AI agents are rapidly graduating from clever prototypes into a full-fledged production ecosystem—and today’s releases show the infrastructure racing to catch up.

Agent development dominated the day. Sciveo, AbstractFramework and apowerb advanced platforms for building multimodal, observable AI systems, while SmartMemory and chDB’s durable layer tackled a persistent weakness: retaining structured state across sessions and failures. ACCO focused on trimming context overhead for coding agents, and CodeMie’s test harness strengthened end-to-end validation of assistants, workflows and integrations. NVIDIA OpenShell added runtime controls for safer agent operations, while Pulumi and Jev explored “self-driving” infrastructure that allows agents to manage increasingly complex cloud environments.

Performance and compute were equally prominent. Graphsignal introduced autonomous GPU profiling for inference optimization, AMD highlighted Verl 0.9.0 on ROCm 10.0 for large-scale reinforcement-learning post-training, and CoreWeave announced its third consecutive Platinum ClusterMAX rating. An analysis of GLM5.3’s sparse attention examined its implications for HBM, DRAM and NAND demand, complemented by a new GPU glossary aimed at making accelerator architecture more accessible. Unlimited OCR Max, meanwhile, packaged Baidu’s OCR model behind an OpenAI-compatible endpoint across Metal, CUDA, ROCm and CPU.

Developer tooling continued its consolidation trend. Vite+ 1.0 arrived as a stable, MIT-licensed command unifying the Node.js runtime, package management and frontend tooling. HighhXCli brought natural-language automation to project workflows, while build-q, dataplat and Ṣeto simplified container builds, data-platform operations and shared-storage orchestration. TerraVision turned Terraform or JSON into polished cloud diagrams, meshio++ expanded engineering-format interoperability, and Laser SDK connected Python applications to Apache Iggy through Rust-backed bindings.

Finally, a timely Postgres resilience discussion underscored the day’s broader message: automation is accelerating, but durability, testing and operational guardrails remain the real measures of production readiness.

Featured Articles

sciveo 0.2.84

SCIVEO Sciveo is a Python toolkit and CLI for ML/AI workflows, engineering automation, experiment tracking, machine monitoring, local operations, network/industrial IO, media processing, AI agents, lo...

• Keywords: sciveo api, sciveo python, sciveo tools, workflows sciveo, runtime sciveo, sciveo useful, monitoring sciveo, sciveo monitoring, processing sciveo, runtimes sciveo
• Source: pypi.org

smartmemory-core 1.5.8

SmartMemory — Typed AI Memory for LLM Agents Read the docs · Compare vs Mem0 / Zep / Letta / claude-mem · Maya sample app SmartMemory is an AI memory system with five core typed memory types — episodi...

• Keywords: memory smartmemory, smartmemory memory, smartmemory memoryitem, smart_memory smartmemory, smartmemory smart_memory, memories smartmemory, smart_memory, smart memory, ai memory, overview smartmemory
• Source: pypi.org

abstractframework 0.6.0

AbstractFramework Write once. Generate everything. A modular, open-source ecosystem for building durable, observable, multimodal AI systems. Text, voice, image, video, music — one unified interface, a...

• Keywords: multimodal capabilities, multimodal capability, abstractframework ecosystem, building ai, multimodal ai, persistent ai, abstractframework apple, observability multimodal, cloud abstractframework, support abstractframework
• Source: pypi.org

codemie-test-harness 0.1.647

CodeMie Test Harness End-to-end, integration, and UI test suite for CodeMie services. Test LLM assistants, workflows, tools, and integrations with a user-friendly CLI or pytest. Quick Start

Install...

• Keywords: credentials codemie_test_harness, codemie_test_harness env, tests aws, codemie_tests, codemie_test_harness directory, install test, aws tests, test suite, codemie_test_harness, tests configuration
• Source: pypi.org

apowerb 0.2.46

apowerb The open-source agentic framework to build, orchestrate, and operate production AI agents. Documentation • Quickstart • API Reference • Deployment • thaink2 This repository is the open-source...

• Keywords: apowerb agents, agents apowerb, providers apowerb, apowerb agents_pool, apowerb hosting, apowerb docs, apowerb serve, architecture apowerb, create apowerb, runs apowerb
• Source: pypi.org

Announcing Vite+ 1.0

TL;DR: Vite+ 1.0 is out, stable, MIT licensed, and about to reach two million weekly downloads. A single command, vp , manages your Node.js runtime, package manager, and frontend toolchain. Install it...

• Keywords: vite plugins, using vite, vite plugin, use vite, vite provides, vite builds, dependencies vite, vite built, setup vite, vite plus
• Source: voidzero.dev

meshioplusplus 16.25.0

I/O for mesh files. There are various mesh formats available for representing unstructured meshes. meshio++ can read and write all of the following and smoothly converts between them: Abaqus ( .inp ),...

• Keywords: mesh files, meshio formats, mesh file, meshio architecture, meshio file, file mesh, mesh formats, code meshes, using meshio, reading meshio
• Source: pypi.org

acco 1.22.1

ACCO — AI Coding Context Optimizer 1.22.1 ACCO (AI Coding Context Optimizer) is a local context-optimization layer for AI coding agents. It reduces unnecessary source, tool-output, and always-on conte...

• Keywords: uvx acco, optimize acco, acco runtime, acco optimize, acco tools, benchmarking acco, acco_ environment, coding acco, project acco, acco optimization
• Source: pypi.org

seto 5.2.0

Ṣeto Ṣeto is a robust command-line orchestration tool designed to automate the configuration, provisioning, and synchronization of shared storage volumes using an NFS driver. It provides a unified, de...

• Keywords: ṣeto deploys, ṣeto deploying, deployment seto, deployment ṣeto, docker swarm, swarm docker, ṣeto docker, seto docker, seto deploy, deploy seto
• Source: pypi.org

terravision 0.50.1

TerraVision Turn Terraform or JSON into professional cloud architecture diagrams in official AWS, Azure and GCP style Ask your AI assistant for a cloud architecture diagram, in plain words, and get th...

• Keywords: assistant terraform, terravision assistant, terravision cloud, terraform cloud, terravision github, drawing terraform, diagrams terravision, draw terraform, terravision command, terraform ai
• Source: pypi.org

How GLM5.3 Sparse Attention Affects HBM Memory Usage

How Sparse Attention Affects DRAM/NAND Memory How does sparse attention affect the TAM of memory, including HBM and NAND? Sparse attention selects top-k most relevant tokens to attend to, reducing the...

• Keywords: attention caches, memory latency, memory perform, nand memory, higher memory, memory savings, memory demands, cache efficiency, reduces memory, memory enables
• Source: newsletter.semianalysis.com

Self-driving infrastructure with Pulumi and Jev

It’s been a weirdly great time to be building software. We’ve never had so many tools that help us get things done: endless cloud providers, regions, deployment frameworks, and now AI agents that can...

• Keywords: agentic workflows, agents workflows, ai agents, typesafe ai, manage infrastructure, decisions infrastructure, infrastructure deploying, pulumi infrastructure, tweak agentic, agentic work
• Source: pulumi.com

graphsignal 1.1.0

Graphsignal is a GPU profiler for AI agents to autonomously optimize inference performance across models, engines, and GPUs. It observes an inference engine or any GPU application from a sidecar proce...

• Keywords: graphsignal gpu, gpu profiling, metrics gpu, gpu profiler, measure gpu, gpu telemetry, gpu probes, agent gpu, gpu activity, gpus observes
• Source: pypi.org

highhxcli 0.6.1

HighhXCli HighhX is a developer automation CLI. Run highhx in a project and describe what you want. Everything HighhX does — a command you typed, a sentence, a workflow step, or a step the AI agent pr...

• Keywords: automation highhx, highhx workflow, highhx workflows, highhx exec, highhx interactive, highhx commands, command highhx, scriptable highhx, highhx agent, agent highhx
• Source: pypi.org

Can your Postgres survive a bad query?

With no shortage of Postgres providers in 2026, one may be confused where to deploy the database powering their next app. One could of course look at dimensions like performance (we do pretty well the...

• Keywords: postgres memory, postgres performance, tuning postgres, postgres mb, ram useful, memory tuning, dedicated memory, shortage postgres, ram providers, hardware reliability
• Source: clickhouse.com

chDB Durable Layer for agent memory

The state that did not come back with us Here is how it started for us. We were building agent memory on top of chDB, an embedded SQL OLAP engine powered by ClickHouse. A coding agent had been running...

• Keywords: memory chdb, chdb memory, lifecycle chdb, memory history, chdb embedded, memories checkpoint, disappearing chdb, embedded chdb, chdb io, chdb later
• Source: clickhouse.com

GPU Glossary

GPU Glossary GPU Glossary Terminal Light green Light Deploy on GPUs TABLE OF CONTENTS Home

README Device Hardware

CUDA (Device Architecture) Streaming Multiprocessor SM Core Special Function Unit...

• Keywords: gpu glossary, glossary gpu, cuda runtime, cuda compiler, cuda programming, hardware cuda, cuda core, gpu processing, systems cuda, memory cuda
• Source: modal.com

Verl 0.9.0 on ROCm™ 10.0: Next-Generation RL Post-Training on AMD Instinct™ GPUs

Verl 0.9.0 on ROCm™ 10.0: Next-Generation RL Post-Training on AMD Instinct™ GPUs# In Scaling RL with verl on AMD Instinct™ MI355X, we walked through verl’s Fully Async Policy trainer on AMD Instinct™...

• Keywords: rocm amd0, amd0 rocm, verl_platform amd, amd rocm, amd0 runs, amd0 verl, rocm gpu, amd instinct, runnable rocm, walkthroughs amd0
• Source: rocm.blogs.amd.com

CoreWeave Becomes the Only Provider to Earn Three Consecutive Platinum ClusterMAX™ Ratings

For the third consecutive major evaluation, CoreWeave has earned the top Platinum rating in SemiAnalysis’ ClusterMAX assessment. Only two providers earned Platinum and CoreWeave is the only cloud prov...

• Keywords: coreweave clusters, benchmark coreweave, coreweave cloud, coreweave experience, platinum coreweave, evaluation coreweave, intelligence coreweave, infrastructure coreweave, cloud coreweave, platinum clustermax
• Source: wf.coreweave.com

Add Runtime Controls to AI Agents with NVIDIA OpenShell

AI agents can be given a goal, write code, use tools, and keep working as new information becomes available. This opens the door to applications that investigate software failures, run experiments, an...

• Keywords: nvidia openshell, openshell capabilities, agents openshell, agent openshell, openshell policy, openshell govern, capabilities openshell, open agent, openshell enforces, openshell dev
• Source: developer.nvidia.com

build-q 0.1.32

build-q (bq) 🚀 build-q (dibaca bq) adalah CLI Python zero-dependency untuk operasi docker buildx lokal & remote yang selaras dengan pipeline CI/CD (Jenkins X). Satu perintah pendek bq menggantikan doc...

