Daily Tech News - 2026-09-21

AI’s center of gravity is shifting from bigger models to faster infrastructure, smarter agents, and practical local deployment.

Inference optimization led the day. Qwen3.8-2.4T performance tests on a GB300 NVL72 cluster highlighted the scale of modern serving, while NVIDIA detailed multi-GPU TensorRT integration for Dynamo-Triton. AMD’s Hyperloom took a more autonomous approach, using multiple agents to optimize inference and reporting a median 1.73× speedup on Instinct GPUs. New analysis of mixture-of-experts systems also underscored an increasingly important reality: moving data efficiently can matter as much as raw computation. Benchmarks for tokenizers v1 added another reminder that once models accelerate, previously minor pipeline components become meaningful bottlenecks.

Agents are reshaping software development as well. Strands introduced a cloud harness promising frontier-level performance with 28% lower token cost, while Foremerge proposed a Git-based protocol for preventing intent conflicts between parallel coding agents. Teams are already feeling the downstream effects: one engineering account described rebuilding CI after AI-generated code dramatically increased testing volume, and another experiment used agents to optimize Rust beyond established library performance.

Local and private AI continued gaining ground. The M5 Ultra Mac Studio earned praise as a powerful workstation for local agents, alongside a macOS RAG stack built with Docker and llama.cpp. TinyTorch offered a hands-on route to understanding frameworks from tensors through transformers, while Kev brought small, trainable decision models to the Qwen3.5 ecosystem.

Beyond AI, Cloudflare’s Python Workers reached general availability, Databricks Runtime 19 arrived on Apache Spark 4.2.0, and post-quantum TLS deployments demonstrated that stronger cryptography need not require application rewrites. Together, the day’s releases point toward an ecosystem focused less on demos—and more on making advanced systems deployable, efficient, and dependable.

Featured Articles

How I’m Learning System Design: From Building Blocks to Case Studies, HLD, LLD & Code

-35e7a49c6df5---4 crawled_date: 2026-09-21T17:54:22.644267+00:00 feed_url: https://aws.plainenglish.io/feed published: Mon, 21 Sep 2026 17:14:34 GMT

How I’m Learning System Design: From Building...

• Keywords: engineering blogs, architectures collecting, architectures lld, company architecture, reference architecture, fundamentals building, interview structure, roadmap fundamentals, design roadmap, architectures
• Source: aws.plainenglish.io

PD Serving of Qwen3.8-2.4T

PD Serving of Qwen3.8-2.4T TL;DR In this blog post we present our latest performance results on PD serving of the Qwen3.8-2.4T model using vLLM on a GB300 NVL72 cluster on 8K/1K workload. In high thro...

• Keywords: serving qwen3, models qwen3, qwen3 study, qwen3 4t, model qwen3, latest performance, higher throughput, serving vllm, 2560 performance, released qwen3
• Source: vllm.ai

Python Workers are now generally available

Python Workers are now generally available We introduced Python Workers two years ago, providing a way to run Python applications in the Cloudflare Workers runtime. Our goal was to make it as simple t...

• Keywords: python workers, python worker, workers python, workers cloudflare, cloudflare workers, operates python, python developers, django workers, python cloudflare, python developer
• Source: blog.cloudflare.com

Running GPU Workloads on Kubernetes with NVIDIA: A Comprehensive Guide

In recent years, the demand for computationally intensive tasks has exploded, driven by advancements in fields such as machine learning and AI. These tasks often require the powerful capabilities of G...

• Keywords: kubernetes gpu, gpu kubernetes, gpus kubernetes, kubernetes nvidia, gpu deployments, management gpu, gpus seamlessly, gpu deployment, practices gpu, gpus cluster
• Source: collabnix.com

Expanding the OpenSearch Community: Welcoming our new OpenSearch Ambassadors

The OpenSearch Ambassador Program has evolved from a targeted founding group into a vibrant global force. Since its launch in fall 2025, the program has expanded to over 30 members, with 11 new leader...

• Keywords: opensearch ambassador, opensearch communities, opensearch community, advocate opensearch, opensearch ecosystem, future opensearch, new ambassadors, lead opensearch, work opensearch, opensearch blog
• Source: opensearch.org

tokenizers v1: encode, decode and scaling, measured

tokenizers v1: encode, decode and scaling, measured As models become faster and workloads scale, that balance begins to shift. Training on massive datasets, serving many concurrent requests, or repeat...

• Keywords: tokenizer performance, tokenizer benchmarks, fast tokenizer, tokenizers v1, tokenizer trained, tokenizers runs, tokenizer longer, tokenizers tokenization, tokenizers, tokenizer
• Source: huggingface.co

TinyTorch: Don’t Just Import PyTorch. Build It.

Featured projects A framework you write yourself, tensors through transformers TL;DR Every mature systems project eventually needs a teaching version. TinyTorch is a free, open-source curriculum where...

• Keywords: tinytorch teaches, tinytorch students, tinytorch built, compilers, tinytorch build, cpu teaches, tinytorch ai, pytorch teaching, linux compilers, inspired linux
• Source: pytorch.org

Hyperloom: A Multi-Agent Harness for Autonomous Inference Optimization on AMD GPUs

Hyperloom: A Multi-Agent Harness for Autonomous Inference Optimization on AMD GPUs# ROCm™ Hyperloom delivered a median 1.73× inference speedup in extensive unattended evaluation on AMD Instinct™ GPUs,...

• Keywords: hyperloom amd, hyperloom benchmark, faster hyperloom, hyperloom optimizes, optimized hyperloom, gpu execution, hyperloom memory, hyperloom runs, amd gpus, hyperloom built
• Source: rocm.blogs.amd.com

Computation and Data Movement for Inference

Mixture of Experts, now widely used in frontier models, has changed both the structure of serving and the economics of useful inference. It did more than increase parameter count. It changed which ten...

• Keywords: orchestration inference, inference service, inference servers, service inference, orchestration features, bandwidth orchestration, networking orchestration, orchestration software, service cluster, servers orchestration
• Source: newsletter.semianalysis.com

Introducing Strands harness: frontier performance with 28% lower token cost

We noticed builders often wished their Claude Code or Codex setup could run in the cloud because locally their agent idea just “worked” with those harnesses. But the moment you build your own agent, y...

• Keywords: agent harnesses, harness agent, agent harness, benchmarks strands, coding agent, harness code, build agent, source harnesses, harness strands, built strands
• Source: strandsagents.com

LlamaIndex vs. LangChain vs. Haystack for RAG

LlamaIndex vs. LangChain vs. Haystack for RAG Table of contents

• LlamaIndex — Start here when the application is centered on indexing and retrieving private data.

• LangChain — Start here when the ap...

• Keywords: llamaindex framework, llamaindex vs, llamaindex describes, framework llamaindex, llamaindex maintain, use llamaindex, search applications, langchain llamaindex, haystack provides, llamaindex example

• Source: nutrient.io

Named and Optional Arguments are Awesome

Named and Optional Arguments are Awesome Whenever someone asks what my least favorite part of Rust is, my answer is always the same: it doesn't have named or optional arguments. I have a small list of...

