Daily Tech News - 2026-09-30

AI is moving off the demo stage and into the engine room, where infrastructure, reliability, and security determine what actually ships.

Open-source agent tooling led the day’s developments. Open Jarvis emphasized that local models need more than weights: effective agents depend on tool access, orchestration, and feedback loops. Magnitude similarly targeted real-world deployment with a self-optimizing inference engine tuned to each machine, while Daytona brought isolated execution environments to Convex applications. Experimental work also continued beyond transformers, with PSSA presenting a Rust-built language model based on recurrent state-space processing and episodic memory.

The supporting AI stack is becoming faster and more specialized. NVIDIA detailed deployments for HSTU generative recommendation systems, automated GPU bottleneck detection through TraceLens, and expanded storage access with cuObject and the SCADA Server SDK. Elsewhere, developers received practical guidance for running ONNX generative models with CUDA 13 and for using Ray at the upcoming PyTorch Conference. Torch Spyre’s integration with PyTorch’s cross-repository CI system showed how alternative accelerators can keep pace with upstream changes.

Operational maturity was another clear theme. Teams shared approaches to Terraform-managed delivery from GitHub to AWS, richer data-platform testing in GitHub Actions, and sub-10-second incident detection using OpenTelemetry, Kafka, Flink, and Kubernetes. GitHub’s enforcement of minimum self-hosted runner versions added urgency to maintenance, while agent regression testing highlighted the risks of silently changing model aliases.

Security concerns remain close behind. Research introduced Branch Target Reuse, a Spectre-v2 technique affecting JIT engines, while analysis of backdoored LLMs warned that model scanning alone cannot guarantee production integrity.

Beyond AI, Gitea 28 dropped its historic “1.” prefix, Microsoft made WSL Containers generally available, and self-hosting gained fresh momentum through Songhive and new tools for monitoring Ollama deployments.

Featured Articles

Open Jarvis: making local LLMs work as agents

Running an open-weight model is only half the job. The other half is the harness: what tells the model what to do, which tools it can use, and how to learn from its mistakes. Open Jarvis started with...

• Keywords: open weight, running open, model open, models run, ai benchmarks, model running, jarvis openjarvis, model performance, agents accuracy, open jarvis
• Source: lambda.ai

Gitea 28.0.0 Is Released

We are thrilled to announce the latest release of Gitea v28.0.0. Gitea drops the historical 1. prefix from its version numbers, so this release is 28.0.0 rather than 1.28.0. Highlights include audit l...

• Keywords: release gitea, gitea downloads, gitea v28, download gitea, gitea 28, support gitea, use gitea, v28 gitea, gitea, gitea built
• Source: blog.gitea.com

Microsoft’s then-CEO called Linux a cancer, and now Windows 11 ships Linux containers with upgraded WSL

Microsoft has moved WSL Containers out of public preview, and it’s now generally available for anyone who runs wsl –update. In a September 29 announcement, Logan Iyer, Corporate Vice President of Wind...

• Keywords: wsl containers, wsl container, wslc container, wsl supported, wslc windows, wsl apps, built wsl, wsl microsoft, runs wsl, microsoft wsl
• Source: windowslatest.com

A Ray-Focused Guide to PyTorch Conference North America

Featured projects TL;DR In only a few weeks, PyTorch Conference North America 2026 will begin in San Jose, bringing together the open source AI community to share ideas and collaborate. If you’ve hear...

• Keywords: training ray, ray ai, running ray, learn ray, ray distributed, evolving ray, roadmap ray, ray production, ray based, ray pytorch
• Source: pytorch.org

Deploying an HSTU Generative Recommender with NVIDIA Dynamo-Triton

Generative recommender (GR) systems are emerging as a powerful new approach for large-scale personalization. Instead of treating recommendation as a set of isolated retrieval, ranking, and prediction...

• Keywords: generative recommendation, recommendation sequence, recommendation sequential, sequential recommenders, generative recommender, recommendation architecture, recommendation workloads, recommender serving, sequence aware, model recommendation
• Source: developer.nvidia.com

From GitHub to AWS: Building a Fully Terraform-Managed Cloud-Native Delivery Platform

-35e7a49c6df5---4 crawled_date: 2026-09-30T16:43:27.017810+00:00 feed_url: https://aws.plainenglish.io/feed published: Wed, 30 Sep 2026 16:04:50 GMT

From GitHub to AWS: Building a Fully Terraform...

• Keywords: github aws, aws github, terraform infrastructure, terraform manage, terraform apply, process github, terraform managed, using terraform, aws purpose, reason terraform
• Source: aws.plainenglish.io

PSSA: A non-transformer language model written from scratch in Rust

PSSA is a small language model that is not a transformer. It reads text one token at a time through a recurrent state-space layer, keeps a bank of episodic memories it can look things up in, and rewri...

• Keywords: pssa memorizing, pssa vs, tokenizer pssa, processed pssa, serialized pssa, models pssa, model pssa, pssa trained, pssa, pssa standard
• Source: github.com

More AI In Open-Source, CachyOS, Ryzen AI Halo, Framework Laptop 13 Pro & Other Q3 Hits

More AI In Open-Source, CachyOS, Ryzen AI Halo, Framework Laptop 13 Pro & Other Q3 Hits With the third quarter wrapping up, here is a look back at the most interesting content on Phoronix over the pas...

• Keywords: benchmarked phoronix, ryzen ai, fresh benchmarks, cachyos ryzen, benchmarks ubuntu, benchmarking linux, enhancements linux, article benchmarks, announced ryzen, improvements linux
• Source: phoronix.com

ollama-mtop 0.12.1

mtop htop for Ollama — a curses-based TUI that monitors your models, GPU, and the Ollama server (in Docker, Podman or bare-metal) in real time. Zero flicker. Zero dependencies beyond Python 3.10+. Why...

• Keywords: mtop monitor, monitor ollama, ollama docker, python mtop, mtop ollama, mtop pip, docker ollama, ollama mtop, mtop htop, gpu ollama
• Source: pypi.org

GitHub Started Enforcing Self-Hosted Runner Versions. We Tested What Happens

GitHub Started Enforcing Self-Hosted Runner Versions. We Tested What Happens On September 29, GitHub started enforcing minimum versions for self-hosted Actions runners. The announcement gives one numb...

• Keywords: runner release, runners github, runner updates, runner versions, deprecated runner, run runner_version, expired runner, runner version, runner fail, runner date
• Source: devops-daily.com

Backdoors in LLMs: Why model scanning isn't enough

You pull a model from Hugging Face. Maybe you merge in a LoRA. You run benchmarks, spot-check a few completions, and ship it. That workflow assumes the model you tested is the one you'll get in produc...

• Keywords: model rely, model backdoors, model production, models evaluate, models behavior, models treat, models trained, validated models, model artifacts, model learned
• Source: developers.redhat.com

Expanding AI Storage Access with NVIDIA cuObject and the NVIDIA SCADA Server SDK

AI infrastructure engineers, storage developers, and cloud service providers need fast and secure access to high-capacity file and object storage to support AI workloads. AI workloads increasingly req...

• Keywords: storage rdma, accelerated storage, interoperable storage, rdma accelerated, interoperability storage, storage applications, rdma uses, remote storage, storage scada, apis rdma
• Source: developer.nvidia.com

Running ONNX GenAI Model on GPU — How to Set Up Driver, CUDA 13, cuDNN, and NuGet

-5517fd7b58a6---4 crawled_date: 2026-09-30T15:43:07.122137+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 30 Sep 2026 15:17:25 GMT

Running ONNX GenAI Model on GPU — How to...

• Keywords: gpu genai, onnxruntime genai, inference gpu, cuda net, model gpu, gpu cuda, cuda onnx, gpus blackwell, runtime genai, onnx genai
• Source: levelup.gitconnected.com

[email protected]

[email protected] Minor Changes

99119e7: API references can generate code samples in 18 languages: cURL, Python, JavaScript, Node.js, TypeScript, PHP, Go, Java, Ruby, PowerShell, Swift, C#, .NET, C, C++,...

• Keywords: andtypescript generate, api references, node andtypescript, api example, sdk snippets, andtypescript, code samples, api, typescript, api playground
• Source: useblume.dev

AWS S3 vs Upstash Blob: The Best S3 Alternatives for 2026

AWS S3 vs Upstash Blob: The Best S3 Alternatives for 2026 Upstash Blob is the best S3 alternative. You connect with a single token, and it comes with a type-safe upload handler and a built-in CDN. AWS...

• Keywords: s3 upload, aws upload, s3 api, aws s3, bucket s3, file s3, blob aws, s3 alternatives, upstash_blob_token environment, s3 storage
• Source: upstash.com

Launch HN: Magnitude (YC S25) – Self-optimizing inference engine for agents

Run open models as fast as your hardware allows Magnitude is an open source inference engine for agents that optimizes itself for your exact hardware. It compiles and tunes its kernels on your device,...