• Keywords: di build_q, build_q init, docker buildx, build_q, buildx git, dev dockerfile, edit build_q, di build, build_q_gist_ttl bq, dockerfile bq
• Source: pypi.org

dataplat 0.18.9

dataplat One command to manage any shape of data platform. dataplat ships a single CLI, dp , with an area for each type of component in a data platform: warehouses/databases, ingestion, BI, cloud, and...

• Keywords: db warehouses, dataplat pip, dataset warehouse, dataplat db, warehouses databases, platform dataplat, sql warehouses, platform warehouses, db dataplat, dataplat recommended
• Source: pypi.org

laser-sdk 0.4.1

LaserData - Laser SDK This package provides the Python Laser SDK for Apache Iggy. LaserData, Inc. maintains it. PyO3 exposes the Rust SDK to Python, so both clients use the same data contract, codecs,...

• Keywords: ready laser_sdk, policy laser_sdk, laserdata apache, callable laser_sdk, laser_sdk, iggy laserdata, agents laser_sdk, unchanged laser_sdk, model laser_sdk, store laser_sdk
• Source: pypi.org

Crafting a Devoxx Conference Schedule with Gemini, LangChain4j, and Micronaut

Crafting a Devoxx Conference Schedule with Gemini, LangChain4j, and Micronaut With Devoxx Belgium 2026 just around the corner (October 5–9 at Kinepolis Antwerp), I started looking through the schedule...

• Keywords: scheduling devoxx, devoxx schedule, parallelscheduleworkflow agenticservices, conference scheduling, schedule talk, ai schedule, structured schedule, agent conference, devoxx conference, schedule architecture
• Source: glaforge.dev

unlimited-ocr-max 0.3.2

unlimited-ocr-max baidu/Unlimited-OCR served through MAX as an OpenAI-compatible endpoint on Metal, CUDA, ROCm or CPU. Weights: kthierbach/unlimited-ocr-max .

• bf16 — baidu's model.safetensors , unch...

• Keywords: unlimited_ocr_max py3, unlimited_ocr_max, xcrun metallib, 23050 unlimited_ocr_max, unlimited_ocr_max profile_data, files unlimited_ocr_max, baidu unlimited, max baidu, unlimited_ocr_max tar, bf16 baidu

• Source: pypi.org

Why your startup needs open models alongside frontier APIs

Why your startup needs open models alongside frontier APIs Darren Mowry VP, Global Startups and Investor Ecosystem, Google Every week, I talk with founders who are building at an unbelievable pace. Te...

• Keywords: startup architectures, open models, models cloud, model team, foundation models, model architecture, draft models, models native, open model, architectures agents
• Source: cloud.google.com

superqode 2.4.23

SuperQode The harness layer for coding agents. Discover, build, run, evaluate and optimize coding-agent harnesses from one terminal. Interoperable over ACP, A2A, MCP and UHP: drive any coding agent, a...

• Keywords: superqode agent, agents harnesses, harnesses superqode, agent harnesses, superqode dev, harness superqode, superqode harnesses, coding agent, coding agents, superqode harness
• Source: pypi.org

Local Agentic AI Workflows with Hermes + Ollama

In this article, you will learn how to build a fully local, zero-cost agentic AI workflow using Hermes Agent and Ollama, so that your files, code, and conversations never leave your own hardware. Topi...

• Keywords: api cost, cloud ai, cost agentic, api openai, agentic assistant, ai api, agent nous, ollama api, ai agent, agent tool
• Source: machinelearningmastery.com

taifeng 2026.9.28.16

《山海经·中山经》： "吉神泰逢司之，其状如人而虎尾，是好居于萯山之阳，出入有光，泰逢神动天地气也。" Taifeng keeps its Chinese name because the source metaphor matters. The mythic Taifeng "moves the qi of heaven and earth"; the engineering Taifeng m...

• Keywords: code taifeng, model_client taifeng, platform taifeng, taifeng business, mythic taifeng, taifeng, import taifeng, taifeng usermessage, engineering taifeng, taifeng litellmclient
• Source: pypi.org

bit-jev 0.8.9

bit-jev bit-jev scores explicit options over a 1.58-bit BitNet backbone. Its I2_S GGUF inference path loads a resident model and returns structured answers, logits, and probabilities without generatin...

• Keywords: inference bit_jev, bit_jev gguf, bit_jev, bit jev, requires vulkan, jev cpu, jev bit, model vulkan, gpu vulkan, vulkan gpu
• Source: pypi.org

How HosTalky Uses PowerSync as the Sync Layer for Its AI-Powered Healthcare Platform

I first met the HosTalky team in March of 2025 when they were looking for a Realm replacement. We’ve had a long working relationship and they’ve helped us make various product improvements during that...

• Keywords: healthcare platform, hostalky clinician, hostalky clinical, platform healthcare, clinical workflow, infrastructure hostalky, hostalky reliable, ambulance hostalky, note hostalky, working hostalky
• Source: powersync.com

How DigitalOcean Manages Credentials for Autonomous Agents

By Tyler Healy Built to align with NVIDIA’s Agent Safety Platform strategy for securing autonomous agents Consider an agent investigating a duplicate charge. It reads the customer’s email, checks thei...

• Keywords: nvidia agent, agent access, credentials agent, agent requests, agent safety, agent task, agent mistakes, agent investigating, agent execution, credential agent
• Source: digitalocean.com

jupyter-jcli 0.9.3

jupyter-jcli CLI tool for LLM agents to operate Jupyter Lab servers. j-cli enables AI agents (and humans) to remotely control Jupyter servers — execute code in kernels, manage sessions, and write outp...

• Keywords: jupyter cli, jupyter server, install jupyter, jcli_jupyter_server_token serverapp, jcli_jupyter_server_token running, jcli_jupyter_server_url, export jcli_jupyter_server_token, jcli_jupyter_server_token, operate jupyter, nonempty jcli_jupyter_server_token
• Source: pypi.org

opensquad 0.8.48

OpenSquad is a local-first multi-agent collaboration framework. Multiple autonomous agents (PM, Coder, QA, etc.) communicate via group chat to coordinate and complete complex tasks. What is OpenSquad...

• Keywords: opensquad ai, tasks opensquad, ai opensquad, opensquad cli, agents collaborate, agent collaboration, run opensquad, opensquad pip, opensquad enables, opensquad core
• Source: pypi.org

cozy-eval 0.7.6

cozy-eval Quality benchmarking for generative image and video models, with the validity rules enforced by the API. Two questions, one library, one set of validity rules over both:

• How far did the pi...

• Keywords: quality metrics, cozy_eval metrics, metrics cvvdp, metrics ffmpeg, eval metrics, cozy_eval benchmarks, metrics benchmarked, quality benchmarking, video quality, video cozy_eval

• Source: pypi.org

HardenedBSD August / September 2026 Status Report

I'm writing this status report a little early because this coming week (the week of the 28th of September 2026) is HardenedBSD quarterly release engineering week. On that note, I plan to cherry-pick a...

• Keywords: freebsd security, security freebsd, hardenedbsd enable, default hardenedbsd, freebsd recently, hardenedbsd users, unencrypted hardenedbsd, hardenedbsd eventual, freebsd, hardenedbsd needs
• Source: hardenedbsd.org

Shobr: Job seach CLI via browser automation, event-sourcing, LLM

The stealthiest, UNIX-iest, Job Search Automator, with a Hacker-in-the-Loop approach. demo.mp4 In 2026's job market, there are many job application automation tools, some of them FOSS. This one's mine...

• Keywords: linkedin jobs, linkedin job, manual linkedin, automated browsers, focused linkedin, browser automation, browser linkedin, linkedin ideally, automation tools, application automation
• Source: github.com

llm-markdownify 0.6.0

llm-markdownify Turn PDFs, scans and images into clean Markdown with the vision model you already pay for. Built for RAG pipelines and AI agents. pip install llm-markdownify markdownify report.pdf -o...

• Keywords: llm markdownify, python llm_markdownify, llm_markdownify, llm_markdownify import, markdownify detailed, markdownify report, markdown tools, md markdownify, markdownify production, pdf markdownify
• Source: pypi.org

anonymization-in-time 1.2.1

AiT — Anonymization in Time Video anonymization tool for chat recordings. Detects names (OCR) and profile pictures (segmentation) in video frames, then lets you review and export anonymized videos wit...

• Keywords: anonymized videos, video anonymization, anonymized video, video annotation, named videos, files anonymization, videos session, anonymization tool, ait anonymization, annotations anonymization
• Source: pypi.org

deepcode-hku 2.3.0

DeepCode: Open Agentic Coding Advancing Code Generation with Multi-Agent Systems 🖥️ Interface Showcase 🖥️ DeepCode Desktop Work with DeepCode in a visual workspace for Sessions, goals, tool activity,...

• Keywords: deepcode workflows, deepcode built, talk deepcode, cli deepcode, workflows deepcode, execution deepcode, deepcode provides, workflow deepcode, build deepcode, listed deepcode
• Source: pypi.org

litellm-mysubs 0.1.13

litellm-mysubs Serve your Claude Max, ChatGPT Plus (Codex) and Google Antigravity subscriptions as ordinary OpenAI-compatible models through LiteLLM. The wire protocols are a Python port of @oh-my-pi/...

• Keywords: subscription api, litellm_mysubs credentials, subscription authentication, litellm proxy, subscription tokens, subscription credentials, provider oauth, litellm_mysubs proxy_handler_instance, google legal, minus oauth
• Source: pypi.org

amd-quark 0.13

AMD Quark is a comprehensive cross-platform toolkit designed to simplify and enhance the quantization of deep learning models. Supporting both PyTorch and ONNX models, AMD Quark empowers developers to...

• Keywords: amd quark, quark cpu, quark provides, quark_accelerator cpu, quark installed, quark comprehensive, quark_accelerator, quark dependencies, quark repository, existing quark
• Source: pypi.org

arbiter-engine 0.2.19

Arbiter A detection engine that reports what it did not check. Most checkers answer one question: what is wrong? When they return nothing, you cannot tell whether they looked and found nothing, or nev...

• Keywords: not_checked evaluated, axiom checks, findings not_checked, judging axioms, deliberate arbiter_engine, axiom checkers, evaluated checked, judged axioms, arbiter detection, model_describe check
• Source: pypi.org

CopilotKit gained 37,582 GitHub stars

CopilotKit The frontend stack for agents: generative UI, shared state and human-in-the-loop for web, mobile, Slack and Teams. Sources and review Checked against public documentation on . Suitability g...

• Keywords: copilotkit frontend, copilotkit latest, npx copilotkit, copilotkit sdk, copilotkit, production copilotkit, copilotkit intelligence, copilotkit copilotkit, optional copilotkit, box copilotkit
• Source: agentsearchengine.app

dictum-asr 0.3.0

Dictum Dictum is a Python voice-to-text command tool designed for Wayland compositors such as Hyprland and Sway. It is intended to be triggered from a hotkey, record microphone audio, transcribe it wi...

