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Daily Tech Briefing: Optimization, Agency, and Open Source Milestones

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Daily Tech Briefing: Optimization, Agency, and Open Source Milestones June 15, 2026

As we reach the midpoint of June 2026, the tech industry is no longer just building AI; it is refining the engine rooms and governance structures required to sustain it for the next decade. Today’s landscape is defined by a dual focus on extreme infrastructure efficiency and the professionalization of agentic workflows.

The Inference Efficiency War The push for local and optimized LLM deployment has reached a fever pitch. With the release of ATOM, hardware-software co-optimization is squeezing unprecedented performance out of AMD Instinct hardware, particularly for high-concurrency workloads. Developers are increasingly moving away from restrictive APIs, weighing the merits of llama.cpp versus vLLM for local inference. This shift is supported by breakthroughs in memory management, such as KV cache offloading, and advanced fusion kernels that are significantly boosting training throughput for Mixture-of-Experts (MoE) models.

From Agentic Prototypes to Production The industry has moved past the "honeymoon phase" of AI agents. The conversation has shifted toward reliability and compliance, highlighted by LangGraph’s first-principles approach to agent runtimes and the emergence of "World-Action Models" that bridge the gap between digital reasoning and physical robotics. As the EU AI Act’s obligations begin to loom, stateful stream processing is becoming the go-to architecture for building compliant, production-ready agents. For developers, the challenge now lies in evaluation; tools like LangSmith are being integrated on "Day 1" to ensure these autonomous systems remain under human agency.

A Decade of Open Source Excellence In the cloud-native world, we celebrate a major milestone: ten years of ClickHouse in open source. From its 2016 release to becoming the gold standard for analytical databases, its journey mirrors the broader growth of the CNCF ecosystem, which welcomed nine new sandbox projects this spring. Meanwhile, the developer experience continues to evolve, with Jane Street bridging the OCaml-Python divide through OxCaml and engineers reclaiming their stacks from NPM dependencies.

Whether it’s fine-tuning biological foundation models or booting "naked" Linux for a minimalist edge, today's news confirms that the future is being built on a foundation of speed, safety, and specialized sovereignty.

Featured Articles

Exploring Cloud Native projects in CNCF Sandbox. Part 6: 9 arrivals of Spring 2025

The second batch of Open Source projects introduced to the CNCF Sandbox over the last year comprises 9 projects accepted during March-May. They have a lot to do with two topics: AI/ML and alternative...

  • Keywords: cncf projects, projects cncf, cncf sandbox, introduced cncf, sandboxing framework, kitops packages, cncf acceptance, new cncf, cncf starting, cncf batch
  • Source: palark.com

ATOM: Unlocking Extreme AMD Instinct Inference with Software-Hardware Co-Optimization

ATOM: Unlocking Extreme AMD Instinct Inference with Software-Hardware Co-Optimization# As LLM serving enters a phase defined by high concurrency, long-context workloads, sparse MoE activation, and mul...

  • Keywords: atom execution, atom runtime, atom benchmark, atom architecture, execution atom, atom runs, atom software, atom inference, workloads atom, atom unlocking
  • Source: rocm.blogs.amd.com

llama.cpp vs. vLLM: Choosing the right local LLM inference engine

Everyone wants to run local large language models (LLMs) right now, and for good reason. Running your own GPT-style models means no API bills creeping up month over month, no rate limits from a model...

  • Keywords: models openai, benchmarking llama, benchmarked engines, architectural tradeoffs, openai essentially, benchmarks evolution, models fast, like openai, language models, benchmarks deepseek
  • Source: developers.redhat.com

Boosting MoE Training Throughput with Advanced Fusion Kernels

Mixture-of-experts (MoE) models have quickly become a foundational component of modern, large-scale AI systems. They are widely adopted because they enable substantially larger model capacity while ac...

  • Keywords: speedup deepseekv3, kernel speedups, cudnn kernels, kernel cudnn, training bottlenecks, bottlenecks activation, activation bottlenecks, bottlenecks new, kernel optimizations, biggest bottlenecks
  • Source: developer.nvidia.com

Build vs Buy Streaming for Real-Time RAG: 2026 Guide

New in Confluent Cloud: Making Data & Pipelines Accessible for AI-Ready Streaming | Learn More Moving a retrieval-augmented generation (RAG) prototype from a Python notebook into production isn't an A...

  • Keywords: streaming infrastructure, practical streaming, streaming systems, streaming platform, building streaming, development stream, streaming task, stream processor, streaming platforms, unified stream
  • Source: confluent.io

MPI-powered gradient synchronization in PyTorch distributed training

The theoretical capability of a 1,000-GPU cluster is staggering, but in practice, the hardware often spends more time "talking" than "thinking." In distributed training, the gradient synchronization p...

  • Keywords: gpu cluster, gpu network, gpu communication, gpu aware, gpus systems, processing gpu, gpu processes, distributed training, parallelization, gpus node
  • Source: developers.redhat.com

monday Service + LangSmith: Building a Code-First Evaluation Strategy from Day 1

[This is a guest post from our friends at Monday.com driving eval strategy for their customer-facing AI service agents, led by Gal Ben Arieh (Group Tech Lead). Thank you for your contribution!] Many t...