• Keywords: benchmarks llama, models fast, benchmarks, openai compatible, opencode hermes, pi opencode, opencode, chip benchmarks, fast hardware, optimizes hardware
• Source: github.com

Automating Performance Bottleneck Identification with the TraceLens Agent

Automating Performance Bottleneck Identification with the TraceLens Agent# GPUs are valuable resources, and it is imperative to make training and inference workloads on them as efficient as possible....

• Keywords: optimizations tracelens, tracelens performance, performance profilers, trace processing, leveraging tracelens, profiling, trace prioritized, identifying bottlenecks, process tracelens, automating performance
• Source: rocm.blogs.amd.com

Branch Target Reuse: Spectre-v2 Attacks in JIT Engines

Practical Spectre-v2 Attacks in JIT Engines via Stale Branch Prediction Entries We present Branch Target Reuse (BTR), a new Spectre-v2 attack targeting just-in-time (JIT) compilers. BTR affects the JI...

• Keywords: implementations attacker, jit compilers, attacks jit, attacks memory, jit compiler, exploits desynchronization, spectre attacks, exploit leaks, jit compiles, exploitable gadgets
• Source: vusec.net

Songhive — A fully self-hosted and federated music platform

Songhive — A fully self-hosted and federated music platform What if your music server had a social network attached, and your social network could play music? The problem If you've ever tried to self-...

• Keywords: music server, hosted music, host music, federated music, music streaming, music platform, music social, media servers, music federation, hosted media
• Source: blog.fabiomanganiello.com

Testing data platforms by getting more out of GitHub Actions

-f2ba5b8f6eb3---4 crawled_date: 2026-09-30T16:43:27.017810+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Wed, 30 Sep 2026 15:51:16 GMT

Featured Testing data platforms by get...

• Keywords: distributed pipeline, pipelines github, ephemeral github, pipeline works, runners workflow, vm workflow, pipelines infrastructure, streaming pipelines, pipeline cluster, vm tasks
• Source: blog.dataengineerthings.org

Daytona sandboxes are now a Convex component

Agents built on Convex have a good life. Their conversations are durable, their state is reactive, and every open browser tab agrees about what's happening without a single line of sync code. But the...

• Keywords: convex agent, computers agents, convex backend, agents needs, agents installed, convex sandbox, client consistency, daytona convex, agents, convex daytona
• Source: daytona.io

Free Egress Has Fine Print: S3 vs R2, B2, Wasabi and More

Free Egress Has Fine Print: S3 vs R2, B2, Wasabi and More Serving 50 TB a month out of an S3 bucket in us-east-1 costs about $4,379 at list price, almost all of it data transfer. The same month on Clo...

• Keywords: cloud cost, cloud storage, cloud pricing, wasabi pricing, storage offerings, egress providers, egress price, cost wasabi, gigabyte aws, data store
• Source: devops-daily.com

From Upstream Changes to Downstream Confidence: Inside Torch Spyre’s Integration with PyTorch CRCR

Featured projects TL;DR PyTorch’s Cross-Repository CI Relay (CRCR) gives out-of-tree accelerators a clean, scalable way to plug into upstream CI – and it leaves each backend free to decide which of Py...

• Keywords: accelerator codebases, spyre accelerator, accelerator repositories, repos pytorch, pytorch nightly, accelerator pytorch, backend pytorch, pytorch backend, tree accelerators, pytorch commits
• Source: pytorch.org

AI Agent Regression Testing After a Prompt or Model Change

AI Agent Regression Testing After a Prompt or Model Change OpenRouter · A ~author/family-latest alias always resolves to the newest concrete model in a family. That’s convenient in production and a pr...

• Keywords: testing agent, agent assert, tests agent, test cases, test model, testing ai, regression testing, agent model, agent case, model tested
• Source: openrouter.ai

From 40 seconds to under 10: rebuilding incident detection on OpenTelemetry, Apache Kafka, and Apache Flink on Kubernetes

Every SaaS company has the same uncomfortable question after a major incident: who noticed first, the monitoring or the customers? For a long time our honest answer was “it depends”. This post describ...

• Keywords: incident analytics, targeting recall, report recall, scope recall, detect incidents, recall coverage, product recall, recall scope, noticed monitoring, incident monthly
• Source: cncf.io

From Training to Production, NVIDIA and CoreWeave Close the Loop on Agentic AI

Building on nearly a decade of co-engineering, CoreWeave has built NVIDIA compute, networking and software into a cloud purpose-built for AI that’s still returning on investment across multiple genera...

• Keywords: coreweave nvidia, nvidia coreweave, nvl72 coreweave, gpus coreweave, coreweave engineers, vera cpu, nvidia infrastructure, vera cpus, nvidia vera, engineering coreweave
• Source: blogs.nvidia.com

Cognition Becomes First Customer for NVIDIA Vera Rubin NVL72 on CoreWeave Cloud

As AI rapidly shifts toward long-context reasoning and autonomous agentic workflows, access to purpose-built, rack-scale acceleration has become essential for maintaining low-latency performance and v...

• Keywords: coreweave ai, ai workloads, accelerated computing, cloud nvidia, nvl72 coreweave, nvl72 cognition, exploring nvidia, ai pipelines, nvidia vera, coreweave cloud
• Source: wf.coreweave.com

PolinRider Switches to Ethereum C2 in 30+ Repositories

PolinRider Switches to Ethereum C2 in 30+ Repositories On this page The PolinRider loader family has a new way to find its command and control (C2) servers. It reads Ethereum mainnet and looks for sma...

• Keywords: repositories safedep, polinrider loader, latest safedep, safedep ran, safedep infers, safedep removed, loaders repositories, packages compromised, oxc maintainer, repository infected
• Source: safedep.io

Debugging production from your editor with the Logfire MCP server

The bug report says checkout is failing. Cursor is open on the file you suspect, and Pydantic Logfire is open in another window on the trace that proves you suspect the wrong file. In between is you,...

• Keywords: mcpservers logfire, logfire mcp, logfire fails, pydantic logfire, logfire pydantic, opening logfire, open logfire, logfire open, traces logfire, server logfire
• Source: pydantic.dev

LangChain vs. LangGraph: A Practical JavaScript Developer’s Guide

-a648dc4ecb66---4 crawled_date: 2026-09-30T21:44:22.468279+00:00 feed_url: https://towardsdev.com/feed published: Wed, 30 Sep 2026 21:06:02 GMT

LangChain vs. LangGraph: A Practical JavaScript Dev...

• Keywords: apis langchain, langchain chatbot, api chat, chatbot langchain, applications langchain, chat completions, chatprompttemplate langchain, langchain tools, apis, capabilities chatbot
• Source: towardsdev.com

NVIDIA proposes an AI agent kill switch in silicon after a year of sandbox escapes

TL;DR: This year agents at OpenAI, Anthropic, and Google all escaped environments meant to contain them, and what decided severity was how long it took something outside the agent to catch and stop th...

• Keywords: agents nvidia, agent monitor, agent safety, agents openai, agents run, openai agents, agent enforces, run agents, tracing agents, agent observability
• Source: arize.com

The Agentic Ante: Speed Is the Price of Entry for Capital Markets AI

Key Takeaways

• Agentic AI in capital markets must complete its reasoning loop before the underlying market state changes.

• Latency compounds across retrieval, analysis, validation, and action, makin...

• Keywords: agentic ai, agentic capability, ai performance, agent reasoning, slow ai, execution agentic, ai capital, temporal ai, agents reason, agent reasons

• Source: kx.com

CoreWeave Delivers Higher Throughput and Lower Cost per Token on NVIDIA Blackwell

CoreWeave Delivers Higher Throughput and Lower Cost per Token on NVIDIA Blackwell: A Three-Year TCO and Tokenomics Analysis

• Mitch Lewis Enterprise AI programs increasingly run on rented infrastructu...

• Keywords: token nvidia, optimized clouds, clouds coreweave, cloud providers, token costs, ai cloud, cost nvidia, cost token, nvidia blackwell, token cost

• Source: signal65.com

Securing Chaos at Scale Without Slowing Down

-35e7a49c6df5---4 crawled_date: 2026-09-30T16:43:27.017810+00:00 feed_url: https://aws.plainenglish.io/feed published: Wed, 30 Sep 2026 16:07:24 GMT

Securing Chaos at Scale Without Slowing Down F...

• Keywords: sdlc cybersecurity, maturity infrastructure, maturity levels, organization mature, development cybersecurity, level organization, maturity, cybersecurity world, cybersecurity, crawled_date 2026
• Source: aws.plainenglish.io

VDURA gallops into GPU-using Neocloud and enterprise market

VDURA gallops into GPU-using Neocloud and enterprise market VDURA says its latest and generally available v12.0 software release turns it into a multi-tenant, API-driven storage service for GPU clouds...