• Keywords: dictum daemon, dictation daemon, dictum voice, dictum python, dictum service, python voice, dictum_asr, dictum_asr py3, dictum data, voice dictation
• Source: pypi.org

Goodbye to the Hard Parts That Never Mattered

Goodbye to the Hard Parts That Never Mattered I read Dave Kiss's eulogy for the software engineer and kept coming back to one question. What exactly are we saying goodbye to? Shitty regex? Writing ano...

• Keywords: understand died, death software, engineer feels, funeral understand, understand grief, useful funeral, engineering ceased, worse engineers, craft understanding, replacement understanding
• Source: jakegoldsborough.com

celesto 0.1.3.post1

Celesto Secure, persistent computers for AI agents OpenMuse · Quickstart · Python API · Agents and automation · Runtimes · Examples · Docs · Discord Celesto gives an AI agent its own computer for runn...

• Keywords: automation celesto, software celesto, runtime celesto, celesto linux, celesto python, python celesto, use celesto, celesto secure, sandbox celesto, celesto computer
• Source: pypi.org

terno-dbi 1.0.24

TernoDBI: Database Intelligence Layer TernoDBI is a database intelligence layer designed for Security and Accuracy, bridging the gap between AI Agents and Enterprise Data. It acts as a powerful standa...

• Keywords: ternodbi manage, ternodbi integrated, ternodbi database, python ternodbi, configure ternodbi, infrastructure ternodbi, server ternodbi, use ternodbi, ternodbi provides, integrating ternodbi
• Source: pypi.org

GNU at 43: The Original “Build vs. Buy” Argument Was About Freedom, Not Cost

-5517fd7b58a6---4 crawled_date: 2026-09-28T14:02:08.451248+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 28 Sep 2026 14:13:49 GMT

GNU at 43: The Original “Build vs. Buy” A...

• Keywords: new unix, original gnu, gnu, unix wizards, unix, called gnu, unixes, unix away, commercial unixes, instead unix
• Source: levelup.gitconnected.com

What Is Qwen 3.8

What Is Qwen 3.8 OpenRouter · Qwen 3.8 is Alibaba’s model generation released in August 2026. Four models share the name, and they differ in ways that matter before you pick one. You can download Qwen...

• Keywords: model qwen3, qwen3 release, describes qwen3, announced qwen3, qwen3 max, based qwen3, version qwen3, qwen models, qwen3, max qwen3
• Source: openrouter.ai

anton-agent 2.26.9.28.1rc1

This release is a pre-release and may not be stable for production use. Anton is the open-source agentic harness that powers MindsHub Cowork — a self-improving AI agent you can hand any task to. Built...

• Keywords: agent mindshub, mindshub ai, terminal mindshub, mindshub cowork, console mindshub, mindshub build, mindshub, powers mindshub, docs mindshub, maintained mindshub
• Source: pypi.org

apex-core 0.14.32

APEX Platform Multi-Cloud Infrastructure Orchestration with YAML Workflows APEX is a local-first CLI and MCP tool for orchestrating cloud infrastructure with declarative YAML workflows, state interpol...

• Keywords: terraform cli, yaml workflows, orchestrating cloud, terraform, model terraform, aws workflows, workflows gcp, terraform replacement, orchestration yaml, cloud infrastructure
• Source: pypi.org

Run decision models on vLLM and Red Hat AI using DiffusionGemma

Why Jev went viral, what "System One" models are good for, and how the vLLM community turned DiffusionGemma, already a Red Hat AI validated model, into an open, self-hostable decision engine. A new sh...

• Keywords: jev model, model jev, decisions ai, decision engine, existing jev, thinking model, typesafe ai, jev client, jev, ai search
• Source: developers.redhat.com

The case for a cloud native agent harness

Coding agents became useful when they stopped being a chat box. Four things changed the shape of the problem: capable tools, a shared repository and filesystem, subagents, and skills that capture what...

• Keywords: coding agents, agent session, agent runtime, agents useful, agents harness, user agent, agent operate, agent work, ui agent, output agent
• Source: cncf.io

automio 0.4.1

Automio.ai Python Client - API Documentation A Python client for Automio.ai API that enables seamless integration with various APIs and services. For development documentation (versioning, publishing,...

• Keywords: redis python, api automio, install automio, development redis_host, redis configuration, environment automio, install redis, automio import, automio cli, redis_port
• Source: pypi.org

fherma-runner 0.13.0

fherma-runner Takes measurement jobs from a FHERMA platform and reports what happened. uv tool install fherma-runner # or: pipx install fherma-runner fherma-runner --api https://fherma.io --name bench...

• Keywords: fherma_api runner, files fherma_runner, fherma_runner_name token, fherma_runner, pip path, path pip, fherma runner, runner pipx, install runner, install fherma
• Source: pypi.org

How NVIDIA DSX MaxLPS Maximizes AI Factory Throughput and Efficiency

Every unused watt is capacity left on the table. AI factories are typically provisioned for the unlikely moment when every GPU reaches peak power, creating a protective buffer that can leave valuable...

• Keywords: power allocation, gpu power, power availability, power utilization, gpus impose, power management, gpu capacity, maxlps nvidia, gpus dsx, power constrained
• Source: developer.nvidia.com

Jeff – Jev-compatible 0.8B decision models, trained at home, ~30 ms

Fine-tunes of Qwen3.5 and Gemma 4 for zero-shot classification: small, fast decision models you slot into your code, with the same request format as Jev. You describe a situation and list the options...

• Keywords: zero shot, shot classification, classification small, decision trained, tune zero, benchmarks jeff, decision m4, model picks, shot performance, jev training
• Source: github.com

Storage-optimized Z4D machine family, now GA, is designed for IO-intensive workloads

Storage-optimized Z4D machine family, now GA, is designed for IO-intensive workloads bob Napaa Product Management Today, we’re excited to announce the general availability of our next-generation Stora...

• Keywords: z4d storage, storage z4d, ssd z4d, optimized z4d, throughput z4d, memory z4d, z4d instances, z4d machine, z4d provides, storage optimized
• Source: cloud.google.com

Syncing Rust GCC backend or how to test Murphy's law

This blog post is about the Rust GCC backend (not to be confused with gccrs which is a Rust front-end for the GCC compiler), how we synchronize its repository with Rust's and how everything went so wr...

• Keywords: rustc_codegen_gcc changes, rustc_codegen_gcc sync, changes rustc_codegen_gcc, rust rustc_codegen_gcc, rustc_codegen_gcc repository, sync rustc_codegen_gcc, repository rustc_codegen_gcc, rustc_codegen_gcc rust, rustc_codegen_gcc allows, rust compiler
• Source: blog.guillaume-gomez.fr

AutoTrust AI releases JEV-27B, adding decisions without rewriting Qwen

AutoTrust AI releases JEV-27B, adding decisions without rewriting Qwen Co-founder Daniel Tang's AutoTrust AI added a compact decision block to a frozen Qwen3.8-27B model, keeping typed decisions and o...

• Keywords: autotrust ai, autotrust trained, autotrust produced, model autotrust, according autotrust, autotrust suggests, autotrust, autotrust described, person autotrust, autotrust comparison
• Source: runtimewire.com

Day 0 Support: Claude Sonnet 5.5

Day 0 Support: Claude Sonnet 5.5 LiteLLM now supports Claude Sonnet 5.5 on Day 0. Use it across Anthropic, Bedrock, Gemini Enterprise Agent Platform, and Azure through the LiteLLM AI Gateway, with spe...

• Keywords: sonnet pricing, sonnet price, price sonnet, enabling sonnet, sonnet mtok, azure litellm, platform azure, sonnet vertex_project, sonnet api_key, azure_ai
• Source: docs.litellm.ai

kaiwu-torch-plugin 0.3.0

Kaiwu-PyTorch-Plugin Language Versions: Chinese | English For using Kaiwu-PyTorch-Plugin, please refer to the documentation. Project Overview Kaiwu-PyTorch-Plugin is a quantum computing programming su...

• Keywords: restricted_boltzmann_machine, rbm restricted_boltzmann_machine, boltzmann machines, boltzmann machine, rbm restrictedboltzmannmachine, restrictedboltzmannmachine kaiwu, bm full_boltzmann_machine, restricted boltzmann, native boltzmann, machine boltzmann
• Source: pypi.org

Launch HN: Vespper (YC F24) – SOTA Docx MCP

Introduction Word documents are everywhere. In domains such as legal, finance, and healthcare, the Word document is the deliverable. Contracts, regulatory submissions, and audit reports get drafted, r...

• Keywords: docx agent, document agent, docs agent, word docs, docx editing, word documents, using docx, document ai, word document, agent edits
• Source: vespper.com

Moving Small Language Models Out to the Edge

Moving Small Language Models Out to the Edge What you'll learn:

• How to overcome dynamic execution, memory bandwidth, and other requirements of SLMs at the edge.

• How to use mixed-precision quantiza...

• Keywords: hardware optimized, edge processors, edge computing, memory bottlenecks, architectures workload, edge memory, computing architectures, ai infrastructure, memory bottleneck, embedded processors

• Source: electronicdesign.com

odoo-activity 0.28.0

odoo-activity A terminal UI for Odoo instances, on this machine or on a remote host over ssh. One screen: host cpu/mem/uptime, every Odoo instance (systemd --user , supervisor or docker compose) with...

• Keywords: odoo_activity host, command odoo, architecture odoo_activity, odoo_activity, odoo instances, python odoo_activity, odoo activity, live odoo_activity, odoo instance, odoo config
• Source: pypi.org

a4lg/Qwen3.5-9B-MTP-ONLY-GGUF — public verification state: pending

a4lg/Qwen3.5-9B-MTP-ONLY-GGUF a4lg/Qwen3.5-9B-MTP-ONLY-GGUF is an open-weights language model for general under the apache-2.0 license (14.6 GB), added to Hugging Bay Sep 28, 2026. Hosted open-weights...

• Keywords: mtp q4_k_m, sha256sum downloads, download qwen3, a4lg qwen3, file sha, downloads qwen3, qwen3 9b, shasum 256, download fit, bytes file
• Source: huggingbay.xyz

abx-dl 1.13.73

⬇️ abx-dl A simple all-in-one CLI tool to auto-detect and download everything available from a URL. uvx abx-dl 'https://example.com' ✨ Ever wish you could yt-dlp , gallery-dl , wget , curl , puppeteer...

• Keywords: archivebox abx, abx plugins, plugins abx, dl wget, abxbus archivebox, abx_dl catalog, abx dl, abx lib, plugin abx, package abx_plugins_dir
• Source: pypi.org

akosha 0.20.0

Akosha Universal memory aggregation and cross-system analytics for distributed systems. Version: 0.19.1 Quick Links

• Overview

• Quick Start

• Installation

• Usage Examples

• Configuration

• Architect...