  • Keywords: evaluation infrastructure, evaluations running, evaluations ensuring, evaluations infrastructure, agent evaluation, evaluations development, eval strategy, evaluations ran, evaluations prompts, evaluation pipelines
  • Source: langchain.com

AI document automation workflows: From extraction to action

AI document automation workflows: From extraction to action Table of contents

  • Pulling data out of a document is the easy part. What happens next is harder: validation, routing, approvals, and the do...

  • Keywords: automation pipeline, automation workflows, extraction workflow, document ai, extraction ai, process ai, document automation, automation ai, workflow automation, ai document

  • Source: nutrient.io

Boot Naked Linux

Boot Naked Linux 2026-05-19When I was a kid, computers weren’t coddled and left running 24/7, when you were done with them you switched them off, and when you wanted them again you just switched them...

  • Keywords: initramfs good, kernel filesystem, naked linux, kernel initramfs, tiny linux, boot process, fast ssd, new linux, alternative linux, linux kernel
  • Source: nick.zoic.org

How I learned Go in a Day with Antigravity 2.0 and How You Can Do the Same

How I learned Go in a Day with Antigravity 2.0 and How You Can Do the Same Alex "Sandu" Astrum Developer Relations, Antigravity I have been exploring how to reclaim my software stack from NPM dependen...

  • Keywords: handling golang, golang cli, runtime interpreter, walkthrough migration, skills golang, antigravity sandbox, testing golang, distribute runtime, dependency overhead, golang directed
  • Source: cloud.google.com

Pretrained to Imagine, Fine-Tuned to Act: The Rise of World-Action Models

Quick glossary for readers new to VLA/WAM terminology Background: two building blocks. A visuomotor policy maps current observations plus a goal or instruction to robot actions. A world model predicts...

  • Keywords: wam vla, vla wam, modern vla, vla research, vla action, vla transition, vla stages, recent wam, wam action, wam research
  • Source: developer.nvidia.com

Using Agents, Keeping Agency.

Using Agents, Keeping Agency. I’ve been thinking about how many decisions I don’t make independently anymore. The series I queue up because it was the top suggestion. The brand I bought because it sat...

  • Keywords: using agents, agentic projects, coding agents, agents making, agents keeping, agentic development, decision agents, agent options, agents building, agents
  • Source: devindickerson.dev

Agent Evaluation Readiness Checklist

By Victor Moreira, Deployed Engineer @ LangChain This checklist is a practical companion to "Agent Observability Powers Agent Evaluation", which covers why agent evaluation is different from tradition...

  • Keywords: testing evaluators, agent evaluation, evaluation agent, testing agent, eval infrastructure, agent evals, agent observability, agent test, automated evals, runtime evaluators
  • Source: langchain.com

Running local models is good now

Running local models is good now I’ve been working with local models since they came out, and finally, they’re surprisingly good now. I have a 2022 M2 Mac with 64 GB RAM and 1TB storage and I’ve used...

  • Keywords: models slow, models locally, models fast, models early, models good, local models, models recently, local model, models severely, model recommendations
  • Source: vickiboykis.com

Using OxCaml to implement type-safe reference counting between OCaml and Python

Jane Street is known for being an OCaml shop, but for years now Python has been our second major programming language, acting as the primary tool for data analysis and (especially importantly these da...

  • Keywords: pyocaml python, ocaml runtime, relying ocaml, memory py, underlying python, pyocaml_function store, python avoided, ocaml_result py, ocaml library, oxcaml compiler
  • Source: blog.janestreet.com

Fine-Tuning Biological Foundation Models with LoRA Using NVIDIA BioNeMo Recipes

Foundation models are reshaping computational biology. Pretrained on massive corpora of protein or genomic sequences, models such as ESM2 (a protein language model) and Evo 2 (a DNA language model) ca...

  • Keywords: learns genomic, trained genomic, learns protein, adaptation lora, from_pretrained nvidia, tuning biological, pretrained backbone, trained backbone, nvidia bionemo, prediction protein
  • Source: developer.nvidia.com

How AI Inference Is Creating New Memory Demand

How AI Inference Is Creating New Memory Demand KV cache offloading and agentic AI as key drivers “The memory system of AIs is going to cause the storage system to be completely revolutionized.” At GTC...

  • Keywords: kv cache, memory ais, stored ai, cache agentic, memory storage, cache memory, kv caching, caching agent, cache kv, memory demand
  • Source: insights.trendforce.com

How to think about agent frameworks

TL;DR:

  • The hard part of building reliable agentic systems is making sure the LLM has the appropriate context at each step. This includes both controlling the exact content that goes into the LLM, as...

  • Keywords: agentic frameworks, frameworks agentic, agents frameworks, agents langgraph, agentic framework, agent frameworks, langgraph agents, frameworks agents, agent orchestration, framework agents

  • Source: langchain.com

Build Compliant AI Agents With Stateful Stream Processing

New in Confluent Cloud: Making Data & Pipelines Accessible for AI-Ready Streaming | Learn More The EU AI Act's general provisions are already in force, and high-risk AI system obligations apply from A...

  • Keywords: regulated ai, ai legislation, ai obligations, ai agent, ai agents, eu ai, risk ai, ai risk, auditing agent, agent audit
  • Source: confluent.io

Ten years of ClickHouse in open source

ClickHouse was released in open source on Jun 15 2016, ten years ago. Since then, it became the most popular open source analytical database with more than 2000 contributors. Building in the open # Th...