• Keywords: named arguments, parameters dart, arguments rust, dart syntax, arguments named, named argument, argument names, named parameters, dart uses, unnamed arguments
• Source: botahamec.dev

Kev: Tiny Jev-like family of decision models built on top of Qwen3.5

Small Jev-like decision models you can train and run yourself. Kev is a family of small decision models built on Qwen3.5 and based on the architecture described in Jev's Architecture Unmasked. You can...

• Keywords: kev benchmark, choice mac, python kev, kev evaluation, use kev, decisions kev, fast kernels, model kev, training kev, jev architecture
• Source: github.com

M5 Ultra Mac Studio Review: The Dream Mac for Local AI Agents

For the past few days, I’ve been testing the (currently) top-of-the-line M5 Ultra Mac Studio with 256 GB of RAM. I’ll cut to the chase: the M5 Ultra Mac Studio is a dream machine for local AI agents....

• Keywords: compared mac, ultra mac, comparing mac, mac studio, ultra m5, memory m5, performance m5, m5 ultra, mac models, apple m5
• Source: macstories.net

Show HN: Foremerge – Catch Intent Conflicts Between Parallel Coding Agents

Foremerge is the open-source coordination protocol for coding agents, built above Git. Agents keep isolated worktrees while sharing intent, semantic claims, dependencies, provisional ChangeSets, decis...

• Keywords: git foremerge, coordination git, git agents, git merges, agent foremerge, foremerge repository, agent git, consensus foremerge, git compares, foremerge compares
• Source: github.com

Simplifying Model Serving Across Multiple GPUs with NVIDIA TensorRT Multi-Device Integration in NVIDIA Dynamo-Triton

The compute and memory demands of generative AI increasingly exceed what a single GPU can provide. NVIDIA TensorRT multi-device inference is a new capability that enables a single TensorRT network to...

• Keywords: triton nvidia, nvidia triton, multi gpu, multiple gpus, instance gpu, gpu provide, single gpu, gpu model, coordinating gpu, participating gpu
• Source: developer.nvidia.com

AI coding has made CI a bottleneck, so we reworked ours to keep up

AI coding has made CI a bottleneck, so we reworked ours to keep up Earlier this year, I opened Linear to find that Tuomas, our CTO, had assigned an issue to me, titled “CI costs are high.” While I was...

• Keywords: ci faster, ci bottleneck, improve ci, ci fast, improved ci, coding ci, ci development, optimization ci, ci costs, waits ci
• Source: linear.app

Databricks Runtime 19: September 21, 2026

Databricks Runtime 19 This page contains unified release notes for Databricks Runtime 19, powered by Apache Spark 4.2.0. It lists all features, behavioral changes, and fixes shipped throughout the Dat...

• Keywords: spark databricks, improvements databricks, databricks execution, databricks runtime, unchanged databricks, api spark, spark pythonworkerenv, limitations databricks, spark lists, support databricks
• Source: docs.databricks.com

How I Built a 100% Private, Local RAG System on macOS Using Docker and llama.cpp

-5b301f10ddcd---4 crawled_date: 2026-09-21T22:55:52.314482+00:00 feed_url: https://itnext.io/feed published: Mon, 21 Sep 2026 22:40:17 GMT

Member-only story How I Built a 100% Private, Local RAG...

• Keywords: docker llama, rag macos, architecture macos, docker, rag pipeline, rag architecture, containerized local, orchestration qwen2, llm backends, using docker
• Source: itnext.io

Writing Rust code that's faster than state-of-the-art libraries by asking agents to make the code faster

In January 2025, I had a fun hypothesis for a blog post: can LLMs write better code if you keep asking them to “write better code”? That was prior to the advent of robust agentic coding, but Claude So...

• Keywords: rust optimizations, algorithms rust, rust benchmarking, rust benchmarks, optimize rust, code faster, rust language, performance python, faster code, rust speed
• Source: minimaxir.com

10 tips to improve your coding agent game

In May I told you to trim the root instruction file until it fits on one screen. I also said anything that needs a hard guarantee belongs in a hook. In June I argued that the model that wrote the code...

• Keywords: agent instructions, instructions agent, agent tip, agent forgets, agents discussed, agent config, ask agent, agent sessions, write agent, agent assigns
• Source: pulumi.com

Textbook review: Is Parallel Programming Hard, And, If So, What Can You Do About It?

Here are my thoughts on the free online textbook Is Parallel Programming Hard, And, If So, What Can You Do About It? by Paul E. McKenney, author of the Linux kernel’s RCU synchronization mechanism. I...

• Keywords: textbook parallel, online textbook, think textbook, learn parallel, ready textbook, concurrent programming, parallel programming, concurrency feeling, textbook available, textbook
• Source: ahelwer.ca

How we deployed post-quantum TLS without any code changes

How we deployed post-quantum TLS without any code changes by Daryl Martin September 21, 2026 - 4 min Related Categories In March, we announced our first major post-quantum milestone. Customers using a...

• Keywords: tls 1password, pq tls, quantum tls, tls changing, tls managed, negotiation tls, client tls, tls x25519mlkem768, x25519mlkem768 tls, tls milestones
• Source: 1password.com

Browser Use vs Browserbase: Pricing, Stealth & Performance

A browser agent is only as good as the infrastructure underneath it. That infrastructure has to be fast, affordable, and, most importantly, stealthy, as more and more websites tighten their access con...

• Keywords: browser agent, benchmark browserbase, browser automation, performs browser, browserbench benchmarks, benchmarks browserbase, browserarena benchmark, browser benchmark, browserbench, browser infrastructure
• Source: browser-use.com

Iceberg on a single node is coming together

For a long time, whenever I tried to use Iceberg outside the JVM ecosystem, something I needed seemed to be waiting for the next release. It took longer than I hoped, but lately I have been able to ge...

• Keywords: benchmark duckdb, writes iceberg, duckdb cache, run reads, iceberg catalog, lakehouse_benchmark reading, engines iceberg, iceberg reader, use iceberg, runner iceberg
• Source: datamonkeysite.com

A restored PDP-11/83 serving this page on 211BSD Unix

TOP / System activity LIVE · 2.11BSDConnecting to the PDP-11… Waiting for a system snapshot. PDP-11 power with modern polish A restored PDP-11/83 with a Mentec M11 processor, two chassis, and a mix of...

• Keywords: m8190 memory, physical ram, m11 cpu, memory m11, memory board, onboard memory, m11 processor, processor chassis, pdp 11, boards memory
• Source: pdp1173.com

Everyone Is a Coder: What Happens When Anyone Can Use an AI Agent

Last November, we made a bet that every Cursor needs a Coder. The argument was simple: AI coding agents running on a laptop that have unrestricted access to private repositories and the open internet...