• Keywords: integration akosha_store_memory, akosha processing, akosha server, akosha_store_memory, process akosha, akosha_store_memory store, akosha uses, server akosha, aggregation akosha_generate_embedding, akosha command

• Source: pypi.org

dpone-airflow-pack 0.84.2

dpone-airflow-pack dpone-airflow-pack is the lightweight, Airflow-independent reader and DAG construction library for dpone GitOps packs. The formal apache-airflow-providers-dpone distribution owns pr...

• Keywords: dpone_airflow_pack imports, dpone_airflow_pack import, dist_airflow dpone_airflow_pack, dpone_airflow_pack, files dpone_airflow_pack, dist_airflow dpone, type dpone_airflow_pack, dist_airflow apache_airflow_providers_dpone, airflow dpone, old dpone_airflow_pack
• Source: pypi.org

geki-apipi 0.6.2

ApiPi Documentation: geki-ai.github.io/apipi ApiPi is an open-source agent platform. Pi runs the agent loop. You host the gateway, keep control of the agents, and point them at your own LLM endpoints....

• Keywords: geki_apipi py3, geki apipi, geki_apipi, files geki_apipi, geki_apipi tar, install geki, guest geki, geki ai, openai python, geki
• Source: pypi.org

How to reduce token usage in Claude Code, Codex, and Cursor

You can reduce token usage in Claude Code, Codex, and Cursor by guarding what your agent reads, not what it writes. I analyzed 1,674 of my own agent sessions across RocketSim, RocketTrace, and my othe...

• Keywords: token usage, tokens agent, token efficient, analyzed token, fewer tokens, estimated tokens, agents token, tokens write, tokens count, tokens cache
• Source: avanderlee.com

How we found 24 Android vulnerabilities using our open source AI security agent

With the rise of AI in the security space, our team created the GitHub Security Lab Taskflow Agent as a way for security researchers to easily automate, package, and share the AI prompts and workflows...

• Keywords: vulnerabilities taskflows, taskflows vulnerabilities, auditing taskflows, vulnerabilities android, taskflows android, android vulnerabilities, audit taskflows, taskflows app, running taskflows, taskflows disclosed
• Source: github.blog

langbot-plugin 0.7.3

LangBot Plugin Infra Plugin SDK, CLI, Plugin Runtime and Box sandbox runtime for LangBot. English / 简体中文 Overview This repository is the shared infrastructure powering LangBot's plugin and sandbox sub...

• Keywords: langbot_plugin runtime, runtime langbot, langbot plugin, langbot_plugin, development langbot, embedded langbot, src langbot_plugin, langbot app, install langbot, langbot component
• Source: pypi.org

mradermacher/Ministral-3-14B-Reasoning-2512-absolute-heresy-i1-GGUF — public verification state: pending

mradermacher/Ministral-3-14B-Reasoning-2512-absolute-heresy-i1-GGUF mradermacher/Ministral-3-14B-Reasoning-2512-absolute-heresy-i1-GGUF is an open-weights language model for general under the apache-2...

• Keywords: q4_k_m ministral, downloads ministral, download ministral, 14b files, ministral 14b, download mradermacher, gguf file, gguf library, files, mradermacher ministral
• Source: huggingbay.xyz

Cycode Uncovers Account Takeover in Anthropic’s MCP Python SDK

A malicious MCP server tricked the SDK into sending login credentials to the attacker instead of the real login provider. Here’s how. The short version Anthropic’s MCP (Model Context Protocol) is an o...

• Keywords: credentials attacker, login stolen, credentials stolen, steal credentials, malicious mcp, legitimate login, token attacker, stolen authorization, attacker account, credentials legitimate
• Source: cycode.com

agent-eval-rpc 0.202.0

agent-eval-rpc Python Client agent-eval-rpc lets Python programs call the judging and ingestion APIs implemented by @tangle-network/agent-eval . The Python package validates requests and responses wit...

• Keywords: agent_eval_rpc, agent_eval_rpc import, required agent_eval_rpc, writes agent_eval_rpc, rules agent_eval_rpc, api openai, openai_model, python agent, openai_model accepted, content agent_eval_rpc
• Source: pypi.org

rcswx 0.6.0

rcswx Compare neural architectures and generate offspring by recombining their structure. RCSWX provides a Python API for structural edit distances, alignment plans, and crossover in grammar-based neu...

• Keywords: structure rcswx, rcswx provides, rcswx compare, rcswx built, compatibility rcswx, rcswx detailed, rcswx instead, rcswx import, rcswx, experiments rcswx
• Source: pypi.org

Recent improvements in the Debezium Platform UI

The Debezium Platform UI gives you a central place to design pipelines, configure sources, transforms, and destinations, and keep an eye on what is running. Over the last few preview releases, we have...

• Keywords: debezium configurations, debezium platform, postgresconnector debezium, debezium built, postgresql debezium, platform debezium, existing debezium, working debezium, run debezium, debezium source
• Source: debezium.io

The Age of Metered Intelligence: From Data Centers to Token Factories

Sep 28, 2026 Engineering The Age of Metered Intelligence: From Data Centers to Token Factories Jinho Heo Technical Writer Sep 28, 2026 Engineering The Age of Metered Intelligence: From Data Centers to...

• Keywords: horsepower measured, horsepower unit, precisely horsepower, value horsepower, horse horsepower, known horsepower, horsepower precisely, machinery horsepower, horsepower, horsepower meant
• Source: backend.ai

Upgrading to Red Hat JBoss Web Server 7: Key changes & impacts

Upgrading your web server layer can mean an afternoon of dependency updates or 3 months of effort troubleshooting breaking changes. With Red Hat JBoss Web Server (JWS) 7 now generally available—bringi...

• Keywords: changed tomcat, upgrading web, tomcat 11, jdk deprecation, changes jakarta, jboss web, apache tomcat, jws java, server jws, migrations java
• Source: developers.redhat.com

What We Heard at AGNTCon + MCPCon Amsterdam: Building the Infrastructure for Agents | Solo.io

Last week, the agentic AI community came together in Amsterdam for AGNTCon + MCPCon Europe, bringing developers, open source maintainers, platform teams, and infrastructure builders together around a...

• Keywords: agentic infrastructure, agents infrastructure, agent infrastructure, agents capabilities, ai agents, agents manage, agents tools, agents operate, manage agents, making agents
• Source: solo.io

allspeak-ai 2609281204

Introduction AllSpeak is a high-level English-like domain-specific scripting language (DSL) suited for prototyping and rapid testing of ideas. It operates on the command line and a graphics module is...

• Keywords: programming allspeak, allspeak python, language allspeak, allspeak use, command allspeak, features allspeak, allspeak provides, allspeak simple, allspeak linux, allspeak features
• Source: pypi.org

Small Decisions: Engineering a Leading Model

My day job has been primarily in AI for three years now, but I’d be the first to admit that’s been almost entirely in one corner of AI: infrastructure, safety, and tools for AI agents. That work has b...

• Keywords: typesafe ai, calibrate thinking, ai infrastructure, ai agents, model building, ai, tools ai, calibrated classifier, ai folks, purpose calibrated
• Source: brooker.co.za

Soroban Rust SDK v28

Developers Soroban Rust SDK v28 Author Leigh McCulloch Publishing date Version 28 of the Soroban Rust SDK has been released and contains a variety of build system changes, new behavior to better suppo...

• Keywords: soroban rust, rust sdk, sdk rust, declared rust, rust visibility, rust docs, rust code, exists rust, soroban sdk, include rust
• Source: stellar.org

The DevOps roadmap: from your first Linux command to fixing a broken deployment

-5517fd7b58a6---4 crawled_date: 2026-09-28T15:02:21.056054+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 28 Sep 2026 14:18:10 GMT

Member-only story The DevOps roadmap: fro...

• Keywords: devops starts, devops, welcome devops, devops roadmap, deploying crashes, broken deployment, deployments monitoring, story devops, deployment learn, deployments
• Source: levelup.gitconnected.com

attenu-guard 0.18.0

attenu-guard When one AI agent hands work to another, the frameworks we tested don't check the second one's permissions against the first one's. attenu-guard gives it the permissions you declare for i...

• Keywords: frameworks attenu_guard, attenu_guard import, files attenu_guard, verified attenu_guard, attenu_guard, wrong attenu_guard, hash attenu_guard, guard attenu, attenu guard, attenu_guard identity
• Source: pypi.org

cuSpatial 25.04: legacy workflow guide | Hivenet

Legacy cuSpatial workflow. The final cuSpatial release was 25.04, and NVIDIA stopped publishing its packages and including it in RAPIDS containers and the metapackage from 25.06. See the support notic...

• Keywords: cuda error, cuda driver, cuda, image nvidia_visible_devices, nvidia_driver_capabilities compute, nvidia_visible_devices nvidia_driver_capabilities, python cudf, nvidia_driver_capabilities, nvidia_visible_devices, task nvidia
• Source: hivenet.com

IBM Bob ACP in Quarkus: Keep the Permission Gate Visible

I like coding agents. But what I find almost more interesting than the agents themselves is the way we interact with them. ChatGPT is a good example. I can start something in the browser, continue on...

• Keywords: agent client, requests agent, agent coding, client protocol, coding agents, agents, agent task, agents interesting, text agent, agent
• Source: the-main-thread.com

jupyterlab-passkey-extension 1.1.0

jupyterlab_passkey_extension A generic passkey bridge for JupyterLab. It exposes the passkey (WebAuthn) capability of the user's browser or operating system to local clients that have no browser of th...

• Keywords: explained jupyterlab_passkey_extension, jupyter authentication, jupyterlab_passkey_extension vault, jupyterlab_passkey_extension, jupyterlab passkey, jupyterlab_passkey_extension command, jlab_passkey_vault jupyter, passkey jupyterlab, install jupyterlab_passkey_extension, jupyterlab_passkey_extension license
• Source: pypi.org

NVIDIA Open Agent Safety Platform: A Reference for Continuous In-Silicon Agent Monitoring

To understand where agentic AI stands today, consider the last seismic shift in technology: the rise of the internet in the 90s. It was new and full of possibilities. You could build a website over a...

• Keywords: agent safety, ai safety, agentic ai, understand agentic, ai agents, agent development, trust environment, agent reasoning, agent access, integrity agents
• Source: developer.nvidia.com

Setting Up a Personal Assistant in Your Messaging Apps with Hermes and Upstash Box

Setting Up a Personal Assistant in Your Messaging Apps with Hermes and Upstash Box The best place for an AI assistant is the app you already have open all day. You don't need a new tab or a new app. Y...

• Keywords: assistant messaging, messaging apps, messaging gateway, messaging app, built messaging, agent whatsapp, chat running, whatsapp hermes, hermes whatsapp, hermes chat
• Source: upstash.com

Tokenization traps and token counting | Hivenet

Token counts affect context limits, latency and cost, but they are not the only factors. A token is a unit in the model’s vocabulary, not necessarily a whole word or character. Count with the tokenize...