  • Keywords: open sourced, open source, open development, contributors open, open sourcing, source repositories, database contributors, contributors building, looking repositories, repositories
  • Source: clickhouse.com

Building LangGraph: Designing an Agent Runtime from first principles

By Nuno Campos Summary: We launched LangGraph as a low level agent framework nearly two years ago, and have already seen companies like LinkedIn, Uber, and Klarna use it to build production ready agen...

  • Keywords: langgraph agent, agents langgraph, langgraph platform, build agents, agents build, langgraph build, langgraph builds, build langgraph, building langgraph, langgraph framework
  • Source: langchain.com

Redis Caching Patterns: A Practical 2026 TypeScript Guide with Examples

Redis Caching Patterns: A Practical 2026 TypeScript Guide with Examples In this article I want to cover 4 caching patterns and some tips to implement them in production: TTL and eviction, invalidation...

  • Keywords: cache redis, redis cache, redis caching, caching patterns, caching read, caching pattern, caching write, caching strategy, cache effectiveness, write caching
  • Source: upstash.com

Google DeepMind Pre-Training Lead: How To Get a Job at a Frontier Lab | Vlad Feinberg

Vlad Feinberg is Google DeepMind’s pre-training area lead and I asked him all about how to land a job at a frontier lab like Google DeepMind, Anthropic or OpenAI. Check out the episode wherever you ge...

  • Keywords: skills frontier, job frontier, frontier labs, frontier work, hire frontier, specialized skills, frontier lab, training research, training areas, frontier understanding
  • Source: developing.dev

How to turn Claude Code into a domain specific coding agent

Authored by: Aliyan Ishfaq Coding agents are great at writing code that uses popular libraries on which LLMs have been heavily trained on. But point them to a custom library, a new version of a librar...

  • Keywords: langgraph agent, agents libraries, context engineering, documentation extensive, documentation easily, libraries langgraph, documentation tools, documentation built, langgraph tasks, langgraph based
  • Source: langchain.com

What job interviews taught me about Kubernetes

What job interviews taught me about Kubernetes So I've been job hunting lately. Reading job postings, doing interviews, talking to engineering teams at like a dozen companies. And I noticed something...

  • Keywords: kubernetes, kubernetes kubernetes, kubernetes personal, use kubernetes, know kubernetes, literally kubernetes, taught kubernetes, kubernetes ve, kubernetes single, kubernetes adopters
  • Source: notnotp.com

Introducing End-to-End OpenTelemetry Support in LangSmith

Observability is critical for debugging and optimizing LLM applications — but until now, getting a complete view of your system meant juggling multiple tools and formats. Now, LangSmith offers full en...

  • Keywords: application tracing, backends opentelemetry, native tracing, sdk opentelemetry, trace interoperability, opentelemetry backend, opentelemetry support, native opentelemetry, applications opentelemetry, application monitoring
  • Source: langchain.com

How TimescaleDB compresses time-series data

TimescaleDB Compression: Hypercore and Columnar Storage with up to 98% Ratio in PostgreSQL TimescaleDB can achieve compression of up to 98% for typical time-series data. Compressing time-series data r...

  • Keywords: timescaledb compression, compression timescaledb, columnar compression, compression optimizes, compress timescaledb, data compressed, data compression, columnar compressed, compression hypercore, compressed data
  • Source: roszigit.com

JAX: commitment issues

JAX: commitment issues Imagine you have JAX code like this, and run it on a machine with CUDA set up: key = jax.random.key(42) cpu0 = jax.devices("cpu")[0] with jax.default_device(cpu0): array = jax.r...

  • Keywords: cpu jax, cpu0 jax, jax asynchronous, jax numpy, jax random, jax array, jax device_put, array jax, device jax, jax works
  • Source: gilesthomas.com

10 best practices for timestamps and time zones in databases

The old joke goes that there are only two hard things in Computer Science: Naming variables and cache invalidation and off-by-one errors. But I contend that nothing makes experienced developers want t...

  • Keywords: handling tinybird, implemented tinybird, timezone practices, guide tinybird, tinybird uses, use tinybird, timezone handling, tinybird, tinybird docs, tinybird store
  • Source: tinybird.co

Show HN: I wrote a C++ ray tracer from scratch without AI

Luz is a C++20 Path Tracer developed from scratch with zero third-party dependencies. It supports Monte Carlo path tracing, global illumination, BVH acceleration, adaptive sampling, denoising, atmosph...

  • Keywords: luz files, blender luz, luz converter, luz file, usage luz, luz exporter, luz options, custom luz, luz samples, include luz
  • Source: github.com

Spotlight on SIG Storage

Spotlight on SIG Storage In our ongoing SIG Spotlight series, we shine a light on the groups that keep the Kubernetes project moving forward. This time, we catch up with SIG Storage, the group respons...

  • Keywords: sig storage, storage sig, storage kubernetes, ongoing sig, place sig, dedicated sig, sig managed, sig spotlight, sig apps, role sig
  • Source: kubernetes.io

AI GPUs probably live longer than three years

AI GPUs probably live longer than three years People who think current AI use is unsustainable often rely on the claim that inference GPUs only last “three years at the most” under load1. The idea her...