• Keywords: vdura data, rebranded vdura, vpod virtualized, backed vdura, vdura classed, vdura, storage gpus, gpu clouds, gpu cloud, neocloud enterprise
• Source: blocksandfiles.com

What Is AWS Security Agent

-35e7a49c6df5---4 crawled_date: 2026-09-30T16:43:27.017810+00:00 feed_url: https://aws.plainenglish.io/feed published: Wed, 30 Sep 2026 16:02:31 GMT

What Is AWS Security Agent AWS Security Agent...

• Keywords: aws agent, agent aws, aws announced, 2026 aws, aws security, capabilities aws, aws support, aws services, training aws, runs aws
• Source: aws.plainenglish.io

AIM: Unified User Experience from Profile Discovery to Deployment

AIM: Unified User Experience from Profile Discovery to Deployment# This post is a continuation of the Multi-Accelerator Support for AIMs and AMD Solution Blueprints blog, which introduced (i) multi-ac...

• Keywords: gpu instinct, instinct gpu, accelerator docker, aims amd, gpu environments, gpu deployment, cluster amd, gpus accelerators, amd gpu, gpus engine
• Source: rocm.blogs.amd.com

Empower your agents with the Google Cloud CLI remote MCP server

Empower your agents with the Google Cloud CLI remote MCP server Prosper Nwankpa Senior Engineering Manager, Google Cloud Adam Hwang Software Engineering Manager, Google Cloud Today, we’re expanding ou...

• Keywords: run_gcloud_command agents, cloud cli, agents cloud, cloudcli googleapis, cli capabilities, agents google, run_bq_command agents, cloud operations, integrating cloud, api cloudcli
• Source: cloud.google.com

taskforge-queue 0.2.0.dev0

This release is a pre-release and may not be stable for production use. TaskForge Background jobs for Python, stored in your Postgres database. No Redis, no broker. Status: alpha (0.2.0.dev). The API...

• Keywords: taskforge_active_workers queue, redis broker, task_queue, queue jobs, taskforge queue, taskforge_jobs_processed_total queue, taskforge jobs, taskforge task_queue, concurrency worker, queue pip
• Source: pypi.org

Beyond pass or fail: The new era of chaos engineering

For years, the gold standard of infrastructure engineering and chaos testing was just uptime: Either a system survived a disruption and passed, or it crashed and failed. In the era of massive cloud-na...

• Keywords: chaos testing, telemetry resiliency, engineering chaos, krkn resiliency, kubernetes, kubernetes cluster, krkn chaos, fail metric, failure modes, rely cloud
• Source: developers.redhat.com

Show HN: Strata – an expressive semantic layer that can say no to your LLM

Free trial Run Strata on your own machine 15 minutes from setup to insights. Free plan, no credit card, everything runs locally. You need Docker, Ruby 3.4.4 or newer, Git, and read access to a warehou...

• Keywords: strata docker, strata server, stratasite server, install strata, docker ruby, server strata, strata deploy, strata datasource, start strata, server docker
• Source: strata.do

t-tech/T-pro-it-2.1-GGUF — public verification state: pending

t-tech/T-pro-it-2.1-GGUF t-tech/T-pro-it-2.1-GGUF is an open-weights language model for general under the apache-2.0 license (149.9 GB), added to Hugging Bay Jun 30, 2026. Hosted open-weights model —...

• Keywords: sha256sum downloads, file sha, check download, download tech, gb file, shasum 256, download fit, pro files, gguf sha256, hashfile
• Source: huggingbay.xyz

Intent 0.5: Skills You Can Maintain

You rename an export, update the types, fix the tests, and ship a release. Somewhere in your package, a skill still tells an agent to use the old name. Maybe the skill ships with the right version, bu...

• Keywords: intent maintainer, changes guidance, skills maintainers, maintaining skills, skills intent, intent repair, version intent, package skill, new intent, installed skills
• Source: tanstack.com

OCR API comparison 2026: Features, pricing, and use cases

OCR API comparison 2026: Features, pricing, and use cases Table of contents A customer uploads a scanned contract. Your application needs its text for a search index. Or perhaps it needs to return a s...

• Keywords: ocr apis, ocr api, ranking ocr, searching ocr, provides ocr, metadata ocr, packages ocr, ocr content, data ocr, cloud ocr
• Source: nutrient.io

Tracing Agent Harness Behavior with NVIDIA NeMo Relay

An agent can finish a task and still take an inefficient path. A failed search can trigger another search. A truncated file read can lead to a command fetching the same content again. A correct final...

• Keywords: agent task, agent runtime, agent execution, failure tasks, agent traces, search runner, investigate agent, succeeded agent, agent nemo, agent documentation
• Source: developer.nvidia.com

vishu01a/shunya-3B-UIUX-master_v1.0 — public verification state: pending

vishu01a/shunya-3B-UIUX-master_v1.0 vishu01a/shunya-3B-UIUX-master_v1.0 is an open-weights language model for general under the mit license (6.2 GB), added to Hugging Bay Sep 30, 2026. Hosted open-wei...

• Keywords: vishu01a apurv_ui_ux_master, sha256sum downloads, master_v1 vishu01a, apurv_ui_ux_master 3b, q4_k_m apurv_ui_ux_master, downloads apurv_ui_ux_master, check download, shasum 256, download apurv_ui_ux_master, file sha
• Source: huggingbay.xyz

A no-cost audio upgrade for my workstation

A no-cost audio upgrade for my workstation Getting my Rane SL3 back to work I suspect it to be a common character trait among us hackers: I give myself a hard time disposing of hardware. So my most re...

• Keywords: sound card, audio upgrade, usb audio, device audio, audio computer, sl3 usb, audio device, sound devices, sl audio, audio driver
• Source: mit.teil.space

Building production-ready AI agents with Atlas Agent Engine and Arize AX

Arize AI is a launch partner for MongoDB’s Atlas Agent Engine, a new platform for building, deploying, and governing AI agents in production. MongoDB Atlas is the platform where agents act on real-tim...

• Keywords: mongodb agents, agents arize, ai mongodb, infrastructure mongodb, agent infrastructure, arize api, arize ai, agents atlas, atlas agent, platform agents
• Source: arize.com

Halfspace experimental IDE for solid modeling with distance fields

Introduction Halfspace is an experimental IDE for solid modeling with distance fields. (The demo is best experienced on a computer; mobile Safari has some WebGPU issues, and pan / tilt / zoom interact...

• Keywords: introduction halfspace, quality halfspace, halfspace reasons, halfspace experimental, multitouch halfspace, halfspace thing, use halfspace, halfspace gui, halfspace, halfspace similar
• Source: mattkeeter.com

SDF vs. MSDF vs. Slug: GPU Text Rendering

How do I choose a text rendering algorithm between SDF, MSDF, Slug, Texture Atlas or Rive? Text looks simple until you have to draw it yourself. A letter is not a picture, it is a set of outlines: clo...

• Keywords: text rendering, glyph outlines, glyphs textures, glyph images, font rendering, rendering algorithm, bitmap glyphs, gpu text, glyph pixels, illustrating glyph
• Source: alphapixeldev.com

CoreWeave Forge: Turn AI Iteration Into Compounding Improvement

At Fully Connected 2026, we announced CoreWeave Forge, which connects and accelerates each stage of the AI improvement lifecycle. It’s a single development environment for serving models in production...

• Keywords: faster coreweave, lifecycle coreweave, coreweave manages, improve coreweave, forge coreweave, coreweave forge, safely coreweave, proven coreweave, infrastructure coreweave, announced coreweave
• Source: wf.coreweave.com

How to speed up the Rust compiler in September 2026

How to speed up the Rust compiler in September 2026 My last post on the Rust compiler’s performance was two months ago and a lot has happened since then. Overall progress The measurements for the peri...

• Keywords: rust compiler, compiler performance, speed rust, reduction benchmarks, clippy benchmarks, rustdoc recently, benchmarks huge, benchmark suite, numerous benchmarks, compiler analyses
• Source: nnethercote.github.io

How We Use Upstash Workflow at ByDefault: Rate Limits, Retries and Durable AI Chats

How We Use Upstash Workflow at ByDefault: Rate Limits, Retries and Durable AI Chats In this article, I want to talk how Upstash Workflow makes our business so, so much more reliable. How we use the bu...

• Keywords: upstash workflow, upstash ai, limits upstash, ai chats, use upstash, upstash realtime, run upstash, schedules upstash, workflows, instead upstash
• Source: upstash.com

NVIDIA Vera CPU Is Coming to CoreWeave: Pack In More Agents

The NVIDIA Vera CPU is coming soon to CoreWeave. It is the first CPU purpose-built for AI agents, running on bare metal built for AI. In the AI loop, launch day is just day one. Models and agents cont...