• Keywords: coder agents, agent coder, coding agents, agents build, coder ai, agent software, agent use, coder governs, automatically agent, use agents
• Source: coder.com

Serving GLM-5.2-MXFP4 on AMD Instinct™ MI355X: When Prefill Context Parallelism Pays

Serving GLM-5.2-MXFP4 on AMD Instinct™ MI355X: When Prefill Context Parallelism Pays# Whether prefill context parallelism pays depends on prompt length. It divides the prompt across GPUs during prefil...

• Keywords: mxfp4 throughput, mi355x gpus, token throughput, token speedup, tokens throughput, benchmark gpus, throughput gpu, instinct gpus, 440 concurrency, throughput concurrency
• Source: rocm.blogs.amd.com

The Roadmap to Mastering LLM Inference Optimization

In this article, you will learn how LLM inference optimization works and which techniques to apply to make language models faster, cheaper, and more reliable in production. Topics we will cover includ...

• Keywords: performance bottlenecks, batching llm, models faster, large language, hardware optimized, performance optimizing, batches memory, batching optimize, throughput batch, inference caching
• Source: machinelearningmastery.com

OpenSearch Software Foundation Expands Enterprise Ecosystem with New Members

Expanded commitments from Intel and more strengthen vendor neutral platform stability as global downloads grow 140% YoY and contributor participation surges Summary

• The OpenSearch Software Foundatio...

• Keywords: opensearch vendor, foundation opensearch, opensearch org, software foundation, future opensearch, uber opensearch, investment opensearch, opensearchcon, opensearch project, research opensearch

• Source: opensearch.org

Overview of AOOSTAR WTR Pro on *BSD

Overview of AOOSTAR WTR Pro on *BSD 2263 words, 11 minutes Finding a NAS that provides NVMe and SATA storage while being tiny enough to sit in my 10" rack, have a CPU that’s not hogging, use a small a...

• Keywords: pro ryzen, ram nvme, ryzen, openbsd machine, pro bsd, rack cpu, ryzen edition, running freebsd, tuning freebsd, run bsd
• Source: tumfatig.net

Redis Arrays on Upstash: How They Differ from Lists

Redis Arrays on Upstash: How They Differ from Lists Starting today, Upstash Redis supports the Array data type introduced in Redis 8.8. Array was designed and built by Salvatore Sanfilippo (antirez),...

• Keywords: redis arrays, array redis, redis array, arrays upstash, upstash redis, upstash array, introduced redis, supports array, redis benchmarks, redis supports
• Source: upstash.com

Kubernetes v1.37: Tracking When a PersistentVolumeClaim Was Last Used (Beta)

Kubernetes v1.37: Tracking When a PersistentVolumeClaim Was Last Used (Beta) Kubernetes v1.37 promotes the PersistentVolumeClaimUnusedSinceTime feature gate to Beta (enabled by default). With this fea...

• Keywords: unused pvcs, pvcs unused, persistentvolumes pvcs, persistentvolumeclaim pvc, pods persistentvolumes, unused persistentvolume, kubectl pvc, pvc usage, storage kubernetes, orphaned pvcs
• Source: kubernetes.io

Open-Sourcing Rebalancer: A Generic, High-Performance Library for Solving Assignment Problems

• We’re open-sourcing Rebalancer, the assignment-problem solver that has been used to solve resource allocation problems throughout Meta for over nine years.

• Rebalancer separates several related con...

• Keywords: bins optimizing, bins optimize, resource allocation, assignment rebalancer, rebalancer specification, rebalancer assignment, bin rebalancer, utilization bins, optimize rebalancer, allocated servers

• Source: engineering.fb.com

Run durable AI agents on Amazon Bedrock AgentCore with Temporal Serverless Workers

Today, we are introducing the prerelease of Amazon Bedrock AgentCore Runtime as a compute provider for Temporal Serverless Workers. Together, Temporal and Amazon Bedrock AgentCore provide the foundati...

• Keywords: aws agentcore, agentcore aws, agentcore runtime, agent workloads, bedrock agentcore, aws agentic, serverless workers, agents aws, workers aws, agentcore temporal
• Source: temporal.io

Markdown in /src

Markdown in /src Carson GrossTLDR

• Markdown is becoming source code, not documentation

• That Markdown should be checked in to /src , next to the code it produces - Code and tests should be derived f...

• Keywords: source markdown, coding markdown, markdown source, documentation markdown, markdown derived, based markdown, directly markdown, markdown src, markdown believe, course markdown

• Source: htmx.org

NUMA

In the previous article we followed a packet all the way in from the wire and all the way back out. At every step something was reading or writing memory — the page the driver handed the card, the skb...

• Keywords: memory page, page allocated, memory node, memory kernel, ram article, memory lays, memory allocated, memory access, memory wired, machine memory
• Source: internals-for-interns.com

Pruning LLMs Like a Physicist: Block Removal as an Ising Optimization Problem

Pruning LLMs Like a Physicist: Block Removal as an Ising Optimization Problem Our latest paper, LLM Compression by Block Removal with Constrained Binary Optimization, takes that correspondence literal...

• Keywords: block_removal_through_constrained_binary_optimization, compactifai block_removal_through_constrained_binary_optimization, pruning llms, block_removal_through_constrained_binary_optimization images, solver benchmarks, llm compression, highly optimized, binary optimization, lightweight solvers, removal minimizes
• Source: huggingface.co

How V7 gives AI agents institutional memory

How V7 gives AI agents institutional memory V7 turns company files into agent context, with GPT‑6 Astra reaching 89% accuracy on its hardest graph-query tests. Results 89% Accuracy for GPT-6 Astra on...

• Keywords: ai workflows, memory agents, agent context, agents v7, ai agents, agents institutional, v7 workflows, context tasks, agentic platform, agents
• Source: openai.com

optimum-intel-internal-testing/tiny-random-bert — public verification state: verified

optimum-intel-internal-testing/tiny-random-bert optimum-intel-internal-testing/tiny-random-bert is an open-weights language model for general under the unknown license (26.9 MB), released Oct 21, 2025...

• Keywords: usable license, bert optimum, license unknown, unknown license, bert library, license information, license, source license, random bert, hoste license
• Source: huggingbay.xyz

The current balance of power in open models

I was recently invited to brief a group of Congressional members and staff on the state of open-weight models in the lens of U.S.-China competition. I’m sharing my prepared remarks as a state of the u...

• Keywords: open models, open model, models open, open language, model open, models accessible, closed models, public models, open software, models platforms
• Source: interconnects.ai

The Three Layers of Memory in the Claude Agent SDK

-5517fd7b58a6---4 crawled_date: 2026-09-21T17:54:22.644267+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 21 Sep 2026 17:57:55 GMT

The Three Layers of Memory in the Claude...