• Keywords: tokenizer count, count tokenizer, evaluating tokenizer, tokenizer model, tokenizer measure, token counts, tokens model, model tokenizer, track tokenizer, wordpiece tokenization
• Source: hivenet.com

bijoy0236/my-private-search-agent — public verification state: pending

bijoy0236/my-private-search-agent bijoy0236/my-private-search-agent is an open-weights language model for text generation under the apache-2.0 license (1.9 GB), added to Hugging Bay Sep 28, 2026. Host...

• Keywords: sha256sum downloads, file sha, hashfile, download bijoy0236, shasum 256, bijoy0236 qwen2, checks files, filehash, check download, sha 256
• Source: huggingbay.xyz

Holo4: powering generalist computer-use agents

Holo4: powering generalist computer-use agents Holo4 is our new series of agentic models. It comes in two sizes: 27B dense and 35B-A3B Mixture of Experts. Both are available on the H Models API. We ar...

• Keywords: agents holo4, holo4 agentic, automationbench holo4, holo4 models, models holo4, approaches holo4, run holo4, task agentic, holo4 benchmark, holo4 training
• Source: huggingface.co

🎙️ How I AI: Jev for beginners + I left Claude for months, Opus 5.5 brought me back + Opus 5.5 vs. GPT-6 Sol bench

Jev for beginners: how to use it and what to build Listen now on YouTube • Spotify • Apple Podcasts Brought to you by: OpenArt—An all-in-one AI creation platform for images, videos, music, audio, and...

• Keywords: workflows jev, uses jev, jev ai, jev pricing, free jev, jev decisions, ai jev, explains jev, jev beginners, decision jev
• Source: lennysnewsletter.com

illuni/illuni-llama-2-ko-7b — public verification state: pending

illuni/illuni-llama-2-ko-7b illuni/illuni-llama-2-ko-7b is an open-weights language model for question answering under the mit license (13.7 GB), added to Hugging Bay Sep 28, 2026. Hosted open-weights...

• Keywords: file sha, sha256sum downloads, hashfile, filehash, bytes file, 7b file, gb file, file weight, file exact, file
• Source: huggingbay.xyz

Introducing CoreWeave ARIA: AI Research and Iteration Agent

Originally published on the Weights & Biases by CoreWeave blog on July 29, 2026. CoreWeave ARIA is a coding agent built directly into Weights & Biases, with deep knowledge of the platform. ARIA reads...

• Keywords: coreweave aria, roadmap aria, aria evaluates, aria reads, aria comparing, aria workspace, aria builds, infrastructure aria, aria recommends, build aria
• Source: wf.coreweave.com

NVIDIA Vera SMT Performance Benchmarks

NVIDIA Vera SMT Performance Benchmarks Recently I was provided remote access to a NVIDIA Vera server with the dual socket Vera CPU Superchip providing 176 Olympus cores plus with NVIDIA's Spatial Mult...

• Keywords: vera performance, threads benchmarking, nvidia vera, performance benchmarks, smt benchmarking, processors nvidia, vera cpus, processors vera, smt performance, vera cpu
• Source: phoronix.com

onepipeline-api-cli 0.16.1

onepipeline-ui The read API and browser view for onepipeline runs: an axum server wrapping the onepipeline SDK, plus the frontend that reads it. npm install -g onepipeline-api-cli # or pip, or cargo —...

• Keywords: onepipeline api, api onepipeline, view onepipeline, onepipeline ui, onepipeline runs, onepipeline sdk, command onepipeline, onepipeline watch, onepipeline cli, project onepipeline
• Source: pypi.org

osmosis-ai 0.3.5

osmosis-ai ⚠️ Warning: osmosis-ai is still in active development. APIs may change between versions. Python SDK and CLI for Osmosis AI, a platform for training LLMs with reinforcement learning. Impleme...

• Keywords: install osmosis, osmosis_ai py3, osmosis_ai, osmosis command, osmosis ai, files osmosis_ai, runs osmosis, cli osmosis, add osmosis, osmosis_ai tar
• Source: pypi.org

pipecat-siphon 0.2.2

pipecat-siphon A pipecat frame serializer for the media WebSocket protocol of the SIPhon RTP engine (siphon-rtp). The SIPhon RTP engine is a media engine that can bridge a call leg's audio to an exter...

• Keywords: rtp siphon, pipecat siphon, siphon rtp, siphon pipecat, protocol siphon, pipecat_siphon, pipecat_siphon import, files pipecat_siphon, siphon_rtp_path, pipecat serializer
• Source: pypi.org

Show HN: PaperMono, e-ink fridge magnet shopping list with mobile web page

Firmware for the M5Stack PaperMono e-paper device. It turns the device into a household shopping list that lives on the fridge and stays in sync with a phone web app. The PaperMono is an ESP32-S3 with...

• Keywords: paper touchscreen, device papermono, papermono firmware, papermono esp32, paper refreshes, papermono fridge, papermono settings, firmware paper, m5stack papermono, paper device
• Source: github.com

SmartOS: The illumos Way of Thinking About Servers

As I often say, I like simplicity and predictability. My servers are generally built around that principle: the server itself (physical or virtual) is just a coordinator of containers. When it's based...

• Keywords: server os, operating zfs, os illumos, fundamentals zfs, traditional server, directly zfs, virtualization, zfs, principle server, servers concept
• Source: it-notes.dragas.net

The Model Server

Over the last two articles we went through everything needed to run a model: an SDK that runs inference, and a management layer that downloads models, sizes them for your hardware and loads them. You...

• Keywords: request streaming, protocol kronk, sdk chatstreaminghttp, kronk server, streaming request, protocol openai, openai chat, openai clients, openai client, client stream
• Source: internals-for-interns.com

Weekly Update – September 28, 2026

Weekly Update – September 28, 2026 It was a big week for github/gh-aw: three releases shipped, a legacy sandbox runtime was retired, and the firewall got noticeably stricter about what agents can reac...

• Keywords: gvisor sandbox, sandbox runtimes, cloud hypervisor, runtime docker, sandbox agent, sandbox runtime, docker sbx, tocloud hypervisor, legacy sandbox, docker
• Source: github.github.com

AMD PerfOpt To Deliver New Performance Optimization For AMD iGPUs With Linux 7.4

AMD PerfOpt To Deliver New Performance Optimization For AMD iGPUs With Linux 7.4 Those using AMD integrated graphics on Linux such as the beefy Ryzen AI Max+ Strix Halo and Gorgon Halo hardware will b...

• Keywords: amdgpu iommu_perfopt, amd perfopt, amd ryzen, iommu performance, amd iommu, optimization amd, amd igpus, igpu performance, benefit amd, kernel amd
• Source: phoronix.com

Claude Sonnet 5.5 for code review: More catches than Sonnet 5, in half the time

Anthropic has released Claude Sonnet 5.5, the second model in the Claude 5.5 family, at the same price as Sonnet 5 and with a promise of 30% faster output and up to 30% lower cost per task. We ran it...

• Keywords: bugs sonnet, sonnet reviewers, sonnet reviewer, reviewer sonnet, reviews sonnet, issues sonnet, sonnet fixes, sonnet reviews, review sonnet, evaluations sonnet
• Source: coderabbit.ai

frontage 0.16.1

Frontage A fine-grained reactive UI framework for Python in the browser. Signals, memos and effects; templates that clone once and bind only their holes; a keyed For ; a nested router; running on its...

• Keywords: frontage python, python frontage, interpreter frontage, _frontage runtime, py _frontage, framework python, webassembly frameworks, frontage _runtime, python browser, frontage browser
• Source: pypi.org

Route every Claude Code message to the right model with Jev

Not every message you send to Claude Code needs the most capable model. A quick question about a Git command runs on the same model as a refactor across three services, unless you remember to switch m...

• Keywords: models jev, chatgpt jev, chat models, inventing chatgpt, model messages, message claude, model jev, research chatgpt, jev model, openai instructgpt
• Source: pulumi.com

tares 1.34.0

Tares The open-source platform for always-on AI agents. Agents that run on what happens, not on what you ask. Connect anything that emits events. Tares puts every event on one timeline per thing, wake...

• Keywords: ai telemetry, ai agents, tares agents, tares agent, server ai, triggers agents, telemetry tares, ai resources, trigger agent, build ai
• Source: pypi.org

voice2text 0.4.1

voice2text Local, MLX-first voice-to-text. Hold Right ⌘, talk, release — it transcribes with Parakeet, cleans the text up with a small local LLM, and pastes at your cursor. No cloud or account; after...

• Keywords: voice2text applications, voice2text local, voice2text homebrew, voice2text py, voice2text, voice2text v2t, voice2text brew, mlx voice, applications voice2text, single voice2text
• Source: pypi.org

Windows 11 can keep thumbnails of photos you deleted. Here’s how to remove them

A viral post on X claims that Windows keeps a thumbnail of every photo you’ve ever deleted, stored secretly in a file called thumbcache_256.db. It sounds scary for a desktop OS used by 1.5 billion peo...

• Keywords: thumbnail caches, thumbnail cache, caching thumbnails, cache thumbnails, thumbnail caching, caching thumbnail, keeps thumbnail, thumbnails windows, thumbnail previews, surviving thumbnails
• Source: windowslatest.com

Arm and NVIDIA: Building the trusted compute foundation for the agentic AI era

Arm and NVIDIA: Building the trusted compute foundation for the agentic AI era AI infrastructure is increasingly moving to Arm. Arm technology is deployed across every major hyperscaler, and Arm-based...

• Keywords: agent cpu, cpu ecosystem, infrastructure processors, agentic infrastructure, cpu architecturally, compute architecture, agent runtime, agentic workloads, agent runtimes, arm compute
• Source: newsroom.arm.com

Coding Is Not Solved – Alex Ewerlöf Notes

Disclaimer: you are about to read a lot of opinions, many of them have references but some are the result of my own experience building with AI and building AI systems in the past 4 years. Regardless,...

• Keywords: building ai, anti ai, fear ai, dangers ai, ai isn, say ai, ai vendors, create ai, ai consumers, ai create
• Source: blog.alexewerlof.com

Highlights from Git 2.56

The open source Git project just released Git 2.56. Here is GitHub’s look at some of the most interesting features and changes introduced since last time. The open source Git project just released Git...

• Keywords: git merge, git conflict, commits merges, merge commits, merge conflicts, comparisons git, commits matching, overlooked git, forcing git, fixup git
• Source: github.blog

langsmith-cli 0.12.1

🛠️ LangSmith CLI Keep every LangSmith trace. Query it from your terminal. Hand your agent 100 bytes instead of 34 KB. Parquet trace archive • Offline DuckDB cache • Agent-sized JSON • Rich tables for...