  • Keywords: gpus years, gpu lifespan, ai gpus, evidence gpus, gpus 2020, lifespan ai, claims ai, spending gpus, economic lifespans, fact gpus
  • Source: seangoedecke.com

The Bar CISOs Should Set for AI Infrastructure

Recently, an AI system identified a vulnerability in OpenBSD, an open-source operating system widely considered among the most security-hardened in the world. The flaw had gone undetected for nearly t...

  • Keywords: ai workloads, speed exploitation, ai infrastructure, security hardened, exploitation changes, vulnerability discovery, ai security, vulnerability openbsd, active exploitation, security cloud
  • Source: wf.coreweave.com

WWDC 2026: Under-the-radar announcements for iOS developers - Bitrise Blog

WWDC 2026 delivered plenty to talk about. Apple's renewed AI push, Xcode 27 (that we shipped to customers in beta within 24 hours of the keynote!), and refreshing Liquid Glass. It also delivered a not...

  • Keywords: app 2026, apple intelligence, new xcode, new app, apps, ios, developing ios, 2026 apple, app intents, app experiences
  • Source: bitrise.io

Agentic Engineering: How Swarms of AI Agents Are Redefining Software Engineering

Key Takeaways

  • What is agentic engineering? Agentic engineering is a multi-agent coordination model where AI agents act as digital team members — each with defined roles, shared memory, and a common...

  • Keywords: agentic engineering, agentic workflows, agent development, engineering agentic, agents collaborate, architecture agentic, agent workflow, agent agents, agents operate, agents agents

  • Source: langchain.com

How to Make AI Agents Follow Your Design System

The other day, I had an agent open a PR against one of my apps, for a new notification-preferences panel. The screenshot the agent handed me looked right. Spacing was fine, labels were there, the resp...

  • Keywords: rebrand modal, imported modal, legacy message, deprecated hook, agent modal, modal test, code legacy, editing legacy, hook deprecated, legacy ui
  • Source: builder.io

Schema-First GraphQL on Quarkus: When SmallRye Is Too High-Level

Schema-First GraphQL on Quarkus: When SmallRye Is Too High-Level Use quarkus-vertx-graphql and GraphQL Java to keep the SDL in charge, wire /graphql yourself, and keep request-level control for header...

  • Keywords: graphql service, graphql quarkus, quarkus graphql, graphql java, graphqls schema, graphql annotations, graphql schema, graphql integration, smallrye graphql, graphql graphqlhandler
  • Source: the-main-thread.com

A backdoor in a LinkedIn job offer

A backdoor in a LinkedIn job offer Last week, I got a LinkedIn message from a recruiter at a small crypto startup. We exchanged a few messages over a couple of days, she described a broken proof-of-co...

  • Keywords: backdoor linkedin, backdoor repo, executes backdoor, reading backdoor, backdoor instruction, suspicious stopped, impersonated github, repo review, review repo, suspected messages
  • Source: roman.pt

Memory safety CVEs differ between Rust and C/C++

How memory safety CVEs differ between Rust and C/C++ CVE is a database used for categorizing and reporting security vulnerabilities in software. There are various kinds of vulnerabilities that can be...

  • Keywords: vulnerabilities rust, rust cve, cves rust, rust memory, rust programs, unsafety rust, rust programmers, rust conceivable, safe rust, rust developers
  • Source: kobzol.github.io

On Agent Frameworks and Agent Observability

Every time LLMs get better, the same question comes back: "Do you still need an agent framework?" It's a fair question. The best way to build agents changes as the models get more performant and evolv...

  • Keywords: agent frameworks, agent framework, agentic workflows, build agents, agent engineering, agent observability, fundamentally agent, models agent, built agent, agent collaboration
  • Source: langchain.com

Show HN: Nxui – Copy-paste animated UI components for Vue

Introduction Beautiful animated components for Vue. Built with Tailwind CSS and motion-v. 180+ copy-paste components nxui is a collection of beautifully crafted animated Vue components that you can co...

  • Keywords: animations vue, animated vue, nxui component, nxui components, components nxui, vue components, components vue, vue built, nxui built, built nxui
  • Source: nxui.geoql.in

This Is How I Built an Agentic Incident Resolution System in 10 Mins!

-5517fd7b58a6---4 crawled_date: 2026-06-15T04:17:09.401322+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 15 Jun 2026 03:49:57 GMT

This Is How I Built an Agentic Incident R...

  • Keywords: monitoring agentic, agentic incident, incidents datadog, datadog agent, agentic engineering, incident resolution, execution agentic, incident workflows, datadog monitoring, attempted agentic
  • Source: levelup.gitconnected.com

Satya Nadella: A frontier without an ecosystem is not stable

Thoughts on the future of the firm in an AI-driven economy, and why every company will need to compound the loop between their human capital and token capital … https://lnkd.in/gD_CzSuj not the model....

  • Keywords: firm ai, company ai, excel performing, ppt excel, ai frontier, ai economy, expertise refining, model tech, model frontier, ai company
  • Source: linkedin.com

Agent Observability: How to Monitor and Evaluate LLM Agents in Production

Key Takeaways You can't monitor agents like traditional software. Inputs are infinite, behavior is non-deterministic, and quality lives in the conversations themselves. This article explains what to m...

