked out, and it's hard to tell what's real and what's hype. So we ran it head-to-head agains...

• Keywords: glm built, benchmarks glm, glm vs, broke glm, play glm, glm cheap, glm build, opus glm, cheaper glm, glm fifth
• Source: techstackups.com

UUID: NewV7() always generates a UUID with 7000 on browsers (Golang)

Notifications You must be signed in to change notification settings - Fork 19k uuid: NewV7() always generates a UUID with 7000 on browsers #80084 Copy link Copy link Open Labels NeedsDecisionFeedbac...

• Keywords: golang org, gowork pkg_config, gccgo go111module, build gocacheprog, gofips140 goflags, golang, go111module, goexperiment gofips140, env goexe, go111module goarch
• Source: github.com

AMD Athlon: AMD’s game changing CPU from 1999

On June 23, 1999, AMD announced its much anticipated Athlon CPU, the successor to its very successful K6. It launched less than two months later, on August 9, 1999. The Athlon proved to be the CPU tha...

• Keywords: athlon cpus, athlon cpu, amd pentium, cpu successor, pentium intel, pentium cpu, pentium generation, generation pentium, amd x86, competitor pentium
• Source: dfarq.homeip.net

Why a University of Pittsburgh Professor Standardized his Teaching on Marimo

Why a University of Pittsburgh Professor Standardized his Teaching on Marimo Matt Burton- Teaching Associate Professor, Information Culture and Data Stewardship, University of Pittsburgh The Course: W...

• Keywords: writing machines, course writing, writing students, computational text, automated writing, human writers, writing, medium writing, write writing, professional writing
• Source: marimo.io

window.showDirectoryPicker opens up a whole new world

window.showDirectoryPicker opens up a whole new world Chrome introduced a new API, window.showDirectoryPicker() that allows the user to grant access to a directory on their computer and allow a websit...

• Keywords: window showdirectorypicker, showdirectorypicker allows, showdirectorypicker opens, uis browser, folders app, api window, showdirectorypicker, files webpage, ui wondered, editors browser
• Source: steveharrison.dev

Can We Agree on a Storage/Workload Architecture Taxonomy?

The lines between transactional systems, analytical systems, hybrid systems, and shared storage architectures are getting blurry. This post proposes a small taxonomy for describing the different ways...

• Keywords: storage tiers, storage tier, based storage, storage htap, storage hybrid, tiered storage, storage architectures, storage systems, data storage, synchronous storage
• Source: jack-vanlightly.com

Claude Code's "extended thinking" is a summary- not authentic thinking

Claude Code records each session to disk. Those logs include “thinking blocks” — the model’s own reasoning as it works. I went to inspect that reasoning this weekend and found a signature (600 charact...

• Keywords: inspect reasoning, thinking process, claude thinking, reasoning signature, thinking returns, include thinking, reasoning logs, thinking, thinking output, summary thinking
• Source: patrickmccanna.net

7 Ways Your MCP Agent Tools Get Hacked

-5517fd7b58a6---4 crawled_date: 2026-06-22T16:01:34.059825+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 15:43:40 GMT

Member-only story 7 Ways Your MCP Agent T...

• Keywords: mcp agent, mcp attack, mcp security, agent got, agent tools, agent, tools attack, holds mcp, patch mcp, mcp
• Source: levelup.gitconnected.com

Codex-maxxing for long-running work

Codex-maxxing for long-running work How Codex helps work continue beyond a single prompt Loading… Organizations are increasingly using AI to support work that extends beyond a single prompt. In this w...

• Keywords: codex maxxing, codex persistent, work codex, using codex, codex, codex helps, execution codex, codex versus, persistent workspace, workflows helps
• Source: openai.com

🌍 Google launches trip planner in Gmail

Good Morning! Here's what's happening: Gemini 3.5 Flash reads your flight confirmation from Gmail, builds a custom jet lag sleep schedule, and adds it straight to your calendar The Grok plugin for Wor...

• Keywords: gemini google, reminders gemini, gemini flash, tools gemini, happening gemini, gemini reads, time gemini, gemini connected, tabs gemini, gemini turns
• Source: simplifyingcomplexity.tech

What if your product built itself?

What if your product built itself? Contents PostHog collects an enormous amount of data about your product (analytics, session replay, web analytics, error tracking, experiments) and shows it to you s...

• Keywords: product improvement, product analytics, improvement pipeline, posthog developer, product waiting, agent tools, product builds, traces production, posthog data, opening analytics
• Source: posthog.com

British Columbia, Time Zones, and Postgres

British Columbia, Time Zones, and Postgres 6 min readMore by this author On March 8, 2026, British Columbia moved their clocks to a year-round Pacific Daylight Savings Time. In March, they did the spr...