• Keywords: parquet archive, parquet storage, parquet cache, parquet trace, trace storage, archive traces, export parquet, archive trace, trace archive, duckdb cache
• Source: pypi.org

TabPFN and TabICL vs. tuned XGBoost: the model that doesn't train won 14/14

TabPFN and TabICL against tuned XGBoost: the model that does not train won on fourteen tables out of fourteen The claim behind TabPFN and TabICL is that they predict on a table without ever training o...

• Keywords: benchmark tabular, tabicl performance, tabular benchmark, tabpfn wins, xgboost tabicl, tabicl predict, benchmark xgboost, table training, technical tabpfn, tabpfn
• Source: efraingaray.com

goonsai-com/Qwen3-gabliterated-image-generation — public verification state: pending

goonsai-com/Qwen3-gabliterated-image-generation goonsai-com/Qwen3-gabliterated-image-generation is an open-weights language model for text generation under the apache-2.0 license (8.1 GB), added to Hu...

• Keywords: qwen3 gabliterated, download goonsai, sha256sum downloads, qwen3, file sha, gb file, bytes file, gabliterated files, hashfile, download file
• Source: huggingbay.xyz

Linux Bash Scripting: Writing Your First Script

Linux Bash Scripting: Writing Your First Script You’ve been using the command line for a while. You know your grep , your awk , your find . But you’re still copy-pasting the same five commands every t...

• Keywords: bash scripting, shell scripts, bash script, bash uses, script bash, basics script, bash specifically, linux bash, execution bash, scripts
• Source: linuxblog.io

mxbiflow 0.3.24

mxbiflow A framework for building multi-animal, multi-stage behavioral neuroscience experiments with touchscreen interfaces. Overview mxbiflow provides the core infrastructure for cognitive and behavi...

• Keywords: scenemanager experimentpanel, architecture mxbiflow, experimentpanel scene, experiments touchscreen, python mxbiflow, mxbiflow ui, mxbiflow framework, experiment scheduling, mxbiflow utils, py mx
• Source: pypi.org

nextcloud-mcp-server 0.198.0

Nextcloud MCP Server A production-ready MCP server that connects AI assistants to your Nextcloud instance. Enable Large Language Models like Claude, GPT, and Gemini to interact with your Nextcloud dat...

• Keywords: client nextcloud, interact nextcloud, nextcloud instance, clients nextcloud, nextcloud using, nextcloud server, nextcloud apps, nextcloud data, nextcloud app, nextcloud mcp
• Source: pypi.org

osmfeatures 0.7.1

MapLark OSM Features API Official Python client for the MapLark OSM Features API with GeoJSON, FlatGeobuf, GeoParquet, CSV formats. Hosted OSM APIs as a Service for using OSM in applications at scale....

• Keywords: osm apis, openstreetmap features, openstreetmap semantics, maplark osm, query openstreetmap, openstreetmap, api maplark, osm data, osm features, osm applications
• Source: pypi.org

PHP Default Settings: The php.ini Values That Break WordPress

Most WordPress errors that look mysterious come from a handful of numbers in php.ini . PHP ships with conservative defaults — 128 MB of memory, 2 MB per upload, 1,000 form fields per request — and a m...

• Keywords: max_input_vars limits, max_input_vars 000, max_input_vars php, max_input_vars limit, default max_input_vars, max_input_vars allows, max_input_vars 3000, max_input_vars, settings max_input_vars, max_input_vars adjustable
• Source: copahost.com

Pragmatic Anthropomorphism, or: How to Talk to an Autocompleting Cricket

Pragmatic Anthropomorphism, or: How to Talk to an Autocompleting Cricket TL;DR: Arguing over whether LLMs "truly understand" or have an inner spark misses what's actually useful when sitting in front...

• Keywords: anthropomorphism pragmatic, anthropomorphism talk, pragmatic anthropomorphism, machine consciousness, anthropomorphizing language, anthropomorphism adopting, anthropomorphization, naive anthropomorphism, composing human, argued human
• Source: blog.lmorchard.com

stellars-claude-code-plugins 1.8.14

stellars-claude-code-plugins Overview This repository is a Claude Code plugin marketplace. It contains the plugins and a Python library, stellars-claude-code-plugins , whose command-line tools the plu...

• Keywords: code plugins, stellars claude, files stellars, code plugin, plugin claude, library stellars, plugins document, plugins python, stellarshenson claude, claude plugin
• Source: pypi.org

straightedge 0.9.0

Straightedge Straightedge generates deterministic, machine-checkable SVG diagrams from structured data — safe to commit, diff, and regenerate. The same input renders the same bytes on any machine. Dra...

• Keywords: python3 straightedge, straightedge detailed, render straightedge, straightedge render, straightedge constructions, straightedge figure, straightedge generates, straightedge diagrams, straightedge py3, straightedge construction
• Source: pypi.org

tanga-py 2.12.1

TanGA TanGA is a Python and C++ library for interactive technical visualization and geometric algebra (Clifford algebra) — two independent toolkits under one roof.

• Visualization — build animated, in...

• Keywords: tanga python, visualization geometric, geometric algebra, tanga py, usable geometric, algebra animations, visualization support, algebra clifford, files tanga, interface pytanga

• Source: pypi.org

What Jev’s probabilities reveal that repeated LLM judgments miss

Nobody agrees yet on what to call Jev, but almost everyone agrees it’s one of the most exciting model releases this month. It reads natural language like an LLM, but instead of generating text it retu...

• Keywords: judges classifiers, judge jev, accuracy judges, llm judge, llm judges, judgments jev, judges accuracy, judge nondeterminism, test judge, evaluator judge
• Source: arize.com

alphaedge-ai/multilingual-e5-base-mri-16384 — public verification state: pending

alphaedge-ai/multilingual-e5-base-mri-16384 alphaedge-ai/multilingual-e5-base-mri-16384 is an embedding model for sentence similarity and retrieval under the mit license (396 MB), added to Hugging Bay...

• Keywords: download alphaedge, file sha, sha256sum downloads, hashfile, safetensors files, file exact, bytes file, file, filehash, similarity alphaedge
• Source: huggingbay.xyz

AMD’s IPO, September 27, 1972

AMD went public September 27, 1972. It issued 620,000 shares at $15.50 per share, raising$7.5 million in capital. Unlike modern tech IPOs, AMD didn’t list on any of the major exchanges, opting to tra...

• Keywords: amd founded, company amd, amd stock, amd listed, share amd, amd intel, amd amd, amd purchased, realize amd, market amd
• Source: dfarq.homeip.net

BEE-spoke-data/bert-plus-L8-v1.0-syntheticSTS-4k — public verification state: pending

BEE-spoke-data/bert-plus-L8-v1.0-syntheticSTS-4k BEE-spoke-data/bert-plus-L8-v1.0-syntheticSTS-4k is an embedding model for sentence similarity and retrieval under the apache-2.0 license (779 MB), add...

• Keywords: data bert, bert plus, bert, ready bert, similarity file, safetensors files, download bee, allnli_matryoshka files, 6985 file, files known
• Source: huggingbay.xyz

envs-xmpp 1.5.1

envs-xmpp Shared technical infrastructure for the envs.net XMPP bots envsbot and muc_banbot . One distribution intentionally ships two stable Python packages: envs_xmpp_core : bot-neutral runtime, XMP...

• Keywords: envs_xmpp_core bot, envs_xmpp_ops designed, python envs_xmpp_ops, xmpp bots, core envs_xmpp_ops, bots package, packages envs_xmpp_core, bots envsbot, envs_xmpp_ops deployment, dependencies bots
• Source: pypi.org

fast-h2m 0.4.5

fast-h2m Python bindings for fast_h2m , a high-performance HTML to Markdown converter. import fast_h2m markdown = fast_h2m.convert_to_markdown("<h1>Hello</h1><p>World</p>") result = fast_h2m.convert("...

• Keywords: fast_h2m convert_to_markdown, fast_h2m markdown, markdown fast_h2m, fast_h2m markdownstreamprocessor, convert_to_markdown h1, fast_h2m convert, h1 markdown, convert_to_markdown html, bindings fast_h2m, import fast_h2m
• Source: pypi.org

gitgrounded 0.1.2

GitGrounded This project is from the BITSoM Vertex Builders Pitch Fest hackathon, Day 1, Software Automation AI Track. It solves: "How can AI applications be tested, evaluated, monitored, or improved...

• Keywords: gitgrounded tells, complains gitgrounded, code gitgrounded, gitgrounded code, runs gitgrounded, chatbot gitgrounded, gitgrounded use, tell gitgrounded, gitgrounded, questions gitgrounded
• Source: pypi.org

Is Your “Human-in-the-Loop” Actually Slowing You Down? Here’s What We Learned

In the rush to adopt AI and automation, many teams implement human-in-the-loop (HITL) frameworks. They believe that involving a person in the process solves the problems with reliability, quality, and...

• Keywords: human loop, understand automation, ai human, automated human, automation human, automated decisions, ai workflows, human oversight, humans loop, checkpoints ai
• Source: stackoverflow.blog

leaflink 0.3.6

LeafLink A CLI for syncing local folders with Overleaf and cn.overleaf projects Browser login, clone, pull, push, PDF download, and pseudo real-time sync in one tool. Overview LeafLink is an open sour...

• Keywords: overleaf sync, leaflink sync, leaflink cli, sync leaflink, cli syncing, overleaf projects, sync project, collaborator leaflink, overleaf use, leaflink clone
• Source: pypi.org

Parley - Federated, decentralised chat that speaks plain IRC

With several people sharing a nick across instances, a channel mention of one of them pushes a notification to all of them. ## Cause namesAccount counted a name as a mention wherever the nick stood...

• Keywords: sender named, message instances, instances bob, instance bob, names instance, direct messages, address bob, bob names, names channel, token alice
• Source: git.mills.io

Show HN: HN.watch – Videos of all Hacker News posts

• Pirating the Pirates (mubi.com)

• Claude Sonnet 5.5 (anthropic.com)

• Definitely not Windows (Win 11 parody) (definitelynotwindows.com)

• Claude Sonnet 5.5 (anthropic.com)

• Hijacking the PS5's RTMP...

• Keywords: agentic cli, com ai, cli cloudflare, cloudflare com, pirating, did google, bearblog dev, global com, google, cli

• Source: hn.watch

tracebloc-ingestor 0.8.50

Data Ingestors 📊 Move your data into the tracebloc training environment — validated, clean, and ready for model evaluation. Your raw data never leaves your infrastructure. How it works Your raw data │...

• Keywords: ingestor kubernetes, kubernetes job, kubernetes cluster, managed kubernetes, kubernetes io, yaml tracebloc_, kubernetes, tracebloc_ingestor import, dataset helm, deploy kubernetes
• Source: pypi.org

What Heraldry and Mon Can Teach Us About Building Visual-Identity Generators

I spend a lot of time thinking about heraldry, but perhaps not in quite the same way that a heraldic historian does. For Iron Arachne, I have to think about heraldry as a system that can be represente...