  • Keywords: testable agent, monitoring agents, monitor agents, agent analyze, evaluation agents, agent development, monitoring tools, logs agents, monitoring evaluation, monitoring approaches
  • Source: langchain.com

Cloud CISO Perspectives: The 4 lessons that guided AI Threat Defense

Cloud CISO Perspectives: The 4 lessons that guided AI Threat Defense Chris Betz CISO, Google Cloud Get original CISO insights in your inbox The latest on security from Google Cloud's Office of the CIS...

  • Keywords: ai threats, ai threat, threats ai, defend ai, ai protect, ai defender, threat intelligence, cloud ai, cloud ciso, cybersecurity learn
  • Source: cloud.google.com

Introducing 1Password Credential Broker

Introducing 1Password Credential Broker by Jeff Malnick June 15, 2026 - 6 min Related Categories Right now, somewhere in your organization, a service account token is sitting in a CI/CD environment va...

  • Keywords: 1password credential, credential 1password, managing credentials, manage credentials, credentials secrets, sensitive credentials, manages 1password, credentials access, credentials, credential vault
  • Source: 1password.com

Typst 0.15.0

Typst 0.15.0 (June 15, 2026) This section documents all changes to the Typst language and compiler between Typst 0.14.2 and 0.15.0. If you are migrating an existing document to Typst 0.15, make sure t...

  • Keywords: export typst, typst versions, using typst, document typst, typst version, deprecated typst, typst supports, typst standard, handling typst, typst doc
  • Source: typst.app

How and when to build multi-agent systems

Late last week two great blog posts were released with seemingly opposite titles. “Don’t Build Multi-Agents” by the Cognition team, and “How we built our multi-agent research system” by the Anthropic...

  • Keywords: context agents, agent architectures, agent architecture, agent framework, approach agents, agent research, agent applications, agents cognition, prompt engineering, context engineering
  • Source: langchain.com

Iroh 1.0

Iroh 1.0 - Dial Keys, not IPs by b5Dial keys. Not IPs. It's a simple idea really, and it's the right abstraction for the future of the internet. IP addresses can break, without warning, and it's outsi...

  • Keywords: firewalls iroh, iroh dial, iroh services, communicate iroh, using iroh, iroh device, apis iroh, iroh connect, build iroh, iroh exists
  • Source: iroh.computer

Show HN: Exploiting Slack's video embeds to achieve E2EE communication

Introduction Some time ago, while exploring Slack’s Block Kit reference, I noticed something peculiar: the video block. When I saw that it accepted a video_url , the first thing I thought was: how doe...

  • Keywords: slack video, video blocks, video embed, video block, encrypted messages, slack app, message encrypts, slack block, sends encrypted, encrypt messages
  • Source: v1c.rocks

Vercel Functions can now run up to 30 minutes

1 min read Vercel Functions using the Node.js and Python runtimes now support execution durations up to 30 minutes for Pro and Enterprise teams, more than 2x the previous 800 second limit. Support for...

  • Keywords: function waiting, duration vercel, waiting ai, execution durations, vercel json, async, executing pauses, additional runtimes, vercel functions, node js
  • Source: vercel.com

Higher Order Functions in Go: Why It Matters and How to Use It

-5517fd7b58a6---4 crawled_date: 2026-06-15T04:17:09.401322+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 15 Jun 2026 03:49:17 GMT

Higher Order Functions in Go: Why It Matt...

  • Keywords: behavior parameter, function pass, function signature, func order, order func, function func, order functions, way function, pass parameters, higher order
  • Source: levelup.gitconnected.com

One agent, two trace destinations: Arize AX + Databricks Unity Catalog

Production traces serve more than one purpose. Engineers use them to debug agent behavior, investigate failures, run evaluations, and understand how systems behave in production. Platform and data tea...

  • Keywords: production traces, opentelemetry traces, data teams, data workflows, opentelemetry pipeline, trace opentelemetry, opentelemetry exporter, platform data, data platform, traces databricks
  • Source: arize.com

Snowflake AIM for Enterprise Migration and Modernization

Organizations today face increasing pressure to modernize data platforms, accelerate cloud adoption and unlock AI-driven innovation. Yet large-scale migrations remain one of the most complex, time-con...

  • Keywords: modernize migrate, data migration, migrations snowflake, migrations smarter, accelerate migration, teradata migrations, migration snowflake, spark migration, enterprise migrations, proven migration
  • Source: snowflake.com

Atlassian’s DESIGN.md is here: what we learned testing portable design context in practice

When AI generates a user interface, the results tend to look the same: gradient buttons, all-caps headings, generic card layouts and hover animations that nobody asked for. It works, technically, but...

  • Keywords: brand ai, atlassian design, ai tokens, integrated atlassian, ai token, context brand, brand ui, context agents, generic atlassian, ai generates
  • Source: atlassian.com

Growing the Cloudflare AI team with talent from Ensemble AI

Today, we’re excited to share that key members of the team at Ensemble AI are joining Cloudflare to help accelerate our work in AI infrastructure and make it easier for developers to run powerful AI m...

  • Keywords: ensemble ai, ai efficient, models faster, ai faster, models efficiently, efficient cloudflare, ai workloads, ensemble expertise, build ai, ai infrastructure
  • Source: blog.cloudflare.com

The Protocol That Cleaned Up Our Agent Architecture

A few weeks ago someone from the data team asked whether we could update the database schema which was being populated by one of the tools of our complex agentic system. The update is simple: two new...