• Keywords: agent memory, process memory, memory turns, ends memory, agent restarts, memory, breaks memory, agent remembers, memory exists, memory went
• Source: levelup.gitconnected.com

Does CDC Slow Down a Production Database? The Real Cost of Log-Based CDC

The question behind CDC database performance is whether enabling change data capture will slow the production primary. Log-based CDC avoids repeated scans of application tables during steady-state cap...

• Keywords: cdc performance, postgresql cdc, cdc overhead, cdc slow, inefficient cdc, cdc database, increase cdc, does cdc, cdc platform, cdc reads
• Source: estuary.dev

From structures to dynamics: scaling AI for molecular dynamics in drug discovery

Why molecular dynamics matters for drug discovery Molecular dynamics (MD) is an important tool in modern drug discovery. While structure prediction and molecular docking can show how a potential drug...

• Keywords: learning molecular, ai molecular, learns molecular, molecular simulation, molecular modeling, prediction molecular, molecular dynamics, ai molecules, predict molecular, simulations drugs
• Source: lambda.ai

Linesignal

Introduction A bunch of random Human “ideas” in the age of AI. Maybe more noise than signal but noise was already taken. To fail is to be Human, so why not potentially make a fool of yourself? Not pro...

• Keywords: play ai, ai thing, ai maybe, human ai, idea experiment, ai, agents achieving, new ideas, ai specialized, ai age
• Source: reverse.put.as

Claude Code server-side auto mode through LiteLLM

Claude Code server-side auto mode through LiteLLM Last Updated: September 21, 2026 Anthropic is moving Claude Code auto mode's safety classifier from the client to the Claude API. Starting with Claude...

• Keywords: setting claude_code_auto_mode_server, claude_code_auto_mode_server, claude_code_auto_mode_server environment, permission_mode auto, code claude, api claude, permission modes, mode claude, claude api, claude code
• Source: docs.litellm.ai

Comparison of Cluster Autoscaler and KEDA MachineSet Autoscaling on Red Hat OpenShift

As discussed in our previous articles, there are different solutions for scaling your Red Hat OpenShift compute infrastructure. In our first article, we demonstrated the built-in, Kubernetes-native Cl...

• Keywords: cluster autoscaler, scaling pods, openshift cluster, autoscaler provides, autoscaler use, autoscaler primarily, clusterautoscaler manages, proactive scaling, autoscaler native, autoscaler integrated
• Source: developers.redhat.com

M6 Mac Mini First Look: Bigger Power Packed in the Same Small Package

The M6 update for the Mac Mini arrived not a moment too soon. Not only has it been nearly two years since the last Mac Mini was released, but it’s also become increasingly difficult to find an older M...

• Keywords: m6 mini, m6 mac, m6 processor, mac mini, mac minis, mini mac, mini m5, m4 mini, m5 macbooks, affordable mini
• Source: cnet.com

👥 OpenAI Launches Multi-Account Plugin Support

Good Morning! Here's what I have for you in today's newsletter: OpenAI adds multi-account support across all ChatGPT plugins Meta puts SAM 3.1 on Model API, detect, segment, and track in one call Qwen...

• Keywords: chatgpt plugins, tools openai, chatgpt handles, multi account, newsletter openai, openai sdk, openai enabled, support chatgpt, openai, calls openai
• Source: simplifyingai.co

Capturing a 400-Turn Claude Code Session in a Single Image

We ran a small model over thousands of Claude Code session and discovered how people really use coding agents. Comet Cost Intelligence is a tool for optimizing engineering token spend on Claude Code a...

• Keywords: coding agents, coding sessions, code sessions, coding session, session model, cost intelligence, code session, sessions designed, session structure, engineering sessions
• Source: live-comet-marketing-site.pantheonsite.io

Scaling localnet user-defined networks (CUDNs) in Red Hat OpenShift to 3,500 networks

When migrating from legacy virtualization platforms to Red Hat OpenShift, networking architecture is often one of the biggest hurdles. Most legacy virtualization platform environments rely on flat VLA...

• Keywords: openshift virtualization, openshift networking, cudns vms, openshift supports, platform openshift, localnet cudn, cudn localnets, cudn localnet, localnet cudns, localnets virtual
• Source: developers.redhat.com

Transformers Explained Visually

What is a Transformer? Transformer is a neural network architecture that has fundamentally changed the approach to Artificial Intelligence. Transformer was first introduced in the seminal paper "Atten...

• Keywords: words transformer, transformer neural, text transformer, transformer explainer, intelligence transformer, sequence transformer, text generative, explainer transformer, generative transformer, transformer
• Source: poloclub.github.io

TXR: An Original, New Programming Language for Convenient Data Munging

<[email protected]> git bisect git add Only Lines Matching a PatternTXR : TXR is a pragmatic, convenient tool ready to take on your daily hacking challenges with its dual personality: its whole-document...

• Keywords: txr pattern, processing txr, bisect git, git bisect, compiler txr, txr project, txr package, github txr, introduction txr, library txr
• Source: nongnu.org

What is Jev and how to use it

What is Jev and how to use it Jev's launch post on X received nearly 40 million views in less than a week. If you've seen people talking about it, you might be wondering whether it's something you sho...

• Keywords: jev typescript, using jev, use jev, jev information, application jev, jev options, describes jev, jev typesafe, jev use, software jev
• Source: builder.io

Blocking cutovers to save replication slots

Reliability is kinda our whole thing at PlanetScale. We maintain a flawless uptime record and preach the gospel of high availability. It might seem counterintuitive, but this involves embracing failur...

• Keywords: replicas postgres, wal replication, high availability, replica primary, primary replicas, failover replication, pg_replication_slots, true replication, replica database, replication lag
• Source: planetscale.com

Introducing prompt_jev(): bringing Jev to Motherduck SQL

2026/09/15 - Dumky de Wilde They All Write, Store, and Read Data: How to Pick The Right Database SQLite, Postgres, DuckDB and 20 others: they all write, store and read data. The questions you ask ever...

• Keywords: databases, today databases, database excellent, row benchmark, right database, database, understand database, stores sql, tables expensive, database build
• Source: motherduck.com

[Playbook] Securing AI Egress

-5517fd7b58a6---4 crawled_date: 2026-09-21T17:54:22.644267+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 21 Sep 2026 17:58:18 GMT

[Playbook] Securing AI Egress Why unforge...

• Keywords: ai agent, agentic execution, agentic consent, agents discover, ai agents, future agentic, agents secureloop, agent agent, agent, agentic egress
• Source: levelup.gitconnected.com

Self-Hosting Behind CGNAT

Self-Hosting Behind CGNAT Libre software, libre hardware, and my mother's basement.There is nothing more satisfying than owning, end to end, the software and the hardware you use without relying on ab...

• Keywords: self hosting, self host, ip home, nat forwarding, ip isp, hosting cgnat, public ip, internet inbound, port forwarding, hosting easier
• Source: david.alvarezrosa.com

Skia compositor for WPE WebKit and WebKitGTK

WPE WebKit and WebKitGTK 2.54 have been released with a bunch of improvements and new APIs as usual, but there’s one point that kept the Igalia WebKit graphics team busy for the whole cycle: the new S...