• Keywords: purpose cpu, cpu purpose, based cpu, cpu core, dedicated cpu, vera cpus, gpu cpu, processor, gpus optimized, agentic workloads
• Source: wf.coreweave.com

Quarkus Aesh: Your Application Just Grew a Terminal

I have spent a good part of my career telling people not to SSH into production servers. And I still mean it. Giving somebody a Linux shell inside a running application environment is usually a terrib...

• Keywords: commandinvocation ssh, commands ssh, command executions, quarkus security, operator quarkus, commands absolutely, aesh commands, exposes commands, operations quarkus, terminal dispatch
• Source: the-main-thread.com

Dumb Servers, Smart Clients: Distributing Images with Quarry

Dumb Servers, Smart Clients: Distributing Images with Quarry By Aleksa Sarai Table of contents In our previous blog post in this series, we introduced tine for building immutable images. Now that we h...

• Keywords: deployment systems, distribute software, software delivery, distributing images, software distribution, integrity linux, securely distribute, deployment scheme, servers smart, general deployment
• Source: amutable.com

Generative AI Design Patterns: All-In-One Page

-5517fd7b58a6---4 crawled_date: 2026-09-30T15:43:07.122137+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 30 Sep 2026 15:18:24 GMT

Generative AI Design Patterns: All-In-One...

• Keywords: genai discovery, genai applications, working genai, book generative, generative ai, patterns kept, design patterns, patterns page, ai design, generation step
• Source: levelup.gitconnected.com

Qt 6.12 LTS Released

The 6.12 release for Qt Framework is now available, with improved cybersecurity, UI performance, and a wealth of capabilities to mix-and-match from across your architectural layers. As a Long-Term Sup...

• Keywords: qt support, qt framework, releases qt, framework qt, maintenance qt, release qt, existing qt, support qt, qt applications, development qt
• Source: qt.io

TanStack AI

TanStack AI Feed thread history into TanStack AI's chat() and give it Chat SDK tools, with no runtime dependency on @tanstack/ai. The chat/ai/tanstack subpath is the TanStack AI counterpart to the AI...

• Keywords: tanstack ai, ai tanstack, dependency tanstack, tanstack install, chat tanstack, tanstack bot, importing tanstack, interface tanstackusermessage, tanstackmessage tanstackusermessage, tanstackusermessage
• Source: chat-sdk.dev

Comfy API Is Live: Deploy ComfyUI Workflows as Production APIs

Today Comfy API is live for everyone on a paid Comfy plan. Turn a workflow you built in ComfyUI into the engine behind an app, tool, or service. Package the workflow with its custom nodes, LoRAs, mode...

• Keywords: comfyui workflows, comfyui workflow, comfyui deployment, comfy api, build comfyui, workflow comfyui, managing comfyui, comfy workflows, deploy comfyui, api comfy
• Source: blog.comfy.org

Obtainability, Part 2: The API That Tells You What You Can Get

· 11 min read · Engineering Obtainability, Part 2: The API That Tells You What You Can Get Part 1 ended on a teaser about a beta Compute Engine endpoint that will tell you, right now, whether you can...

• Keywords: obtainability score, obtainability capacity, obtainability machine, capacity score, obtainability api, allocated obtainability, obtainability google, obtainability computed, obtainability, spot vms
• Source: caseywest.com

Turbo Haskell

Exactly a week ago (as a joke), I started writing THC, my “Turbo Haskell compiler,” while on vacation visiting Bartosz Milewski. It has grown a tiny bit since then. THC now implements every one of GHC...

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• Source: comonad.com

containerhive 1.9.1

ContainerHive Swarm it. Build it. Run it. — Managing container base and library images has never been easier. Motivation Managing container base images and library images at scale is surprisingly pain...

• Keywords: managing container, containerhive detailed, containerhive production, docker, scattered dockerfiles, project container, container image, containerhive, dockerfiles, files containerhive
• Source: pypi.org

emerge 3.0.0a20

This release is a pre-release and may not be stable for production use. Introduction Hello everybody. Thanks for showing interest in my EM FEM library! EMerge is a python based FEM EM library for the...

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• Source: pypi.org

Git 2.56 Takes Aim at Messy Merges, Slow Diffs and Branch Sprawl

TL;DR — Key Takeaways

• Git 2.56 adds git add --resolved , which limits staging to unresolved paths and checks for lingering conflict markers before files are staged. - The release delivers substantia...

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• Source: devops.com

Sanraj/Qwen3-1.7B-jailbreak-finetuned — public verification state: pending

Sanraj/Qwen3-1.7B-jailbreak-finetuned Sanraj/Qwen3-1.7B-jailbreak-finetuned is an open-weights language model for general under the apache-2.0 license (3.5 GB), added to Hugging Bay Sep 30, 2026. Host...

• Keywords: file sha, sha256sum downloads, jailbreak finetuned, sanraj jailbreaking, jailbreak, hashfile, finetuned file, 7b jailbreak, filehash, shasum 256
• Source: huggingbay.xyz

Your agent, your network: How Meta’s Muse agent works with Tailscale

Earlier this month, Meta announced Muse, the company’s new personal AI agent. Meta’s pitch for Muse is that it “helps people stay on top of things, takes tasks and projects off their plate, and turns...

• Keywords: ai vulnerabilities, ai precautions, vulnerabilities agent, meta safeguards, secure muse, ai agent, protection meta, ai agents, agent meta, security hardening
• Source: tailscale.com

Introducing our new University course: “SurrealDB for AI Engineers”

We’ve launched the new AI Engineering Course for SurrealDB University, a free, hands-on course covering the core techniques behind modern AI applications: vector search, RAG, hybrid search, agent memo...

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• Source: surrealdb.com

arthurcollet/CodeRankLLM-mlx — public verification state: pending

arthurcollet/CodeRankLLM-mlx arthurcollet/CodeRankLLM-mlx is an open-weights language model for text generation under the mit license (4.3 GB), added to Hugging Bay Sep 30, 2026. Hosted open-weights m...

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• Source: huggingbay.xyz

Everpure bulks up AI offer

Everpure bulks up AI offer Everpure is discovering and classifying data for AI across an organization’s data estate, enhancing FlashBlade data reduction and KV cache performance, and making open weigh...

• Keywords: flashblade capabilities, bulks ai, flashblade systems, everpure flashblade, flashblade data, flashblade pre, everpure data, storage engine, continuously flashblade, ai hardware
• Source: blocksandfiles.com

git-dedup: Faster and Smaller Checkouts for Free

git-dedup: Faster and Smaller Checkouts for Free Agentic coding means many worktrees and clones at once, and each one drags along its own copy of Git history and submodules. git-dedup shares one local...

• Keywords: throughput git, parallel git, git clones, slow git, dedup git, git worktree, git storage, git dedup, reduced git, recursive git
• Source: ben3d.ca

How little does an AI agent need, and how cheap can it get?

How little does an AI agent need, and how cheap can it get? A recent article revealed that OpenAI is purchasing tens of thousands of Mac minis and Mac Studios to give AI agents dedicated environments...

• Keywords: ai agents, ai agent, agent environment, agent environments, agents need, agent runtime, agents use, agents dedicated, agent agents, developing agent
• Source: blog.arduino.cc

Rusticl Had A Great Year For Rust OpenCL In Mesa With 3.1 Support, More Drivers

Rusticl Had A Great Year For Rust OpenCL In Mesa With 3.1 Support, More Drivers Rusticl lead developer Karol herbst provided a status update on this Mesa Rust-based OpenCL driver during the XDC 2026 c...

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• Source: phoronix.com

We used a database as a message queue. Now we use Kafka

We used a database as a message queue. Now we use Kafka. FoundationDB was our only database, queue included. We built Apple's QuiCK design on top of it, hit the write limits, and moved async tasks to...

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• Source: tigrisdata.com

draftwright 0.5.0rc2

This release is a pre-release and may not be stable for production use. API reference · Examples and source Automated technical-drawing generation for build123d. Point it at a solid (or a STEP file) a...

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• Source: pypi.org

Everpure Adds PureKVA to FlashBlade, Claims Up to 20x Faster Time to First Token, and Makes DeepReduce Always-On

Everpure announced a set of platform capabilities aimed at getting enterprise AI out of pilots and into production, all of them due in October. The headline is PureKVA (Key-Value Accelerator) for Flas...

• Keywords: deepreduce flashblade, flashblade systems, engine flashblade, accelerator flashblade, memory everpure, deepreduce compression, deepreduce, approach flashblade, flashblade pre, flashblade purekva
• Source: storagereview.com

vflask 0.1.2

vflask vflask is a modern Flask framework starter built for developers who want the speed of scaffolding without losing the flexibility of raw Flask. If you like Flask but want the structure and conve...

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• Source: pypi.org

baltimore-patapsco 0.18.1

baltimore-patapsco (Python) Reusable Django runtime primitives for Baltimore civic applications. INSTALLED_APPS += ["baltimore.patapsco"] REST_FRAMEWORK = { "EXCEPTION_HANDLER": "baltimore.patapsco.ap...