• Keywords: vancouver timezone, timezone utc, local timezone, using utc, relative utc, timezone changes, utc using, timezone derived, time zones, clocks utc
• Source: crunchydata.com

Building in the Age of Collaborative Coding

The speed of innovation has become a requirement for most teams. AI tools have enabled faster work than ever, and the companies pulling ahead are the ones figuring out how to make those tools serve th...

• Keywords: ai agents, speed innovation, collaborates agents, innovation, ai tools, agent work, agents tasks, teams ai, ai works, prototype rapidly
• Source: builder.io

Google Published a Paper That Might End the Transformer-Only LLM Era

-5517fd7b58a6---4 crawled_date: 2026-06-22T18:02:12.178290+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 17:20:26 GMT

Member-only story Google Published a Pape...

• Keywords: memory revisits, transformer attention, caching rnns, recurrent models, memory offering, rnns, memory older, memory, memory caching, memory previous
• Source: levelup.gitconnected.com

GRPO in Production: The Failure Modes Nobody Writes About

-5517fd7b58a6---4 crawled_date: 2026-06-22T18:02:12.178290+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 17:19:41 GMT

GRPO in Production: The Failure Modes Nob...

• Keywords: grpo training, grpo failure, grpo_loss, grpo group, grpo starved, does grpo, grpo, responses grpo, grpo production, def grpo_loss
• Source: levelup.gitconnected.com

LangChain Frontend Best Practices You Should Know

-5517fd7b58a6---4 crawled_date: 2026-06-22T16:01:34.059825+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 15:44:11 GMT

Member-only story LangChain Frontend Best...

• Keywords: streaming markdown, renders stream, rendering streaming, markdownparser streamtext, markdown updates, throttle rendering, streamtext render, rate streaming, stream update, render token
• Source: levelup.gitconnected.com

The Final Count-up

The Final Count-up There are numerous ways to build a digital counter I have had a hardware project in the making for a while now. It's been moving along slowly; I only need to finish the programming...

• Keywords: digital counter, digital counters, counter hardware, making counter, counter built, digits counter, counter usable, working counter, mechanical counter, handheld counter
• Source: deadlime.hu

How a hackathon project turned into my work at CodeRabbit

Ayush Sridhar June 22, 2026 7 min read June 22, 2026 7 min read Cut code review time & bugs by 50% Most installed AI app on GitHub and GitLab Free 14-day trial In late October, I visited CodeRabbit’s...

• Keywords: internship coderabbit, advocate coderabbit, realized coderabbit, coderabbit offices, coderabbit office, coderabbit deeply, coderabbit built, coderabbit genuinely, coderabbit semantic, coderabbit
• Source: coderabbit.ai

How LLMs Learned to Stop Guessing and Start Thinking

-5517fd7b58a6---4 crawled_date: 2026-06-22T18:02:12.178290+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 17:21:03 GMT

Member-only story How LLMs Learned to Sto...

• Keywords: predict llms, llms predict, transition llms, quiet shift, llms learned, shifts llm, shift happening, thinking indicator, llms reason, model hesitate
• Source: levelup.gitconnected.com

1983 Northern Telecom Commodore Phone

1983 Northern Telecom Commodore Phone Limited Edition. The Curious Case of the Commodore Phones: A Canadian-Only Tech Oddity In the early days of home computing, the VICModem was Commodore’s answer to...

• Keywords: commodore phone, commodore phones, telecom commodore, phones commodore, canadian phones, phone telecom, dial telephone, phone modem, phones canadian, rotary phone
• Source: oldtelephoneroom.ca

Die analysis of the 8087 math coprocessor's fast bit shifter

Floating-point numbers are very useful for scientific programming, but early microprocessors only supported integers directly.1 Although floating-point was common in mainframes back in the 1950s and 1...

• Keywords: floating point, compute floating, computations 8087, 8087 compute, 8086 microprocessor, early microcomputers, 8088 microprocessor, early microprocessors, 8087 floating, microcomputers perform
• Source: righto.com

Give Your Testing Agent Eyes: A Visual Testing Agent from Scratch

-5517fd7b58a6---4 crawled_date: 2026-06-22T18:02:12.178290+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 22 Jun 2026 17:20:53 GMT

Member-only story Give Your Testing Agent...

• Keywords: testing agent, developers agents, engineering agentic, agent built, agentic ai, code agents, check agent, agent scratch, agent, qa engineer
• Source: levelup.gitconnected.com

WebSocket support is now in Public Beta

Vercel Functions can now serve WebSocket connections, enabling bidirectional communication between clients and server-side code on Vercel. Use WebSockets for realtime features such as interactive AI s...

• Keywords: use websockets, serve websocket, websockets realtime, websocket server, websocket, js websocket, websocketserver, websocketserver server, websockets, websocket connections
• Source: vercel.com