• Keywords: texturemapper webkit_use_skia_for_composition, texture webkit, skia texturemapper, webkit textures, texturemapper skia, nowadays texturemapper, better texturemapper, texturemapper benchmarks, texturemapper implemented, texturemapper needs
• Source: blogs.igalia.com

The query history system table is now generally available

September 2026 Databricks released these features and improvements in September 2026. Releases are staged. Your Databricks account might not be updated until a week or more after the initial release d...

• Keywords: databricks genie, databricks users, privileges databricks, enabled databricks, available databricks, support databricks, databricks available, later databricks, details databricks, supported databricks
• Source: docs.databricks.com

Cloudflare makes Python first-class in Workers, no JavaScript chaperone required

Cloudflare makes Python first-class in Workers, no JavaScript chaperone required The GA release runs FastAPI, Django and Flask at the edge while connecting Python directly to Workers AI, databases, qu...

• Keywords: cloudflare python, python cloudflare, cloudflare engineers, tools cloudflare, cloudflare compute, tooling cloudflare, built cloudflare, founding cloudflare, python developers, cloudflare benefits
• Source: runtimewire.com

Grok 4.7

SpaceXAI's most powerful model for coding and knowledge work. Twice as fast, at half the price of comparable models. Grok 4.7 is our most capable model for coding and knowledge work. It works longer o...

• Keywords: performance grok, grok benchmarks, compared grok, grok improves, improves grok, grok uses, tasks grok, grok capable, grok trained, models grok
• Source: x.ai

Linear reworks CI as coding agents make validation the expensive part

Linear reworks CI as coding agents make validation the expensive part Tuomas Artman's team cut runner time per test roughly in half while Linear's test suite nearly quadrupled in 2026, according to Li...

• Keywords: reworks ci, ci overhaul, ci coding, pipeline faster, linear engineering, pipeline linear, linear overhaul, worker linear, infrastructure linear, overhaul linear
• Source: runtimewire.com

noneUsername/Mistral-Nemo-Instruct-2407-W8A8-Dynamic-Per-Token — public verification state: pending

noneUsername/Mistral-Nemo-Instruct-2407-W8A8-Dynamic-Per-Token noneUsername/Mistral-Nemo-Instruct-2407-W8A8-Dynamic-Per-Token is an open-weights language model for general under the unknown license (1...

• Keywords: mistral nemo, noneusername mistral, noneusername released, nemo instruct, weights language, 24gb noneusername, model noneusername, token noneusername, 80gb noneusername, token unknown
• Source: huggingbay.xyz

nvidia/Nemotron-Cascade-2-30B-A3B — public verification state: verified

nvidia/Nemotron-Cascade-2-30B-A3B nvidia/Nemotron-Cascade-2-30B-A3B is an open-weights language model for text generation under the other license (58.8 GB), released Jul 9, 2026. Hosted open-weights m...

• Keywords: nvidia nemotron, generation nvidia, model nvidia, published nvidia, nvidia released, huggingface nvidia, a3b nvidia, 24gb nvidia, nvidia, nemotron cascade
• Source: huggingbay.xyz

From Exposure to Lockdown: How AWS Neutralizes Compromised IAM Credentials through Managed Policies

Executive Summary This article explores how AWS mitigates the security risks associated with publicly exposed Identity and Access Management (IAM) access keys through its AWSCompromisedKeyQuarantine m...

• Keywords: aws security, threats aws, cloud security, attacks aws, aws secures, securely aws, exposed aws, misuse aws, policy aws, aws mitigates
• Source: unit42.paloaltonetworks.com

How Atlassian built a scalable synthetic data engine

Note What Atlassian needed was not just more synthetic rows. It was a way to generate high-volume, product-shaped, relationally correct datasets cost-effectively, while keeping the system maintainable...

• Keywords: migrating atlassian, migration pipelines, migration tooling, atlassian cloud, migration fast, confluence datasets, preparing migrate, schemas ecosystem, synthetic datasets, data brewery
• Source: atlassian.com

M87 Labs compresses Nvidia's Parakeet speech model to 178MB

M87 Labs compresses Nvidia's Parakeet speech model to 178MB Parakeet Redux runs at a claimed 113x realtime on eight CPU cores, with sharper multilingual scores and a measurable penalty in noisy audio....

• Keywords: processor compression, compressing nvidia, bottleneck cpu, labs workload, x86 performance, 178mb parakeet, memory speed, nvidia parakeet, bottleneck, m87 labs
• Source: runtimewire.com

Maximizing Apache Spark availability: Mitigating compute stockouts with flexible VMs and other best practices

Maximizing Apache Spark availability: Mitigating compute stockouts with flexible VMs and other best practices Sravani Bobbala Software Engineering Manager Qiqi Wu Product Manager The surge in AI devel...

• Keywords: spark availability, spark infrastructure, managing spark, spark managing, distributed spark, spark clusters, apache spark, spark cluster, spark workload, managed spark
• Source: cloud.google.com

Successful AI deployment rests on strong data foundation

Nabugu - stock.adobe.com Successful AI deployment rests on strong data foundation Just as BI was built on a bedrock of high-quality, relevant data, AI tools are only as trustworthy as the data that in...

• Keywords: data ai, business intelligence, ai tools, ai data, data enterprise, ai organizations, intelligence tools, ai workflow, enterprise data, ai access
• Source: techtarget.com

The EventCV Library for Event-Based Robotic Vision Adam D

The EventCV Library for Event-Based Robotic Vision Adam D. Hines, Michael Milford, Tobias Fischer Project: eventcv.net Paper: arxiv.org/abs/2609.21330 Code (Apache 2.0): github.com/EventLAB-Team/… Abs...

• Keywords: cameras eventcv, eventcv library, event camera, eventcv provides, event cameras, eventcv, project eventcv, eventcv net, library opencv, video events
• Source: x.com

Turn Your Latest Observations Into Timely Weather Decisions With NVIDIA Earth-2

Weather-sensitive industries increasingly have access to observations that offer an earlier, more local view of changing conditions. Energy companies collect measurements across wind and solar assets,...

• Keywords: weather forecasting, weather models, regional forecasting, weather observations, forecasts observations, forecasting earth2studio, regional forecast, regional forecasts, ai weather, forecast local
• Source: developer.nvidia.com

Windows Exploitation Techniques: Dangling COM Object Registrations

This short blog post is about abusing a privilege escalation bug that Microsoft recently fixed in Windows, CVE-2026-66804, that I and 14 others reported. This issue is an incomplete fix for CVE-2026-5...

• Keywords: dll privileged, malicious dll, dll clsid, weak registry, dll process, dll programdata, dll modified, comprocess processid, privileged process, dll object
• Source: projectzero.google

8 RAG Architectures Engineers Should Know

Build AI Agents That Get Better Over Time Presented by Oracle Most AI agents solve each task without learning from the work they’ve already done. Learn how to turn agent traces into reusable skills, b...