• Keywords: django request, django atomic_requests, middleware django, exception_handler baltimore, request_context bound, django middleware, installed_apps baltimore, default_authentication_classes baltimore, django runtime, observability requestcontextmiddleware
• Source: pypi.org

eagle0504/finetuned-deepseek-r1-distill-qwen-1.5b-by-openai-gsm8k-enhanced — public verification state: pending

eagle0504/finetuned-deepseek-r1-distill-qwen-1.5b-by-openai-gsm8k-enhanced eagle0504/finetuned-deepseek-r1-distill-qwen-1.5b-by-openai-gsm8k-enhanced is an open-weights language model for question ans...

• Keywords: finetuned deepseek, enhanced file, deepseek r1, eagle0504 openai, safetensors gb, gb file, deepseek train8k, deepseek, download eagle0504, openai gsm8k
• Source: huggingbay.xyz

How we made the LiteLLM Usage page 120x faster

How we made the LiteLLM Usage page 120x faster This week, we made the LiteLLM Usage page roughly 120x faster. With 5,000 API keys, our Usage page took over six minutes to show 30 days of totals. We re...

• Keywords: postgres, slow browser, usage data, totals usage, litellm usage, usage breakdowns, data totals, postgres does, keys usage, usage time
• Source: docs.litellm.ai

Open TTS Leaderboard: Scalable Evaluation for Multilingual Text-to-Speech and Voice Cloning

Open TTS Leaderboard: Scalable Evaluation for Multilingual Text-to-Speech and Voice Cloning Evaluation, however, hasn't kept pace: it remains fragmented and unstandardized. The gold standard is human...

• Keywords: leaderboard models, leaderboards models, tts leaderboards, models ranked, voice arena, leaderboard scalable, tts leaderboard, leaderboard multilingual, leaderboard uses, based leaderboards
• Source: huggingface.co

System Design Interview Question: Design URL Shortener

-5517fd7b58a6---4 crawled_date: 2026-09-30T15:43:07.122137+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 30 Sep 2026 15:19:00 GMT

System Design Interview Question: Design...

• Keywords: url shortener, urls shorturlid, short urls, shorturl, urls optimized, short url, url shortening, url shorturl, url shortenings, shortened urls
• Source: levelup.gitconnected.com

Thirteen years of blogging

Thirteen years of blogging Are you struggling with performance issues in your Spring, Jakarta EE, or Java EE application? Imagine having a tool that could automatically detect performance issues in yo...

• Keywords: performance spring, java ee, ee java, allowing performance, blogging useful, blogging lot, prevent performance, web enterprise, applications java, enterprise applications
• Source: vladmihalcea.com

Your app’s frontend UI is now optional

I have 334 apps on my phone. You probably have more than me. My browser bookmarks and history are stuffed with sites I infrequently use. We’re inundated with “apps” that require us to learn some bespo...

• Keywords: apps agents, agents apps, apps unnecessary, apps, apps significantly, mobile apps, app choice, apps components, super apps, site agents
• Source: seroter.com

Cloudflare Containers, rebuilt to scale agent sandboxes

Cloudflare Containers, rebuilt to scale agent sandboxes Today, we’re making Cloudflare Containers more programmable and optimized for agent workloads. Agents don't deploy sandboxes ahead of time. They...

• Keywords: cloudflare containers, containers runtime, containers cloudflare, runtime containers, sandboxes faster, cloudflare container, schedule containers, container architecture, container sandbox, running containers
• Source: blog.cloudflare.com

Data Agent Kit is now GA: Bring Google Data Cloud to any coding agent

Data Agent Kit is now GA: Bring Google Data Cloud to any coding agent Arun Nair Product Manager, Google Jeff Nelson Developer Advocate, Google Today, Google Cloud Data Agent Kit is generally available...

• Keywords: data agent, agent platform, ga agent, coding agents, coding agent, agent kit, tools agent, data cloud, agent data, agent uses
• Source: cloud.google.com

dianavdavidson/indic_whisper_hi_multi_gpu_mucs_62986_ratio_0_25_lr_1e-4_lgid_hi_hinglish_mixed_scripts_FT — public verification state: pending

dianavdavidson/indic_whisper_hi_multi_gpu_mucs_62986_ratio_0_25_lr_1e-4_lgid_hi_hinglish_mixed_scripts_FT dianavdavidson/indic_whisper_hi_multi_gpu_mucs_62986_ratio_0_25_lr_1e-4_lgid_hi_hinglish_mixed...

• Keywords: indic_whisper_hi_multi_gpu_mucs_62986_ratio_0_25_lr_1e 4_lgid_hi_hinglish_mixed_scripts_ft, dianavdavidson indic_whisper_hi_multi_gpu_mucs_62986_ratio_0_25_lr_1e, entries indic_whisper_hi_multi_gpu_mucs_62986_ratio_0_25_lr_1e, ready indic_whisper_hi_multi_gpu_mucs_62986_ratio_0_25_lr_1e, indic_whisper_hi_multi_gpu_mucs_62986_ratio_0_25_lr_1e, indic_whisper_hi_multi_gpu files, 4_lgid_hi_hinglish_mixed_scripts_ft dianavdavidson, 4_lgid_hi_hinglish_mixed_scripts_ft scanned, 4_lgid_hi_hinglish_mixed_scripts_ft scan, parthiv11 indic_whisper_hi_multi_gpu
• Source: huggingbay.xyz

dianavdavidson/whisper-medium_iv_hindi_vaani_62509_ratio_alldata_lr_1e-4_lgid_None_mixratio_0.25_FT — public verification state: pending

dianavdavidson/whisper-medium_iv_hindi_vaani_62509_ratio_alldata_lr_1e-4_lgid_None_mixratio_0.25_FT dianavdavidson/whisper-medium_iv_hindi_vaani_62509_ratio_alldata_lr_1e-4_lgid_None_mixratio_0.25_FT...

• Keywords: whisper medium_iv_hindi_vaani_62509_ratio_alldata_lr_1e, download dianavdavidson, medium_iv_hindi_vaani_62509_ratio_alldata_lr_1e 4_lgid_none_mixratio_0, medium_iv_hindi_vaani_62509_ratio_alldata_lr_1e, recognition apache, hindi vaani, speech recognition, source download, dianavdavidson whisper, hindi
• Source: huggingbay.xyz

dys-asr/parakeet-rnnt-0.6b-all-syn-chunk-cutout-soup — public verification state: pending

dys-asr/parakeet-rnnt-0.6b-all-syn-chunk-cutout-soup dys-asr/parakeet-rnnt-0.6b-all-syn-chunk-cutout-soup is an audio model for speech recognition under the cc-by-4.0 license (2.5 GB), added to Huggin...

• Keywords: bytes file, soup audio, download dys, file exact, syn chunk, safetensors gb, file, file sha, source download, files source
• Source: huggingbay.xyz

Glimpse-Dictation/Distil-Whisper-Large-V3.5-gguf — public verification state: pending

Glimpse-Dictation/Distil-Whisper-Large-V3.5-gguf Glimpse-Dictation/Distil-Whisper-Large-V3.5-gguf is an open-weights language model for speech recognition under the mit license (831 MB), added to Hugg...

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• Source: huggingbay.xyz

Intel Media Driver 2026Q3 Introduces Crescent Island Support

Intel Media Driver 2026Q3 Introduces Crescent Island Support Released overnight was the Intel Media Driver 2026Q3 stack for providing the latest open-source video encode/decode capabilities on Intel i...

• Keywords: intel crescent, intel media, intel compute, intel integrated, driver intel, intel xe, crescent island, capabilities intel, code intel, driver 2026q3
• Source: phoronix.com

Introducing marimo-lens

Introducing marimo-lens Explore your notebook with your agent, see how its results fit together, and decide what to investigate next. Your agent is good at editing a marimo notebook, but it doesn’t se...

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• Source: marimo.io

KeZZ08/mirror-memory-default-embedding-model — public verification state: pending

KeZZ08/mirror-memory-default-embedding-model KeZZ08/mirror-memory-default-embedding-model is an embedding model for text embeddings under the mit license (134 MB), added to Hugging Bay Sep 30, 2026. H...

• Keywords: file sha, sha256sum downloads, safetensors sha256, bytes file, hashfile, safetensors files, download kezz08, kezz08 mirror, sha 256, shasum 256
• Source: huggingbay.xyz

kozynthetaquito/Dolphin-Mistral-24B-Venice-Edition-exl2-6bpw-Q4_K_M-GGUF — public verification state: pending

kozynthetaquito/Dolphin-Mistral-24B-Venice-Edition-exl2-6bpw-Q4_K_M-GGUF kozynthetaquito/Dolphin-Mistral-24B-Venice-Edition-exl2-6bpw-Q4_K_M-GGUF is an open-weights language model for text generation...