  • Keywords: tool schemas, agentic update, schemas langchain, handles schema, schema meant, validation agent, changing schema, schema, schema just, schemas
  • Source: towardsdatascience.com

The Reflect Package

In the previous article we watched the runtime rebuild an entire stack trace out of metadata the compiler and linker had frozen into the binary at build time. I told you at the end that reflect works...

  • Keywords: runtime reflect, metadata compiler, metadata runtime, trace metadata, fmt reflect, compiler serialized, trick metadata, fmt printf, struct called, reflect typeof
  • Source: internals-for-interns.com

What's New with Dynamic Tables — Faster Refresh

Thousands of customers turn to Dynamic Tables for a modern and fast approach to data transformations. With end-to-end pipeline latency in minutes and an efficient incremental processing engine, Dynami...

  • Keywords: pipeline performance, pipelines benchmarks, pipelines faster, tables faster, tables pipeline, efficient pipelines, pipeline latency, table workloads, data pipeline, incremental pipelines
  • Source: snowflake.com

Ask HN: Has anyone replaced Claude/GPT with a local model for daily coding?

Every month I research this and come to the same conclusion: the time, effort, and cost required to get local models (and the coding tools around them) to perform even close to Claude Code with sonnet...

  • Keywords: models faster, model tooling, reasonably scoped, qwen models, coding tools, higher requirements, model course, models coding, models, performance currently
  • Source: news.ycombinator.com

Benchmarking Information Retrieval and LLM Hallucination with RIKER

Benchmarking Information Retrieval and LLM Hallucination with RIKER

  • Mitch Lewis Information retrieval and contextual understanding are foundational components of enterprise AI workflows. By incorpor...

  • Keywords: knowledge retrieval, ai workflows, approaches retrieval, retrieval capabilities, retrieval performance, riker retrieval, retrieval tasks, retrieval intelligence, retrieval models, overall retrieval

  • Source: signal65.com

Build and deploy a RAG app with Pinecone Serverless

Key Links Context LLMs are unlocking a new era of generative AI applications, becoming the kernel process of a new kind of operating system. Just as modern computers have RAM and file access, LLMs hav...

  • Keywords: mind vectorstores, vectorstore productionization, vectorstores, retrieval, vectorstore, local vectorstores, vectorstore management, vectorstores gained, called retrieval, context llms
  • Source: langchain.com

How to Debug & Evaluate AI Agents with Observability — LangChain Guide

Key Takeaways You can't build reliable agents without understanding how they reason, and you can't validate improvements without systematic evaluation. This article explains the primitives for agent o...

  • Keywords: debugging agent, reliable agents, agents evaluate, evaluating agents, evaluations agents, evaluate agents, agent evaluation, evaluating agent, assert agent, agent observability
  • Source: langchain.com

Linux 7.1 Introduces New NTFS Driver, Steam Deck OLED Audio Fix, and More Features

Linus Torvalds has announced the release of Linux 7.1, featuring significant updates including a rewritten NTFS filesystem driver, improved battery reporting for Apple Silicon devices, and a fix for a...

  • Keywords: intel flexible, battery intel, performance hardware, amd, amd cpus, cpus amd, amd pstate, filesystem driver, energy performance, macsmc power
  • Source: serverhost.com

Using NetworkManager to permanently set an interface administratively down

This article demonstrates the legacy way and a new way to permanently set a network interface administratively down with NetworkManager and nmcli commands. Since the very first NetworkManager announce...

  • Keywords: networkmanager force, networkmanager managing, networkmanager sets, prior networkmanager, networkmanager immediately, networkmanager nmcli, networkmanager ability, administratively networkmanager, manage networkmanager, networkmanager managed
  • Source: developers.redhat.com

21 years and counting of 'eight fallacies of distributed computing' (2025)

You’d think that by now, networks were well enough understood that people would stop making assumptions that we have known, almost since the dawn of networking, to be untrue. Yet as users, developers,...

  • Keywords: network fallacies, networks fallacies, network inherently, ran networks, fallacies network, encompasses network, network reliable, treat network, modern networks, networks differences
  • Source: blog.apnic.net

AI Agent Tool Design: What Works and What Doesn’t

In this article, you will learn how tool design — not model capability — is the root cause of most AI agent failures, and what concrete design patterns you can apply to fix it. Topics we will cover in...

  • Keywords: agent failures, failures apis, agent reliability, tool reliable, unreliable agent, tool fails, tools ai, failures predictable, failures surface, structured failures
  • Source: machinelearningmastery.com

Apple Foundation Models

Claude for Foundation Models is a Swift package that makes Claude available as a server-side language model in Apple's Foundation Models framework. The package conforms Claude to the framework's Langu...

  • Keywords: configured claudelanguagemodel, claudelanguagemodel languagemodelsession, languagemodelsession api, claudelanguagemodel instances, apple languagemodelerror, session languagemodelsession, capabilities claudelanguagemodel, languagemodelsession session, languagemodelsession framework, claudemodel xcode
  • Source: platform.claude.com

How to Design a Multi-Region Active-Active Architecture on AWS

How to Design a Multi-Region Active-Active Architecture on AWS It is 3:14 AM. PagerDuty goes off. us-east-1 is having one of its days, and your entire product is down because that is where all of it l...