• Keywords: generating heraldic, heraldry heraldic, implementing heraldry, heraldry represented, heraldry generator, describing heraldic, heraldry generative, thinking heraldry, heraldic designs, reproduce heraldry
• Source: benovermyer.com

A Golden Path for Terraform With AI Agents: Efficient, Responsible and Productive on Any Cloud

-5b301f10ddcd---4 crawled_date: 2026-09-28T21:03:37.844539+00:00 feed_url: https://itnext.io/feed published: Mon, 28 Sep 2026 20:14:25 GMT

A Golden Path for Terraform With AI Agents: Efficient, R...

• Keywords: assumed terraform, terraform means, false terraform, terraform state, terraform provider, applies terraform, terraform validate, terraform day, validate terraform, provider terraform
• Source: itnext.io

AlekseyCalvin/LYRICAL_MT2_Hy1.8B_ru2en_SFT — public verification state: pending

AlekseyCalvin/LYRICAL_MT2_Hy1.8B_ru2en_SFT AlekseyCalvin/LYRICAL_MT2_Hy1.8B_ru2en_SFT is an open-weights language model for translation under the apache-2.0 license (4.1 GB), added to Hugging Bay Sep...

• Keywords: lyrical_mt2_hy1 8b_ru2en_sft, hashfile, 8b_ru2en_sft file, sha256sum downloads, file sha, alekseycalvin lyrical_mt2_hy1, 8b_ru2en_sft alekseycalvin, 8b_ru2en_sft use, filehash, 8b_ru2en_sft
• Source: huggingbay.xyz

Evaluate production traces with Jev-as-a-Judge directly in Arize AX

Arize AX now integrates directly with TypeSafe AI, bringing native Jev-as-a-Judge evaluations into the Arize evaluation workflow. Jev is TypeSafe AI’s System One decision model, built for structured d...

• Keywords: evaluations arize, arize evaluation, jev evaluations, arize ax, arize research, arize benchmark, evaluation workflows, ai evaluation, arize, evaluation workflow
• Source: arize.com

Introducing cf: the agentic CLI for the entire Cloudflare API

Introducing cf: the agentic CLI for the entire Cloudflare API Over the last year, agent use of Wrangler has skyrocketed. In March 2026, agents were responsible for a quarter of Wrangler use, up from s...

• Keywords: cloudflare cli, agent cloudflare, operations cloudflare, cli agents, cli agent, cloudflare api, manage cloudflare, cloudflare specific, cloudflare new, apis cf
• Source: blog.cloudflare.com

OpenMed/OpenMed-NER-GenomicDetect-ElectraMed-33M-mlx — public verification state: pending

OpenMed/OpenMed-NER-GenomicDetect-ElectraMed-33M-mlx OpenMed/OpenMed-NER-GenomicDetect-ElectraMed-33M-mlx is an open-weights language model for token classification under the apache-2.0 license (134 M...

• Keywords: download openmed, library openmed, mlx openmed, openmed openmed, classification openmed, openmed ner, ner genomicdetect, openmed, model openmed, openmed base
• Source: huggingbay.xyz

sqlakit 0.22.3

SQLAKit SQLAKit removes the boilerplate from SQLAlchemy applications. It manages sessions and transactions for you, and adds a query builder with pagination built in, SQL templates, an optional Active...

• Keywords: sqlalchemy applications, py sqlakit, sqlalchemy queries, boilerplate sqlalchemy, sqlalchemy, plain sqlalchemy, compared sqlalchemy, sqlalchemy sa, sqlalchemy models, wiring sqlalchemy
• Source: pypi.org

supervisio/herbert-base-ner-clinical-pl — public verification state: pending

supervisio/herbert-base-ner-clinical-pl supervisio/herbert-base-ner-clinical-pl is an open-weights language model for token classification under the cc-by-4.0 license (499 MB), added to Hugging Bay Se...

• Keywords: safetensors files, file sha, ner files, safetensors sha256, hashfile, sha256sum downloads, bytes file, file metadata, file exact, classification supervisio
• Source: huggingbay.xyz

Supporting native Rust in Workers with the new Emscripten target for wasm-bindgen

Supporting native Rust in Workers with the new Emscripten target for wasm-bindgen Today we’re announcing the first public experimental preview of a feature to better support native Rust code and even...

• Keywords: emscripten rust, rust emscripten, bindgen rust, rust webassembly, rust compiler, rust library, rust applications, compatibility rust, rust native, bindgen support
• Source: blog.cloudflare.com

taskiq-postgres 0.9.1

PostgreSQL integration for Taskiq with support for asyncpg, psqlpy, psycopg and aiopg drivers. Features

• PostgreSQL Broker - high-performance message broker using PostgreSQL LISTEN/NOTIFY;

• Result B...

• Keywords: taskiq postgres, postgresql taskiq, taskiq_postgres, postgres taskiq_postgres, taskiq_pg asyncpg, taskiq_postgres broker, scheduling postgresql, 5432 taskiq_postgres, postgresql integration, postgres asyncpg

• Source: pypi.org

tomaarsen/splade-cocondenser-msmarco-kldiv-minilm-temp-2-2 — public verification state: pending

tomaarsen/splade-cocondenser-msmarco-kldiv-minilm-temp-2-2 tomaarsen/splade-cocondenser-msmarco-kldiv-minilm-temp-2-2 is an embedding model for text embeddings under the apache-2.0 license (439 MB), a...

• Keywords: safetensors files, file exact, file, unsafe files, file sha, download file, file ready, apache files, temp file, bytes file
• Source: huggingbay.xyz

xpresslibs 9.8.2

FICO® Xpress Python interface Create and solve Mathematical Optimization problems like the following: min x1^2 + 2 x2 s.t. x1 + 3 x2 >= 4 -10 <= x1 <= 10 x1 in Z x2 >= 0 with just a few lines of code:...

• Keywords: x2 constraints, addconstraint x1, optimizer xpress, xpress optimization, xpress optimizer, constraints optimize, optimization solver, solver xpress, variable xpress, create optimization
• Source: pypi.org

Agent Toolkit for AWS shipped an update

Agent Toolkit for AWS AWS's official MCP servers, skills and plugins that help coding agents build and deploy on AWS. Sources and review Checked against public documentation on . Suitability guidance...

• Keywords: toolkit aws, aws agent, api aws, aws cli, aws command, agent toolkit, aws official, deploy aws, aws mcp, aws actions
• Source: agentsearchengine.app

apache-airflow-providers-dpone 0.84.2

apache-airflow-providers-dpone The formal Apache Airflow provider facade for dpone self-service DAGs. Install Use a supported Airflow matrix cell. This example uses Python 3.12, Airflow 3.2.0, and the...

• Keywords: kubernetes airflow_version, apache_airflow_providers_dpone, constraints airflow_version, airflow_version constraints, dpone_version airflow_constraints_url, airflow_version constraint, airflow_version apache, apache_airflow_providers_dpone 84, airflow_constraints_url python3, airflow_version python_version
• Source: pypi.org

GreekRomanUtils 1.2.0

English Module converting Arabic numerals to Greek and Roman numbers Version: 1.2.0 Supported Python: 3.11-3.14 stable; 3.15.0rc2 provisionally tested Repository: GitHub - GreekRomanNumerical License:...

• Keywords: numerals greek, arabic numerals, greek numbers, greeknumber romannumber, arabic numbers, greek number, greeknumber, number greek, forunicode_to_name greeknumber, объектromannumber convert_to_arabic
• Source: pypi.org

Linux 7.4 To Introduce The Steal Governor For Helping Virtualized Workloads

Linux 7.4 To Introduce The Steal Governor For Helping Virtualized Workloads Now queued up for introduction in the Linux 7.4 merge window later in October is the steal governor driver for preferred CPU...

• Keywords: committed cpus, cpus steal, steal_governor patches, workloads vcpu, x86_64 steal, benchmarks steal, cpu resources, handle cpu, virtualized workloads, cpus cores
• Source: phoronix.com

NVIDIA Open Agent Safety Platform: OpenShell on the CPU, Sentry on BlueField-4, and 100-Plus Partners From Anthropic to SpaceXAI

NVIDIA has launched the NVIDIA Open Agent Safety Platform, an open software platform and reference system design that puts guardrails around autonomous AI agents at two layers: a secure runtime on the...

• Keywords: agent nvidia, ai safety, agent safety, agent security, cpu agentic, agentic infrastructure, secure ai, ai agents, monitors agent, open agent
• Source: storagereview.com

Packing Binary Is Fun

Why would anyone do this? I saw someone on twitter arguing that saving data in JSON was apparently not what Real™ developers do. Obviously, I had to become a Real™ Developer too. Turns out, the answer...

• Keywords: binary encoding, written binary, binary bytes, binary format, binary json, binary data, does binary, make binary, built binary, represent byte
• Source: hereticpleb.vercel.app

wzgram 3.1.3

wzgram is a drop-in replacement for Pyrogram, with access to the latest Telegram features including Gifts, Stories, Topics, Business Accounts, and more. Import wzgram ; from pyrogram import ... still...

• Keywords: wzgram app, telegram api, import wzgram, wzgram import, run wzgram, wzgram pyrogram, telegram features, wzgram requires, telegram layer, install wzgram
• Source: pypi.org

28th September – Threat Intelligence Report

For the latest discoveries in cyber research for the week of 28th September, please download our Threat Intelligence Bulletin. TOP ATTACKS AND BREACHES

• The FBI has confirmed unauthorized activity af...

• Keywords: cyberattack exposed, data breach, breaches fbi, confirmed cyberattack, purported fbi, information attackers, disclosed theft, cyberattack, ransomware affiliate, cyber research

• Source: research.checkpoint.com

agi-memory 0.9.9

agi-memory Active. Day-1 history import is built in: agi-memory history-import reads the session transcripts Claude Code, Codex and OpenCode already wrote to disk into L1 observations, so recall works...

• Keywords: agi_memory, memory agi, agi memory, recall webhook, agi_memory py3, memory recall, files agi_memory, memory_record, memory history, agi_memory tar
• Source: pypi.org

agk 0.47.0

agk — app-gui-kit Python server SDK A small framework for building local, single-user GUIs for simulation / agent applications. One AgkApp gives you a Flask server implementing the app-gui-kit protoco...

• Keywords: agk app, frontend agk, agk viewer, applications agkapp, app agk, guis simulation, script agk, agkapp provides, agkapp agent, python app
• Source: pypi.org

AMD Achieves Datacenter Compute Power At IFA 2026, but Local Production Scaling Remains Difficult

IFA Berlin serves as a strange battlefield for heavy compute hardware. The Internationale Funkausstellung Berlin operates as one of the oldest industrial exhibitions in Germany. It targets a massive c...

• Keywords: amd achieves, amd hardware, new amd, amd, amd operates, amd decided, amd ryzen, workstation amd, amd desktop, applications amd
• Source: techspective.net

Beyond Intelligence: How Trust Is the Benchmark That Matters in AI

Trust is the most important concept in AI today. For three years, we’ve been focused on making AI smarter. It’s been about what a model can do, benchmarks, context windows, reasoning scores, and so on...