• Keywords: language model, chat model, model chatting, weights language, model text, text generation, file model, language, q4_k_m dolphin, download dolphin
• Source: huggingbay.xyz

Lucius-Morningstar/mailroom-modernbert-classifier — public verification state: pending

Lucius-Morningstar/mailroom-modernbert-classifier Lucius-Morningstar/mailroom-modernbert-classifier is an open-weights language model for text classification under the apache-2.0 license (316 MB), add...

• Keywords: file fingerprint, fingerprint file, classifier file, file sha, file exact, modernbert classifier, sha256sum downloads, bytes file, metadata lucius, file
• Source: huggingbay.xyz

Managing VKS Clusters at Scale: Improvements in VCF 9.1

Introduction With VCF 9.0.1 we introduced VKS cluster management – a native, VCF-first capability for provisioning, governing, and operating VKS clusters without needing a separate management plane. W...

• Keywords: vks clusters, kubernetes v1, vks cluster, running kubernetes, kubernetes automatically, ui kubernetes, kubernetes, kubernetes hardening, kubernetes security, kubernetes scale
• Source: blogs.vmware.com

MiMo V2.6 Flash & 9B Distill: Benchmarks, Run Locally (2026)

Xiaomi put the MiMo-V2.6 family on Hugging Face on 21 September 2026 (some coverage dates the launch 22 September). Everything is MIT-licensed. The launch had two open checkpoints: MiMo-V2.6-Pro-RL an...

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• Source: codersera.com

MpMan123/Hallucination_Detection-Legendary-and-Mighty-Capybara — public verification state: pending

MpMan123/Hallucination_Detection-Legendary-and-Mighty-Capybara MpMan123/Hallucination_Detection-Legendary-and-Mighty-Capybara is an open-weights language model for text classification under the apache...

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• Source: huggingbay.xyz

OpenMed/OpenMed-PII-Turkish-SuperMedical-Base-125M-v1-mlx — public verification state: pending

OpenMed/OpenMed-PII-Turkish-SuperMedical-Base-125M-v1-mlx OpenMed/OpenMed-PII-Turkish-SuperMedical-Base-125M-v1-mlx is an open-weights language model for token classification under the apache-2.0 lice...

• Keywords: download openmed, library openmed, openmed pii, classification openmed, openmed openmed, mlx openmed, openmed, openmed weights, model openmed, openmed languages
• Source: huggingbay.xyz

Qwen Image 2.1: Run It Locally (ComfyUI, GGUF, Diffusers) 2026

Qwen released Qwen-Image-2.1 on September 20, 2026, with weights on Hugging Face and ModelScope. It is one checkpoint that handles both text-to-image and image editing. It also outputs native transpar...

• Keywords: uses qwen, supported qwen, png qwen, use qwen, using qwen, running qwen, qwen image, image qwen, includes qwen3, images qwen
• Source: codersera.com

snowdesktop: Immutable Debian desktop for developers

SnowLinux is a fully customizable immutable distribution implementing the concepts described in Fitting Everything Together. Note that SnowLinux is still in development, and we don't provide any backw...

• Keywords: snowlinux image, snowlinux images, snowlinux development, images snowlinux, current snowlinux, snowlinux drive, guarantees snowlinux, securebootkey pkcs11, snowlinux boot, snowlinux fully
• Source: github.com

Streamlining CI/CD on VMware vSphere Kubernetes Service with Harness, Wiz, Artifactory, Dynatrace and the VCF Secret Store

A Production-Ready Blueprint for Enterprise Ecosystem Integration on VMware Cloud Foundation Broadcom VCF Technical Product Solutions Architecture Session Resources: VMware Explore Video #APPB1147LV |...

• Keywords: devops security, devops ecosystem, vsphere kubernetes, enterprise devops, kubernetes platform, existing devops, vmware infrastructure, kubernetes environments, devops architecture, kubernetes runtime
• Source: blogs.vmware.com

CliDoc Brings TSDoc-Style Documentation to CLIs

CliDoc Brings TSDoc-Style Documentation to CLIs CliDoc generates an OpenCLI description of your CLI from the command definitions you already wrote, then publishes reference docs to Docusaurus and Vite...

• Keywords: documentation clis, documentation clidoc, cli document, cli definitions, cli tools, describing cli, cli commands, clis library, cli package, documentation tools
• Source: ben3d.ca

cuongtk2002/distilbert-base-multilingual-cased-JaQuAD — public verification state: pending

cuongtk2002/distilbert-base-multilingual-cased-JaQuAD cuongtk2002/distilbert-base-multilingual-cased-JaQuAD is an open-weights language model for question answering under the apache-2.0 license (543 M...

• Keywords: jaquad file, jaquad cuongtk2002, cased files, jaquad scanned, cased jaquad, sha256sum downloads, download cuongtk2002, jaquad task, multilingual cased, jaquad open
• Source: huggingbay.xyz

Evo ADS Govern Agent Behavior Goes GA: Bringing MCP Usage Under Control

Evo ADS Govern Agent Behavior Goes GA: Bringing MCP Usage Under Control September 30, 2026 0 mins readToday, we're announcing that Govern Agent Behavior, the capability within Evo Agentic Development...

• Keywords: agentic development, agent execution, evo agentic, agents generate, secures agents, policy agent, agents increasingly, agent behavior, governing agents, agents actions
• Source: snyk.io

CopilotKit ships AG-UI 1.0, a stable protocol for connecting agents to app interfaces

Introducing AG-UI 1.0 🪁 The open protocol that connects ANY agent to ANY app, now with a stable spec. AG-UI gives you an entire ecosystem for free. Adopted and supported by Google, Microsoft, Amazon,...

• Keywords: ag ui, introducing ag, agent ui, agent app, ag, ai ag, behave ag, connects agent, delegated agent, copilotkit ai
• Source: x.com

EDG C++ front-end goes public

01 Fiscal sponsorship Receive and manage donations on behalf of EDG. The EDG open source transition On September 30, 2026, the source for EDG's C++ front end goes public, and The C++ Alliance becomes...

• Keywords: edg stakeholder, edg developers, edg nonprofit, edg codebase, edg founding, merged edg, source edg, edg community, support edg, edg work
• Source: edgcpp.org

How celld Makes SQLite Writes Durable

-5b301f10ddcd---4 crawled_date: 2026-09-30T13:42:36.512461+00:00 feed_url: https://itnext.io/feed published: Wed, 30 Sep 2026 13:19:14 GMT

How celld Makes SQLite Writes Durable TL;DR • celld uses...

• Keywords: sqlite writes, celld rebuilds, celld_durability, celld_durability defaults, celld_durability setting, replicating sqlite, wait celld_durability, storage sqlite, replicate sqlite, storage nodes
• Source: itnext.io

LinkedIn Larpmaxxing

LinkedIn is a soul-sucking hole of professionalism and a pit of hell that not even my worst enemy should spend the rest of his days in. It’s this concoction of performative productivity and corpo spea...

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• Source: hereticpleb.vercel.app

The AI Race Just Got Awkward

If you read the news headlines these days, you would be forgiven for thinking that the Western labs are getting spawn-camped by Chinese labs en masse. The Distillation Drama Not a week goes by when An...

• Keywords: chinese distilling, chinese labs, forced chinese, latest deepseek, compared deepseek, companies chinese, deepseek v4, deepseek v1, adopting chinese, mindless distilling
• Source: insufferable.dev

When LLMs Analyze and Decision Engines Decide: AWS Bedrock + Jev

-35e7a49c6df5---4 crawled_date: 2026-09-30T16:43:27.017810+00:00 feed_url: https://aws.plainenglish.io/feed published: Wed, 30 Sep 2026 16:04:56 GMT

When LLMs Analyze and Decision Engines Decide:...

• Keywords: decision bedrock, bedrock llm, jev structured, aws bedrock, bedrock jev, structured decision, transaction bedrock, decisions transactions, jev decision, bedrock analyzes
• Source: aws.plainenglish.io

agentenv-framework-protocol 0.1.269

agentenv-framework-protocol Open data-plane protocol and server SDK for agent environments. Install it with pip install agentenv-framework-protocol ; the import package is agentenv_protocol . An envir...

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• Source: pypi.org

Building a Golden Eval Dataset from Production Traffic

Building a Golden Eval Dataset from Production Traffic OpenRouter · You update a prompt, or a provider rolls out a new checkpoint under the same model ID, and something in production regresses. The la...

• Keywords: traffic benchmarks, run benchmark, benchmark run, benchmark use, benchmarking api, benchmark training, test benchmark, benchmarking, golden dataset, public benchmark
• Source: openrouter.ai

Dirty Optimization Secrets (C for Playdate)

These are some advanced optimization tricks I've discovered while @stonerl and I have been cooking the full-speed gameboy emulator. These are not the typical tips for optimizing games you can find els...