  • Keywords: dynamodb aurora, aws regions, hours dynamodb, aws dynamodb, state dynamodb, architecture aws, dynamodb global, aws global, based aws, dynamodb setup
  • Source: devops-daily.com

Leanpub Book LAUNCH 🚀 Under The Hood: Build Every Layer of a Large Language Model from Scratch by Ramchand Kumaresan

Leanpub Book LAUNCH 🚀 Under The Hood: Build Every Layer of a Large Language Model from Scratch by Ramchand Kumaresan Most LLM books teach you to use models. This one teaches you to build them — every...

  • Keywords: teaches build, language model, models teaches, leanpub book, models, use models, workshop book, project read, projects, model
  • Source: leanpub.com

Things that made me think: Open Source trust relationships, knowledge without provenance, and theory building

Things that made me think: Open Source trust relationships, knowledge without provenance, and theory building By Tom Renner

  • 3 minutes read - 505 wordsThis series is a place to collect interesting th...

  • Keywords: source trust, optimising trust, cv agents, ai agent, build credible, agents build, security blog, github, provenance training, trust

  • Source: tomrenner.com

I Was Wrong About Microservices. We’re Moving Back to a Monolith.

-5517fd7b58a6---4 crawled_date: 2026-06-15T04:17:09.401322+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 15 Jun 2026 03:49:49 GMT

Member-only story I Was Wrong About Micro...

  • Keywords: wrong microservices, microservices moving, services rails, update billing, service billing, crawled_date 2026, microservices, billing service, delete services, 5517fd7b58a6 crawled_date
  • Source: levelup.gitconnected.com

See what your database is doing right now with Connections

See what your database is doing right now with Connections Much of database debugging eventually turns into carefully inspecting what each connection is doing. In Postgres, this means watching pg_stat...

  • Keywords: watching pg_stat_activity, pg_stat_activity loop, pg_stat_activity, pg_stat_activity state, query pg_stat_activity, pg_stat_activity query, pg_stat_activity retrace, pasting pg_stat_activity, queries waiting, syntax pg_stat_activity
  • Source: planetscale.com

Building Adoption Through Experience: Inside 27 Virtual’s VCF Knights Solution Lab

As organizations strive to modernize their IT environments, the need for practical, hands-on expertise has never been greater. Broadcom expects every Broadcom Knight to have an environment, a solution...

  • Keywords: knight vmware, cloud environments, vmware technologies, environments broadcom, cloud foundation, labs 27virtual, cloud platforms, vmware cloud, solution labs, innovation containerized
  • Source: news.broadcom.com

The Government Just Banned an AI Model. An Engineer's Perspective.

The Government Just Banned an AI Model. An Engineer's Perspective. June 15, 2026 0 mins readI've spent the better part of three years wiring AI into how my teams build and ship software. So when the n...

  • Keywords: mythos ban, mythos models, mythos turned, version mythos, mythos good, using mythos, mythos, mythos zero, simple mythos, mythos discover
  • Source: snyk.io

I Love the Computer

I Love the Computer In a recent discussion on the Aftermath Podcast about the ill effects of the current AI hype cycle, one of the editors said something that really resonated with me: I love the comp...

  • Keywords: lived computers, love computer, computer moment, computers stem, computers early, computers, computer related, computer, computer beginning, revolved computer
  • Source: michaelenger.com

Accelerating researchers and developers building multilingual AI with a new open dataset

Software may be written in programming languages, but human language is at the heart of developer collaboration. Developers explain how projects work in READMEs. They ask for help in issues. They revi...

  • Keywords: github multilingual, multilingual repositories, repositories multilingual, software multilingual, multilingual developer, multilingual collaboration, multilingual ai, multilingual data, data multilingual, languages dataset
  • Source: github.blog

Even more batteries included with Emacs

Even More Batteries Included with Emacs Emacs features have a discoverability problem, and we’re chipping away at it one demo at a time. The years since I wrote the last one of these have yielded more...

  • Keywords: doubt batteries, batteries, tips batteries, batteries included, time batteries, veteran emacs, included emacs, emacs recently, new emacs, emacs including
  • Source: karthinks.com

Show HN: machine0 – Persistent NixOS VMs You Control from the CLI

Persistent VMs from the CLI Persistent NixOS & Ubuntu VMs, tools pre-installed. Dedicated CPU/RAM, static IPs & per-minute billing. Get Started Now NixOS or Ubuntu with tools pre-installed. Dedicated...

  • Keywords: persistent nixos, persistent vms, nixos, cli persistent, vms cli, nixos ubuntu, vms persist, builds nixos, ubuntu vms, code nixos
  • Source: machine0.io

Touch to Pixels: UI Pipeline Internals on iOS

-5517fd7b58a6---4 crawled_date: 2026-06-15T04:17:09.401322+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 15 Jun 2026 03:50:40 GMT

Member-only story Touch to Pixels: UI Pip...

  • Keywords: ios knowledge, pipeline ios, swift, knowledge swift, swift compiler, ios uh, ios, love ios, monitor interview, interview
  • Source: levelup.gitconnected.com

LLM councils show groupthink

LLM councils show groupthink perils and problems of LLM peer review One way to get the best out of LLMs is to use model diversity. The models are not all the same so if you use their unique natures, y...