• Keywords: oracle rag, oracle ai, rag solves, query rag, search architecture, retrieval answering, retrieval strategies, retrieval generation, rag finding, retrieval steps
• Source: blog.levelupcoding.com

Execution Runtime Security in the Era of Agentic AI

Execution Runtime Security in the Era of Agentic AI The death of blocklisting and resurrection of positive controls

• Agentic AI exposes a hard limit of reactive security: attacks can move faster than...

• Keywords: ai threats, exploit agent, runtime defense, ai execution, runtime enforcement, runtime security, attacker autonomous, adversary execution, autonomous exploit, exploitation agentic

• Source: security.com

Industry’s first MLPerf™ Inference benchmarking across multi-vendor accelerators

MLPerf™ Inference v6.1 results from a distributed inference service spanning NVIDIA H200 and AMD Instinct™ MI350X systems over a Cisco Silicon One™-based Ethernet fabric. The AI data center market is...

• Keywords: ai infrastructure, vendor accelerator, productive hardware, hardware productive, bulk throughput, fast network, user accelerator, hardware service, hardware generations, accelerator architecture
• Source: blogs.cisco.com

Jev is a textbook example of Clayton Christensen’s Innovator’s Dilemma playing out in AI

Jev is a textbook example of Clayton Christensen’s Innovator’s Dilemma playing out in AI. It is commoditizing the bottom of the ML market: classifiers, routers, scoring and context triage. For frontie...

• Keywords: invent jev, jev uses, disruption jev, jev, compete jev, jev classic, jev textbook, jev gpu, christensen innovator, commoditizing ml
• Source: x.com

Nine Rules for Vibe Validation of Vibe-Coded Algorithms

-5517fd7b58a6---4 crawled_date: 2026-09-21T17:54:22.644267+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 21 Sep 2026 17:56:42 GMT

Nine Rules for Vibe Validation of Vibe-Co...

• Keywords: vibe validate, validate ai, lean validate, validation lean, validating algorithms, vibe validation, validates algorithm, validate lean, validation vibe, validates
• Source: levelup.gitconnected.com

Orphaned VMs: Running VMs Uninterrupted While Host Kernel Is Offline For Reboots/Updates

Orphaned VMs: Running VMs Uninterrupted While Host Kernel Is Offline For Reboots/Updates Here's some very intriguing work taking place by a Google engineer... With the hyperscalers and other cloud pro...

• Keywords: orphaned vms, vms orphaned, orphaned vm, vms uninterrupted, kernel live, cpu preservation, orphaned virtual, virtual machines, kernel offline, host kernel
• Source: phoronix.com

QuantStack/Wan2.1-Fun-V1.1-1.3B-Control-Camera-GGUF — public verification state: verified

QuantStack/Wan2.1-Fun-V1.1-1.3B-Control-Camera-GGUF QuantStack/Wan2.1-Fun-V1.1-1.3B-Control-Camera-GGUF is an open-weights language model for general under the apache-2.0 license (1.7 GB), released Ma...

• Keywords: quantstack wan2, 80gb quantstack, download quantstack, model quantstack, 24gb quantstack, gguf quantstack, q8_0 wan2, quantstack, does quantstack, quantstack released
• Source: huggingbay.xyz

Two Hours of Work That Takes a Week

Two Hours of Work That Takes a Week OpenRouter · For Descript, testing a new model was a couple of hours of work and a week of waiting. The team removed the waiting. Evaluations run in an hour or two...

• Keywords: waiting evaluations, waited queueing, models team, models run, engineer time, queueing, model took, explained scheduled, getting hours, queue cost
• Source: openrouter.ai

Varonis Named a Pace Setter in the September 2026 Gartner® Emerging Market Quadrant for AI Application Security

Varonis is proud to be named Pace Setter in the Gartner® Emerging Market Quadrant for AI Application Security, recognized for our approach to securing AI applications across the entire development and...

• Keywords: ai security, secures ai, securing ai, vulnerabilities ai, security atlas, varonis secures, defense ai, ai services, ai lifecycle, ai built
• Source: varonis.com

AMD BC-250 Continues Being Improved Under Linux With Patches Now Enabling The PSP

AMD BC-250 Continues Being Improved Under Linux With Patches Now Enabling The PSP The AMD BC-250 as the product designed at the time for cryptocurrency mining and based on a cut-down Sony PlayStation...

• Keywords: amd crypto, amd bc, 250 amd, bc 250, getting amd, possible amd, amd, linux amd, bringing amd, amd psp
• Source: phoronix.com

Expanding OpenAI Academy with new learning paths

Expanding OpenAI Academy with new learning paths Role-based learning helps employees, developers, leaders, educators, and students build practical AI skills and demonstrate what they’ve learned. Using...

• Keywords: openai academy, ai educators, assessment openai, ai courses, educators ai, ai learners, earn openai, teaching ai, ai learn, preparation ai
• Source: openai.com

What If AI Stopped Talking? Inside Jev, System One Models, and RLCD

-5517fd7b58a6---4 crawled_date: 2026-09-21T18:54:25.707376+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 21 Sep 2026 18:24:24 GMT

What If AI Stopped Talking? Inside Jev, S...

• Keywords: typesafe ai, generative failure, treating ai, ai catch, ai stopped, future ai, generative llm, conversational ai, generative workflow, ai proposing
• Source: levelup.gitconnected.com

Building standards for the next phase of AI

Building standards for the next phase of AI Our mission is to ensure that artificial general intelligence benefits all of humanity. As outlined recently by Sam Altman and Jakub Pachocki, we prioritize...

• Keywords: aligned ai, entrepreneurs ai, ai advancing, ai increasingly, ai progress, ai researcher, ai foundation, continued ai, understand ai, ai strengthens
• Source: openai.com

Introducing THIS / THAT Model 1.0

Introducing THIS / THAT Model 1.0. Trained by FLock. Not another chatbot. A best-in-class open-source model built to decide. 94.1% success rate on our 68-question decision test, outperforming GPT-5.6,...

• Keywords: flock chatbot, chatbot best, decision latency, chatbot, decentralized ai, machine decision, ai agents, cloud, ai, developers ai
• Source: x.com

New paper from Harvard, co-authored with Chutes on Bittensor, studying a full year of production LLM traffic and they open sourced the entire trace

New paper from Harvard, co-authored with Chutes on Bittensor, studying a full year of production LLM traffic and they open sourced the entire trace. Chutes is publishing research, running an open infe...

• Keywords: llm traffic, llm inference, production llm, inference metadata, metadata traces, billion requests, traces, llm, trace, source ai
• Source: x.com

Sublime Text Build 4213

Sublime Text now ships with Python 3.14 and Python 3.3. Python 3.3 is disabled by default and will be removed in a future version. If you're experiencing plugin compatibility issues you can re-enable...