• Keywords: playdate cpu, optimizing games, performance improvements, improve performance, fast cpu, emulation playdate, cpu slow, slow cache, slower builds, better playdate
• Source: devforum.play.date

GPT-6 Sol across every effort level | VulcanBench Frontier v4

September 30, 2026 · 115 runs · Code quality protocol v3.17 GPT-6 Sol across every effort level 115 runs of GPT-6 Sol through the Codex CLI on a ChatGPT Pro subscription, 23 tasks at each of five effo...

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• Source: vulcanbench.com

I Finally Understood Why Elasticsearch Is So Ridiculously Fast

-35e7a49c6df5---4 crawled_date: 2026-09-30T16:43:27.017810+00:00 feed_url: https://aws.plainenglish.io/feed published: Wed, 30 Sep 2026 16:02:47 GMT

I Finally Understood Why Elasticsearch Is So R...

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• Source: aws.plainenglish.io

OpenBSD's ports tree keeps GPL coreutils and rejects uutils (Rust rewrite)

David Uhden Collado <[email protected]> wrote: > Stuart Henderson wrote: > > On 2026/09/20 07:01, David Uhden Collado wrote: > >> The main goal of the packaging is to make these implementations usable...

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• Source: mail-archive.com

rust-store-py 2.6.0

Python binding (PyO3) for the rust-store multi-backend data engine: GQL parsing, permissions, computed columns and SQL dialect translation for MongoDB, MySQL, SQLite and PostgreSQL

• Keywords: engine gql, gql, mongodb, backend data, data engine, rust store, pyo3 rust, translation mongodb, gql parsing, mongodb mysql
• Source: pypi.org

Gemini 4 Argon (High): Intelligence, Performance and Price Analysis

Gemini 4 Argon (High) Intelligence, Performance & Price Analysis Model summary Speed Gemini 4 Argon (High) is amongst the leading models in intelligence and reasonably priced when comparing to other m...

• Keywords: pricing gemini, cost intelligence, performance price, gemini argon, tokens pricing, pricing evaluated, index gemini, priced comparing, tokens intelligence, pricing vary
• Source: artificialanalysis.ai

How Lovable protects your apps from vulnerabilities

Our security team discovered a vulnerability in TanStack Start, a framework used by Lovable apps. We reported it to the maintainers and put firewall protections in place for apps hosted on Lovable whi...

• Keywords: app exploitable, affected app, vulnerability tanstack, app attack, uncovered vulnerability, app lovable, app secure, discovered vulnerability, identified vulnerability, protecting apps
• Source: lovable.dev

How to Test Tool-Calling Accuracy in AI Agents

How to Test Tool-Calling Accuracy in AI Agents OpenRouter · An agent can fail in two places when it uses a tool. It can choose the wrong tool, or it can choose the right one and send the wrong argumen...

• Keywords: tool test, tool validate, test routing, checking tool_calls, tool correctness, tools test, tool_choice check, test tool, tools test_cases, agent benchmarks
• Source: openrouter.ai

Hanami, Why?: Introductions

I mentioned in my Hello, world! post that I built this site using Hanami. This site may seem simple on the surface; it is, after all, just a blog. However, the backend is packed with features that hel...

• Keywords: blog backend, activity feed, blog, insights blog, blog posts, entries blog, just blog, hanami application, posts tasks, hanami app
• Source: aaronmallen.me

How DoorDash Built a Toolbox for AI Agents

CodeAF: a new open-source factory on the Pareto frontier (Sponsored) CodeAF is a new open-source software factory that sits on the Pareto frontier of cost, speed and quality. On DeepSWE it solved near...

• Keywords: coding agent, codeaf new, agent developers, agents tool, tool agents, agent tool, codeaf, ai agent, tools agent, capabilities agent
• Source: blog.bytebytego.com

Show HN: Parrot – Open-Source Smart Meeting Recorder with Co-Pilot on Mac

AI meeting recorder and live copilot for MacHelp during the call. Not after it. Parrot is a meeting recorder for your Mac with a live copilot built in. It notices when a call starts, suggests answers...

• Keywords: parrot app, voiceprint mac, mic parrot, meetings audio, parrot demo, voices parrot, voices macos, meetings mac, recorder mac, parrot meeting
• Source: openparrot.app

What Is Agentic AppSec?

What Is Agentic AppSec? September 30, 2026 0 mins readAgentic AppSec (agentic application security) is the practice of using a team of AI security agents to run an organization's entire application se...

• Keywords: security agentic, agentic appsec, appsec agentic, software agentic, agentic application, agents appsec, agentic development, attack agentic, appsec ai, agentic program
• Source: snyk.io

Bland is now an official Twilio partner

Bland is now an official Twilio partner Every Bland customer gets Twilio-powered calling built in. Every Twilio customer can bring their own account. There are two (really hard) challenges in enterpri...

• Keywords: twilio enterprises, partnering twilio, bland twilio, twilio simply, partner twilio, twilio customers, seamlessly twilio, official twilio, twilio partner, built twilio
• Source: bland.ai

Slack Developer Changelog Recap: July – September 2026

As summer fades into fall, we’ve got a fresh harvest of updates for you! We’ve been hard at work on new features and updates to make your work life simpler, more pleasant, and more productive. Announc...

• Keywords: assistant messaging, agent updates, agent messaging, assistant_view assistant, agent_view new, experience agent_view, assistant_view deprecated, conversations agent, experience assistant_view, agent sessions
• Source: slack.dev

Claude Says

I don’t care. If I wanted the feedback of an AI, I would have prompted it myself. Your deference to a LLM communicates that the current subject matter is outside your ability to speak confidently on....

• Keywords: ai prompted, ai reason, feedback ai, talk ai, packages ai, getting ai, ai decides, ai agree, ai, communicating concern
• Source: ohhfishal.net

Forecasting space weather risks on power grids

At a glance

• End-to-end forecasting: A machine learning pipeline uses forecast-time solar-wind information to generate location-specific risk estimates for 66,935 substations in the continental Unite...

• Keywords: forecasts auroral, forecasting threat, forecasts infrastructure, geomagnetic storm, forecasts grid, weather warning, impacts auroras, weather prediction, storm scenario, storm utilities

• Source: microsoft.com

How Akai Automates 100,000 Cases a Month

Article 3 min read How Akai Automates 100,000 Cases a Month Author Bruno Giannotti Last Update September 30, 2026 Table of Contents The problem we set out to solve What is Akai? Two ways to let an age...

• Keywords: akai automates, read akai, ai agents, agent machine, akai internal, building akai, agent needs, akai ways, akai, akai akai
• Source: deel.com

Tencent Hunyuan releases ExplorationBench to measure how AI systems explore unknown problems

New Research: We are releasing ExplorationBench, a benchmark for measuring how AI systems explore. Scientific discovery begins where known problems end: a system has to frame hypotheses, design experi...

• Keywords: explorationbench benchmark, tasks alienlogic, experiments learn, evidence aliencode, knowledge recall, sandboxes aliencode, measuring ai, systems explore, probes knowing, verifiable alien
• Source: x.com

Tianqi Chen will teach agentic GPU programming at CMU and releases an online book

We will be teaching Agentic GPU Programming for MLSys as part of the CMU ML Systems course this upcoming spring at @SCSatCMU, touching on knowledge curation, compiler analysis, and feedback loops. We...

• Keywords: agentic gpu, gpu programming, teaching agentic, programming mlsys, mlsys cmu, ai agentic, agentic, mlc ai, gpu pr, gpu
• Source: x.com

Join Ordering, Part 1: The Shape of the Search Space

Join Ordering, Part 1: The Shape of the Search Space A guided tour through join order enumeration. I think I should preface this one with an apology, it’s a bit long. Other than that I hope you enjoy...

• Keywords: optimize course, optimize ordering, course query, joins efficient, query optimization, tum lectures, order joins, join ordering, query optimizers, join order
• Source: deferworks.org

A Checklist for Making AI-Generated Code Audit-Ready

A Checklist for Making AI-Generated Code Audit-Ready Shipping code to production is just one phase of the complete software delivery journey. If your project is simple enough, it may even be one of th...

• Keywords: audit readiness, code audit, audit ready, audit checks, environment audit, simple audit, audit, approved audit, audit trail, compliance audit
• Source: aviator.co

ArgoCon North America 2026: What to expect as the Argo community looks toward CD 4.0

Work across the Argo Project is accelerating, with growing adoption, new use cases, and more maintainers contributing across the community. The community is also beginning the visioning process for Ar...

• Keywords: argo projects, projects argo, argo workflows, practices argocon, argo project, project argo, participating argo, argo events, workflows argo, argo community
• Source: cncf.io

NVIDIA Opens Applications for 2027–2028 Graduate Fellowships With Awards Up to $60,000

Bringing together the world’s brightest minds and the latest accelerated computing technology leads to powerful breakthroughs that help tackle some of the biggest research problems. To foster such inn...