  • Keywords: llm councils, llms better, llm council, committees models, best llms, reason llms, llm audit, relying llm, model diversity, llms use
  • Source: strangeloopcanon.com

Auth0 joins the Vercel Marketplace

1 min read You can now add Auth0 , a production-ready authentication to your Vercel app in just a few clicks. Built for modern frameworks like Next.js, Auth0 is an identity and access management platf...

  • Keywords: auth0 vercel, authentication vercel, vercel app, vercel marketplace, connects vercel, vercel, vercel project, auth0 production, add auth0, auth0 js
  • Source: vercel.com

Before, during, after: The three moments agents earn your trust

Priyanka Kukreja June 15, 2026 10 min read June 15, 2026 10 min read Cut code review time & bugs by 50% Most installed AI app on GitHub and GitLab Free 14-day trial We’ve moved past the era of questio...

  • Keywords: explainability agent, jobs explainability, explainability stage, auditability explanations, treat explainability, explainability covered, explainability tool, quality explanations, explaining ai, explainer ai
  • Source: coderabbit.ai

Show HN: Can Europe train a frontier AI model on the compute it owns?

A sourced model and short report on a single question: Can Europe stand up a sovereign frontier-class AI model now, by federating the public compute it already owns, while the gigawatt datacenters it...

  • Keywords: eurohpc supercomputers, supercomputers national, compute europe, public compute, eu public, gigawatt datacenters, eurohpc machines, national ai, online gigawatt, power federated
  • Source: github.com

The Golden Age of AI Applications

About Team Portfolio Jobs Theories Back to blog The Golden Age of AI Applications Jun 15, 2026 Jun 15, 2026 No items found. Share article Share to LinkedIn Share to X Previous article Next article Are...

  • Keywords: ai agents, jobs ais, agent ai, data agent, agents investment, agents, ai engineering, agent skills, coding agent, agents need
  • Source: theoryvc.com

Writing Prolog with ChatGPT

A few days ago I wrote about using Claude to solve a chess puzzle by writing Prolog code. This morning I tried a similar chess puzzle with ChatGPT. The task is to place a queen, king, rook, bishop, an...

  • Keywords: prolog llm, prolog program, swi prolog, generating prolog, prolog code, handles prolog, writing prolog, prolog, prolog lean, prolog problems
  • Source: johndcook.com

Game Engine White Papers Commander Keen

March 28, 2026 Game Engine White Papers Commander Keen Finally, The Game Engine White Papers: Commander Keen is here, more than 35 years after the original game was released in December 1990. The book...

  • Keywords: game engine, dos computer, color book, hardware era, original game, game errata, game released, experimenting assembly, book available, ms dos
  • Source: forgottenbytes.net

State of Agentic Coding

It has been more than six months since I published the article Taming Vibe Coding which consolidated all the main practices I had been using to increase my productivity with coding agents. While most...

  • Keywords: develop agentic, agent code, coding agents, agent skills, writing agents, engineering prompting, prompting context, plan context, putting agent, needs agents
  • Source: danicat.dev

Curl will not accept vulnerability reports during July 2026

The curl project will not accept or otherwise handle any vulnerability reports during the month of July 2026. We call it the curl summer of bliss. curl’s submission form on Hackerone will be paused st...

  • Keywords: report curl, curl hackerone, 2026 curl, curl project, curl maintainers, curl submission, curl summer, wait curl, curl issue, vulnerability reports
  • Source: daniel.haxx.se

My Homelab AI Dev Platform

Published

  • 4 min read My Homelab AI Dev Platform I set up OpenCode Web UI with Git access to make my homelab easier to manage. OpenCode pushes to Git, I approve the PRs, GitOps deploys the changes. B...

  • Keywords: homelab ai, ai providers, maintain services, ai dev, improvement opencode, dev tooling, manage opencode, mainly git, ai tooling, container updates

  • Source: rsgm.dev

US Government Reportedly Allowing Federal Data Center Rules to Expire

The AI boom continues to drive new data center projects (and subsequent public outcries) across the country, while a law that sets standards for how federal agencies build, use, and operate data cente...

  • Keywords: fdcea expire, data centers, data center, plan renew, federal data, policy expired, ai standards, standards federal, federal agencies, allow federal
  • Source: gizmodo.com

C3: The Best Modern C Alternative That Nobody Knows About

-5517fd7b58a6---4 crawled_date: 2026-06-15T04:17:09.401322+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 15 Jun 2026 03:49:25 GMT

Member-only story C3: The Best Modern C A...

  • Keywords: c3 programming, experimenting c3, c3 popular, programming languages, programming language, c3, c3 best, systems programmers, programming, programming toolkit
  • Source: levelup.gitconnected.com

GitHub Copilot CLI for Beginners: Overview of common slash commands

Looking to try GitHub Copilot CLI? Read the docs and get started today. GitHub Copilot CLI for Beginners: Overview of common slash commands GitHub Copilot CLI for Beginners: Learn how to use slash com...

  • Keywords: github copilot, commands cli, slash commands, commands control, commands github, commands built, copilot command, commands slash, commands, copilot cli
  • Source: github.blog

Introducing the MDN MCP server

MDN's MCP server brings MDN's documentation and browser compatibility data directly into your editor or IDE, giving your LLM or coding agent access to accurate, up-to-date web platform information.

  • Keywords: mdn documentation, mdn mcp, mcp server, mdn, platform information, brings mdn, mcp, documentation, compatibility data, documentation browser
  • Source: developer.mozilla.org
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