• Keywords: sublime text, function sublime, sublime, added sublime, upgraded python, sublime lib_path, python disabled, limits sublime, sublime load_resource, syntax highlighting
• Source: sublimetext.com

Genkit Dart 0.17: Resumable generate and agent loops, async subagents, and pluggable telemetry

Genkit Dart 0.17: Resumable generate and agent loops, async subagents, and pluggable telemetry As we move toward a stable 1.0 release, Genkit Dart 0.17 brings resumable generation and agent snapshots,...

• Keywords: genkit dart, running genkit, genkit_otel package, upgrades genkit_openai, build genkit, genkit automatically, genkit_google_genai plugins, genkit developer, genkit_otel v0, new genkit_otel
• Source: genkit.dev

Introducing Our New Dropbox API Documentation

We're excited to announce that our modernized Dropbox API documentation is now live at https://docs.dropboxapi.com. We've rebuilt our API reference to make integrating with Dropbox faster and more int...

• Keywords: dropbox api, docs dropboxapi, integrating dropbox, dropbox developer, dropboxapi, ai assistant, api assist, api documentation, interactive api, building dropbox
• Source: dropbox.tech

The China AI Gap Is Three Questions Now

Put Kimi K3 and Codex on one coding benchmark and they finish with the same score. Put them inside a terminal environment and the gap widens sharply. Ask a different question and a different country l...

• Keywords: benchmark kimi, coding benchmark, bench benchmark, benchmark finish, benchmark, deepswe benchmark, benchmark hosted, kimi k3, tested kimi, benchmark original
• Source: hellochinatech.com

Advisory Group on Mathematics and Artificial Intelligence

Advisory Group on Mathematics and Artificial Intelligence On August 28, we began training a new internal model. In addition to resolving the Navier–Stokes Millennium Prize problem, this model has now...

• Keywords: mathematicians openai, ai mathematics, mathematics advisory, tools mathematicians, mathematical community, mathematicians, giving mathematicians, mathematics artificial, ai companies, working mathematicians
• Source: openai.com

NEC V20 CPU: A bit of pep for an XT

{"@context":["https://www.w3.org/ns/activitystreams",{"Hashtag":"as:Hashtag","sensitive":"as:sensitive","dcterms":"http://purl.org/dc/terms/","gts":"https://gotosocial.org/ns#","schema":"http://schema...

• Keywords: schema exifdata, exifdata schema, schema http, json activitypub, activitystreams hashtag, http schema, ns schema, propertyvalue schema, org exifdata, schema propertyvalue
• Source: dfarq.homeip.net

Pi 0.87.0

Canonical session context and extension boundaries — Edit model context without rewriting history and add actionable lifecycle hooks. See ContextEditEntry and extension events. Full-transcript context...

• Keywords: actionable turn_end, session context, sessionmanager appendcontextedit, hooks contexteditentry, handle context_edit, action end, finish handlers, turn_end agent_before_settle, context handlers, agent_settled handlers
• Source: pi.dev

This is one of the most underappreciated shifts in AI infrastructure

This is one of the most underappreciated shifts in AI infrastructure. Everyone has been focused on GPU counts.But as workloads move from training → inference → agentic AI, the more interesting number...

• Keywords: gpu ratio, cpu gpu, gpu counts, number cpu, ai infrastructure, exactly cpus, gpu, cpus, cpu, agentic ai
• Source: x.com

Upcoming Next.js Security Update for a Critical Upstream Issue

Monday, September 21st 2026 Upcoming Next.js Security Update for a Critical Upstream Issue Posted byA critical security issue has been identified in an upstream dependency. We plan to publish Next.js...

• Keywords: upcoming js, secure js, js security, security update, security vercel, frameworks vercel, upgrade js, js 16, 2026 advisory, upcoming
• Source: nextjs.org

You can > Add voice

Easiest way to start with Local AI in 2026

• Install ODS

• Let it detect your hardware

• It will download the best model for your hardware

• And then start local inference and Open WebUI for you With...

• Keywords: ai server, local ai, ai default, ai, ai 2026, voice agents, private ai, webui ods, osmantic ods, start local

• Source: x.com

Arm joins EuroCDP to accelerate Europe’s next generation of innovators

Arm joins EuroCDP to accelerate Europe’s next generation of innovators Europe has deep strengths in research, automotive, industrial technology and advanced engineering, and is also investing to stren...

• Keywords: europe chip, eurocdp arm, european chips, europe semiconductor, develop eurocdp, partnership eurocdp, developers eurocdp, eurocdp european, platform eurocdp, european companies
• Source: newsroom.arm.com

How Generative AI Is Reshaping Software Architecture Through Intelligent Agents, APIs, and Context-Aware Applications

Generative AI is revolutionising the traditional architecture of software systems that were based on fixed workflows by enabling more adaptable and intelligent application environments. In addition to...

• Keywords: software intelligent, application intelligence, agents architectural, agent software, ai software, intelligent application, agent architectures, agents software, software architected, process ai
• Source: technotalkative.com

Personal AI agents could shift near term infrastructure spending toward CPUs

Need a lot more VMs Labs think that personal agents are the next Claude Code moment "Goldman now calculates CPU > GPU in short dated capex" Over the weekend X sentiment went super bullish on CPUs agai...

• Keywords: bullish cpus, noted intel, intel, cpu gpu, intel supply, cpu demand, vms labs, goldman calculates, goldman, cpus
• Source: x.com

OpenClaw Completes Security Audit Through OpenAI’s Patch the Planet Initiative

Security at OpenClaw is an ongoing initiative, and part of that work is being transparent about what we find and fix along the way. OpenClaw recently completed a broad security audit with Trail of Bit...

• Keywords: security openclaw, openclaw trust, openclaw security, report openclaw, openclaw approved, openclaw ongoing, openclaw needs, openclaw, openclaw recently, tools openclaw
• Source: openclaw.ai

Qwen just released RecreationBench on Hugging Face A 250-task benchmark across Ubuntu

DailyPapers on X: "Qwen just released RecreationBench on Hugging Face A 250-task benchmark across Ubuntu, macOS, Windows, Android and Web, testing hybrid computer-use agents that recreate real apps fr...

• Keywords: real apps, recreationbench, released recreationbench, benchmark ubuntu, task benchmark, recreationbench hugging, apps scratch, benchmark, apps, huggingface datasets
• Source: x.com

The Business of Building God

The frontier labs are asking to pace the frontier. They seriously believe in the necessity of it, and reading it after the models from every major vendor hacking external sites repeatedly only makes i...

• Keywords: economy openai, frontier labs, lab frontier, plausible openai, labs china, advantage frontier, anthropic openai, cracking frontier, openai, fast innovating
• Source: strangeloopcanon.com

tobi: keep commands running in detachable sessions across your devices

tobi keeps commands running in detachable sessions across your devices. tobi -- nu spins up a daemon with the command running. the daemon will automatically detach if you close your terminal window. d...