• Keywords: internship nvidia, nvidia graduate, graduate fellowship, fellowship program, innovation nvidia, nvidia research, fellowship year, nvidia technologies, fellowship recipients, year nvidia
• Source: blogs.nvidia.com

VLC Media Player Unveils Its ‘Biggest Security Release Ever’: What You Need to Know

VLC Media Player Unveils Its ‘Biggest Security Release Ever’: What You Need to Know VLC has released version 3.0.24, touted as its "biggest security release ever," with over 130 fixes across the appli...

• Keywords: regarding vlc, vlc media, vlc official, changes vlc, vlc released, vlc, vlc versatility, vlc 24, visit vlc, know vlc
• Source: serverhost.com

attezt: device attestation, PKCS11 and ACME

IETF is standardizing a new ACME challenge, device-attest-01, which allows organizations to provision device bound certificates to machines, and enables machines to present signing certificates that...

• Keywords: certificates machines, attestation server, acme client, device attest, acme challenges, proxies mtls, acme device, client attestation, provides acme, bound certificates
• Source: media.ccc.de

CS240 AI Cheating Retrospective

CS 240 Spring 2026 AI Retrospective - September 25, 2026 Academic integrity and AI Toward the end of the Spring 2026 semester, I found myself at the center of a storm involving use of "AI" in CS 240:...

• Keywords: ai academic, discuss assignments, ai cs, ai usage, integrity ai, course policies, assignments used, assignments doing, ai llms, course policy
• Source: turkeyland.net

Deepgram Speak brings voice AI builders to San Francisco on October 29

The future is talking. Turn it up. Deepgram Speak. One day with the people building voice AI. San Francisco | October 29 | Free to attend Only 500 seats Click here for terms & conditionsWhy Speak Deep...

• Keywords: ceo deepgramstevebrewer, building voice, deepgram speak, speak deepgram, talk voices, voice ai, deepgram founder, voices speak, future talking, speakers announced
• Source: deepgram.com

Disrupting a coordinated model-distillation campaign

Disrupting a coordinated model-distillation campaign We recently identified and disrupted a coordinated campaign designed to extract protected reasoning from our models, with the earliest observed act...

• Keywords: reinforcing adversarial, adversarial distillation, protected reasoning, expose reasoning, model protected, openai models, adversarial, consistent adversarial, mitigations activity, defenses adversarial
• Source: openai.com

Introducing SynthID Bio

Proof of concept for watermarking AI-generated proteins while preserving biological function.

• Keywords: watermarking ai, proteins preserving, generated proteins, watermarking, concept watermarking, proteins, preserving biological, ai generated, biological function, ai
• Source: deepmind.google

RIP, vector database

We are changing turbopuffer's storage architecture. The new engine, informally called "turbopuffer v3", changes how documents and indexes are laid out, written, compacted, and queried in turbopuffer....

• Keywords: turbopuffer storage, storage architecture, implemented storage, indexing throughput, indexes write, ann performance, tune indexing, turbopuffer faster, ann index, primary storage
• Source: turbopuffer.com

TanStack Start security update: CVE-2026-102989

We've released a fix for CVE-2026-102989, a critical reflected cross-site scripting (XSS) vulnerability in TanStack Start's server-function response handling. The patched packages are available on npm...

• Keywords: vulnerability tanstack, xss vulnerability, resolved tanstack, tanstack, tanstack start, vulnerability, fix cve, handling patched, affected applications, affected application
• Source: tanstack.com

Chris Painter's testimony to the U.S. Senate on AI agent incidents

On September 30, 2026, METR President Chris Painter testified before the U.S. Senate Committee on Homeland Security & Governmental Affairs’ Subcommittee on Disaster Management, District of Columbia, a...

• Keywords: concern ai, ai security, assesses ai, ai safety, ai infrastructure, ai monitored, securing ai, disclosed ai, ai agent, ai research
• Source: metr.org

Chubby cites SemiAnalysis: OpenAI's 300-token-per-second Ultrafast runs on Nvidia, not Cerebras

OpenAI announced up to 300 tokens per second with Ultrafast. According to SemiAnalysis, it’s running on NVIDIA GPUs. That’s particularly interesting given its partnership with Cerebras specifically fo...

• Keywords: ultrafast according, sol ultrafast, ultrafast future, ultrafast running, ultrafast, second ultrafast, running cerebras, serving gpt6, openai latest, gpt6 sol
• Source: x.com

Clem Delangue says Nvidia's acquisition lets Hugging Face hire for a decade of open-source AI

clem 🤗 on X: "getting acquired by @nvidia = hugging face can now hire people we couldn't as a small startup and give them a decade to make open-source AI win! if you're one of them, my dms are open" g...

• Keywords: source nvidia, nvidia paying, nvidia hugging, open source, acquired nvidia, nvidia, dms open, make open, startup decade, clem getting
• Source: x.com

MindGuard, open-source safety classifiers for mental-health chats built with psychologists, is accepted at NeurIPS

Ricardo Rei on X: "Bit late to this, but happy to share that MindGuard got accepted at @NeurIPSConf 2026! It's a family of open-source safety classifiers for mental health conversations, built with li...

• Keywords: safety classifiers, share mindguard, built mindguard, mindguard protocol, glm mindguard, psychologists things, self harm, mindguard, suicide risk, results mindguard
• Source: x.com

Seeing the Disruption Isn't the Same as Surviving It

Seeing the Disruption Isn't the Same as Surviving It I was thinking about my time at Tribune in the 90s, and one memory keeps coming back to me. We used to claim chicagotribune.com had the first 1TB d...

• Keywords: tribune archives, era tribune, chicago tribune, company tribune, tribune chicago, tribune investing, tribune, tribune 90s, tribune remarkably, internet transition
• Source: thectoadvisor.com

CHOMPI portable sampler instrument is now open-source (hardware and software)

CHOMPI Sampler Reference Hub Open Source Intro to CHOMPI Open Source This is a discontinuation open-source release: a permanent source for the files and documentation related to CHOMPI. To customize i...

• Keywords: build chompi, chompi firmware, chompi github, chompi sampler, synth chompi, firmware chompi, updates chompi, source chompi, chompi wavetable, chompi projects
• Source: chompiclub.com

GPT-6.1 Sol replaces GPT-6 Sol after just 7 days, with near-Astra intelligence

September 29, 2026 GPT-6.1 Sol replaces GPT-6 Sol after just 7 days, with near-Astra intelligence See model pageGPT-6.1 Sol replaces GPT-6 Sol after just 7 days. It scores 1 point below GPT-6 Astra in...

• Keywords: sol gpt, gpt sol, discount gpt, intelligence gpt, gpt astra, sol costs, index gpt, sol overall, efficiency gpt, lower gpt
• Source: artificialanalysis.ai

Nathan Lambert says letting LLMs edit their own context beats rigid compaction

Current harnesses have a very rigid setup in how the LLM can manage its own context. We show that you can let LLMs edit the context directly - enabling better long-horizon memory, FLOP efficient adapt...

• Keywords: context management, manage context, context language, context directly, control context, treat context, introducing context, clms natively, llm manage, context file
• Source: x.com

Notes from September 2026

Notes from September 2026 If you follow my monthly roundups, (1) who are you?? please say hi (2) you’ll notice a smaller post this time. September was a busy month for me. Lots of feedback on a small...

• Keywords: programmers dislike, garbage collection, programmers, anecdotally programmers, programming, dislike reduce, programmer, programming email, feedback small, feedback
• Source: evanhahn.com

Varonis and Cohesity: Improving Cyber Resilience with Data Security

Backup datasets often contain sensitive information — from PII to intellectual property — and a wide range of business-critical data. Without visibility into their backups, security teams are left wit...

• Keywords: resilience varonis, hardens data, data varonis, varonis data, backups security, recovery varonis, recover varonis, cyber resilience, data security, varonis automatically
• Source: varonis.com

When Attribution Patching Lies: NeurIPS paper traces interpretability errors to network curvature and proposes a fix

Excited to share that our paper, When Attribution Patching Lies: Diagnosis and a Second-Order Correction, has been accepted to NeurIPS 2026! 🎉

• We explain why attribution patching can produce inaccur...

• Keywords: attribution patching, patching lies, correction improves, patching, network curvature, product correction, 09899 neurips, neurips llm, improves accuracy, language models

• Source: x.com

Why Is Sam Altman a Free Man?

This article was featured in the Daily Prospect newsletter. Sign up for it here. One of the signature public service announcements of my youth was created by the Partnership for a Drug-Free America in...

• Keywords: agents hacked, education hack, models hacking, ai, openai efforts, agents tried, situation ai, sought infiltrated, infiltrated website, hacking
• Source: prospect.org