• Keywords: tobi session, ssh tailscale, tmux tobi, running tobi, tobi host, detached tobi, optional tobi, tobi uses, user tobi, tobi
• Source: tangled.org

What are you doing this week?

What are you doing this week? Feel free to share! Keep in mind it’s OK to do nothing at all, too.

At work: Nv series VMs are being decommed at the end of September and my users have been draggin...

• Keywords: docs maintain, challenges writing, write documentation, projects weeks, software maintenance, work nv, recently docs, making plans, continuing prepare, maintenance software
• Source: lobste.rs

Why Does an NPM Math Library Need an Encrypted Loader?

Why Does an npm Math Library Need an Encrypted Loader? On this page We found a remote access implant hidden inside [email protected] , an npm package that copies the popular mathjs library. The malici...

• Keywords: loader encrypted, encrypted loader, loader decrypted, packages encrypted, encrypted payload, decrypted payload, mathjs library, protected npm, decrypts payload, npm package
• Source: safedep.io

A Blackwell kernel benchmark compares custom 3D TMA code with cuBLAS

Day 8/30 of learning blackwell kernels wrote a 3d tma pattern kernel and benchmarked against cublas and this is currently how it lines up. Day 7/30 of learning blackwell kernels for today im mostly go...

• Keywords: tma pattern, swizzle patterns, blackwell kernels, 3d tma, learning blackwell, understand swizzle, pattern kernel, benchmarked cublas, use tma, blackwell
• Source: x.com

AI threat modeling shouldn't be a bottleneck, so we open sourced ours

More code is shipping faster than ever. AI is writing a growing share of it, and AI-powered scanners are finding more issues in it than any human team can review by hand. That problem existed before A...

• Keywords: ai security, manage ai, ai code, agentic threat, introducing agentic, manager ai, ai, ai contexts, ai generated, ai assisted
• Source: developers.redhat.com

Announcing Petal, a First-of-its-Kind Transoceanic Subsea Cable

We’re announcing Petal, the first subsea cable with petabit capacity to be deployed across an ocean. Petal will connect the US and France, spanning 7,000 km (over 4,300 miles) and doubling the capacit...

• Keywords: subsea cables, subsea cable, cable infrastructure, submarine cables, cable petal, subsea innovation, petal cable, cable petabit, petal subsea, cables world
• Source: about.fb.com

Don’t outsource the spark: how to balance human thinking and AI

Brainstorming at the start of a project is hard. Who hasn’t stared at a blank document, wondering how to begin? Reaching for AI can feel like an easy way to get started, especially at first. But at At...

• Keywords: brainstorming compared, does brainstorming, ai brainstorming, brainstorming ai, brainstorming feel, humans brainstorm, makes brainstorming, human brainstorming, brainstormed ai, brainstorming process
• Source: atlassian.com

Higgsfield AI ships new video features in a day with GPT-6 Astra

Higgsfield AI ships new video features in a day with GPT‑6 Astra With GPT‑6 Astra, Higgsfield AI makes video ad creation easier for small businesses and brings new creative tools to market faster. Hig...

• Keywords: ads higgsfield, higgsfield gpt, higgsfield ai, higgsfield enables, higgsfield creative, astra higgsfield, higgsfield, collaboration higgsfield, ad creation, generating ads
• Source: openai.com

Correct

Correct. People often say open models are six months behind the frontier. But “open” is too broad, - a model that needs a cluster is downloadable, not but not local to the everyday person. I want a sc...

• Keywords: frontier capabilities, frontier open, open models, considered frontier, matching frontier, qwen generations, frontier intelligence, 2025 qwen3, later gpt, 2026 qwen3
• Source: x.com

Elle has 40+ AI skills for product managers — start with our top 13

Elle has 40+ AI skills for product managers — start with our top 13 AI skills can mean two different things: reusable instructions that give AI the capability to complete tasks automatically, or the h...

• Keywords: ai capabilities, ai capability, make ai, ai skill, ai skills, ai effectively, play ai, ai costs, ai trust, ai assistant
• Source: aha.io

Grok 4.7 Is Different. So Is the Best Way to Use It.

• Blog

• AI Research

• Grok 4.7 Is Different. So Is the Best Way to Use It. Grok 4.7 Is Different. So Is the Best Way to Use It. XBOW had early access to Grok 4.7 and tested it across our offensive se...

• Keywords: grok vs, grok improved, grok advances, grok xai, grok build, improved grok, evaluated grok, grok efficient, grok tested, grok behaves

• Source: xbow.com

Haversine law

Suppose you want to solve a triangle. You know two sides and the angle between them. Then you can solve for the third side using the law of cosines. Now suppose you want to solve a big triangle, a tri...

• Keywords: cosines law, spherical law, law cosines, curvature earth, triangles fairly, globe problem, need spherical, spherical, cosines suppose, law cosine
• Source: johndcook.com

Millions of AI agents are coming. Who keeps them under control?

While frontier AI model makers like OpenAI and Anthropic suck up most of the headlines, I’m often most intrigued by the vast array of companies building the infrastructure underneath them. After all,...

• Keywords: ai infrastructure, ai vast, infrastructure ai, companies ai, vast data, millions ai, ai increasingly, data infrastructure, building ai, infrastructure like
• Source: groundlevel-ai.com

Testing Now Open: Steam Snap with Core26 is Here!

Testing Now Open: Steam Snap with Core26 is Here! Ubuntu gamers can now participate in testing a new version of Canonical’s Steam snap, upgraded to utilize a core26 base and an enhanced Mesa graphics...

• Keywords: graphics core26, steam snap, snap core26, core24 version, stable core26, core26 ubuntu, previous core24, utilize core26, core24, version steam
• Source: serverhost.com

Automation AI: Test at the speed of AI development

E2E testing always lags behind development, creating an obstacle for teams that want to release quickly. If you’re going to take advantage of agentic development to ship faster you need an AI that can...

• Keywords: automate tests, automate testing, e2e testing, tested agent, tests agentic, automated tests, agent automate, test suite, tests time, agent build
• Source: qawolf.com

GitHub Actions leaking secrets when Miri output is cached

The Rust Security Response Team was notified that Miri stores all environment variables to target/ , allowing secrets to persist in caches. While not necessary a vulnerability in and of itself, when p...

• Keywords: miri rust, rust cache, rust security, invoked miri, miri invoked, miri vulnerable, miri temporarily, run miri, disabling miri, miri preserve
• Source: blog.rust-lang.org

RoboHarm: Do Frontier Robot Policies Refuse Unsafe Instructions?

RoboHarm: Do Frontier Robot Policies Refuse Unsafe Instructions? September 18, 2026 By Edward Sun, Sravanthi Machcha, Sabrina Zou, Tzu Kit Chan, Jay Chooi RoboHarm contains five tasks: stab a baby dol...

• Keywords: robot policies, agent policies, instruction policy, capable policy, policies ai2, attempt policy, policy refuses, roboharm tasks, inspect robots, unsafe instructions
• Source: robocurve.org