• Keywords: agent trust, ai agent, agentic trust, secure ai, ai adoption, autonomy agent, ai infrastructure, trust intelligence, ai assistant, ai everyday
• Source: blogs.cisco.com

zaojun 1.8.1

zaojun zaojun is a command-line (CLI) tool to check versions of your dependencies as defined in pyproject.toml against the latest versions published on PyPI. Full documentation is available at zaojun....

• Keywords: licensing zaojun, zaojun support, zaojun pyproject, zaojun suppress, support zaojun, zaojun licensed, zaojun artifactory, tool zaojun, zaojun uses, run zaojun
• Source: pypi.org

agent-custody 0.6.12

agent-custody (Python) Signed, verifiable receipts for AI agent tool calls, from Python. The key, the Cedar policy, and the Merkle log live in the agent-custody sidecar, a local process from the npm p...

• Keywords: package agent_custody, receipts agent, agent_custody import, policydeniederror client, tools agent_custody, agent_custody langchain, stripe refund, agent_custody claude_agent_sdk, agent_custody, agent_custody openai_agents
• Source: pypi.org

calimero-client-py 0.8.0

Calimero Client Python Library A Python client SDK for Calimero Network, backed by a native Rust core via PyO3. Connect to a node, manage applications and contexts, move blobs, administer namespaces a...

• Keywords: await calimero_client_py, calimero_client_py version, calimero_client_py, calimero_client_py import, import calimero_client_py, files calimero_client_py, calimero_client_py tar, calimero client, calimero_client_py print, ok calimero_client_py
• Source: pypi.org

easy-uiauto 0.7.3

easy-uiauto English | 简体中文 Turn a Windows desktop interface into inspectable, reusable UI commands. easy-uiauto combines a Python automation library, an MCP server, action recording, and an Obsidian-c...

• Keywords: ui automation, easy_uiauto_ui commands, commands easy_uiauto_ui, python easy_uiauto, desktop automation, operation easy_uiauto_ui, easy_uiauto_ui learn, ui commands, easy_uiauto_ui scan, easy_uiauto_ui app
• Source: pypi.org

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

September 28, 2026 · 115 runs · Code quality protocol v3.16 GPT-6 Luna across every effort level 115 runs of GPT-6 Luna through the Codex CLI on a ChatGPT Pro subscription, 23 tasks at each of the fiv...

• Keywords: gpt luna, luna gpt, runs gpt, level gpt, gpt, max gpt, gpt sol, luna chatgpt, reports gpt, 16 gpt
• Source: vulcanbench.com

Hijacking the PS5's RTMP Stream

Contents Sony has progressively locked down what you can do with the PS5’s hardware. Streaming is a good example: the console gives you a nice, convenient “Broadcast” button, but the moment you want t...

• Keywords: ps5 streaming, stream ps5, connect ps5, ps5 stream, ps5 connects, ps5 macbook, play ps5, ps5 supports, broadcast ps5, ps5 works
• Source: yashgarg.dev

Induction: A CLI-First Llama.cpp Client for Running and Comparing Local LLMs

-5517fd7b58a6---4 crawled_date: 2026-09-28T20:03:18.083889+00:00 feed_url: https://levelup.gitconnected.com/feed published: Mon, 28 Sep 2026 19:18:51 GMT

Induction: A CLI-First Llama.cpp Client f...

• Keywords: llms induction, llm inference, local llm, local llms, llm tasks, induction documentation, llm experimentation, mwiater induction, llms, step llm
• Source: levelup.gitconnected.com

Jev 101: Why the Next Era of AI Agents Belongs to Fast, Typed Decision Models

For the past few years, the AI industry has largely followed a simple principle: bigger models mean better AI. Large Language Models (LLMs) have increasingly been used for everything from customer sup...

• Keywords: ai vs, ai agent, ai agents, ai components, ai instead, thinking ai, ai simply, typesafe ai, models jev, ai architectures
• Source: aiireland.ie

kingmadoc 0.3.0.dev10

This release is a pre-release and may not be stable for production use. KingmaDoc Feature docs for AI coding agents, before and after the code. When an agent builds a feature, it's easy to end up with...

• Keywords: code kingmadoc, commands kingmadoc, kingmadoc verify, kingmadoc plan, implement kingmadoc, install kingmadoc, updating kingmadoc, kingmadoc version, project kingmadoc, kingmadoc agents
• Source: pypi.org

Lakebase Search: State-of-the-art full text and vector search for Postgres

Fast, scalable, and serverless search in Postgres, now Generally Available by Zhou Sun, Jinjing Zhou, Keming Yang, Usamoi Cui, Pranav Aurora and Junyu Chen Traditional OLTP systems weren't built for t...

• Keywords: lakebase postgres, lakebase_vector scalable, lakebase_vector postgres, lakebase search, scalable search, cloud postgres, lakebase simply, tuning lakebase, index lakebase_vector, query lakebase_vector
• Source: databricks.com

multimodars 0.7.3

A high‑performance, Rust‑accelerated toolkit for multi‑modality cardiac image fusion and registration ﮩ٨ـﮩﮩ٨ـ♡ﮩ٨ـﮩﮩ٨ـ. Overview multimoda-rs aligns and fuses diverse cardiac imaging modalities — IVUS,...

• Keywords: intravascular registration, fusion registration, deformation coronary, register intravascular, deformation ccta, ccta intravascular, align intravascular, intensive registration, cardiac imaging, features intravascular
• Source: pypi.org

osteosarc 0.14.4

osteosarc Python library and command-line tool for the public osteosarc.com dataset: one patient's osteosarcoma sequencing, variant calls, cancer vaccines and clinical history.

• Explore it: every sam...

• Keywords: osteosarcoma sequencing, osteosarc reads, osteosarc files, osteosarc variants, data osteosarc, metadata osteosarc, osteosarc samples, osteosarc snapshots, sequenced osteosarc, files osteosarc

• Source: pypi.org

pikepdf 10.15.0

pikepdf Read, write, repair, and transform PDFs in Python -- powered by qpdf. pikepdf is based on qpdf, a mature, actively maintained C++ library for PDF manipulation and repair. Python + qpdf = "py"...

• Keywords: python pikepdf, pikepdf pdf, pdfs pikepdf, pdf pikepdf, pikepdf qpdf, qpdf pikepdf, import pikepdf, make pikepdf, pikepdf read, pikepdf automate
• Source: pypi.org

The Code Nobody Reads

Two years ago I wrote an essay about AI-assisted coding, and one of my tips was to review every line of generated code. I’d give that advice very differently today. What I’d say now is this: you don’t...

• Keywords: agent reviewed, code review, reviewing, human review, review line, ai read, review doing, automated review, review tooling, read agents
• Source: addyo.substack.com

The Firebase plugin is now available in Codex

In today’s landscape of agentic coding and collaboration, our goal is to ensure Firebase is available in all the new places you build. Earlier this year, we integrated Firebase directly into Google AI...

• Keywords: firebase agent, codex firebase, architecture firebase, documentation firebase, integrated firebase, firebase cli, firebase plugin, firebase basics, plugin firebase, firebase project
• Source: firebase.blog

What “Unlimited” Hosting Really Means: The Limits in the Fine Print

“Unlimited storage.” “Unlimited bandwidth.” “Unlimited websites.” It’s the most common promise in shared hosting — and it can’t be literal. A server has a fixed amount of disk, memory and processing p...

• Keywords: limits hosting, hosting limit, unlimited hosting, exceed hosting, storage limits, servers limit, storage limit, unlimited storage, database limits, server unlimited
• Source: copahost.com

What Would a Serious AI Product Look Like?

One of the issues that I have with the current generation of “AI” products is that they do not appear to take their own premises seriously. I look at a plethora of obsequious chatbots claiming to be s...

• Keywords: ai products, product oversight, ai product, ai vendors, product capabilities, provide products, product openly, software product, scam designed, product management
• Source: blog.glyph.im

An analysis of Jev: Faster and cheaper but not more accurate

An analysis of Jev: Faster and cheaper but not more accurate Decision models show a lot of promise. We reviewed benchmark tests and ran our own to better understand their strengths, shortcomings, and...

• Keywords: benchmark jev, benchmark reviews, benchmark tests, reviewed benchmark, analytics benchmark, benchmark test, independent benchmark, compared jev, benchmark, benchmark representing
• Source: amplitude.com

MySQL and MariaDB Defaults: The Settings Behind Common Database Errors

Most database errors that reach a website owner come from a handful of settings: “Too many connections”, “MySQL server has gone away”, “Got a packet bigger than ‘max_allowed_packet’ bytes”. Each one p...

• Keywords: mariadb defaults, migrations mariadb, mariadb differences, mariadb stricter, mariadb fail, mysqld defaults, mysql defaults, mariadb server, mariadb mysql, mariadb exported
• Source: copahost.com

Nvidia wants to put a watchdog chip next to every AI agent

Nvidia is rolling out a new software platform to allow AI developers to set safeguards for agents and prevent them from breaking out of containment. "You can't have agents roam around and drift around...

• Keywords: supported openai, prevented openai, open agent, ai nvidia, openai, capabilities nvidia, nvidia announced, source nvidia, nvidia open, agents access
• Source: cnbc.com

Secure agent access in development workflows with 1Password + NVIDIA OpenShell

Secure agent access in development workflows with 1Password + NVIDIA OpenShell by Clara Yeung and KC Li September 28, 2026 - 5 min Related Categories 1Password for NVIDIA OpenShell is available now as...

• Keywords: credentials agent, agent credentials, credentials agentic, workflow agents, secure agent, 1password workflows, agents developers, agent security, 1password developer, agentic workflows
• Source: 1password.com

The Inode Cost of WordPress: We Counted the Files in Core, WooCommerce and Elementor

Most shared hosting plans limit the number of files an account can hold — the inode limit — even when storage is advertised as unlimited. Most guides explain what an inode is. Almost none say how many...

• Keywords: wordpress inodes, file usage, inode hosting, 000 files, files count, inode limit, 216 files, inode count, wordpress counted, files inodes
• Source: copahost.com

MicroLLM Lab – Try 7 tiny LLM's in the browser

Objective checks (regex / exact tokens), not writing quality. A 135M model is allowed to fail — that is the measurement. Pick models, then run. Estimate uses your last tok/s if we have one. Runtime pe...

• Keywords: benchmark javascript, write benchmark, benchmark certificate, benchmark, verified benchmark, accuracy latest, ms accuracy, model accuracy, machine charts, performance
• Source: stateofutopia.com

Three Days in August: What a DDoS Attack Exposed in Our Network

On the evening of 11 August 2026, one of our customers became the target of one of the largest attacks we have ever seen directed at our infrastructure. Because we provide that customer’s connection t...

• Keywords: infrastructure attack, attack traffic, attacker bandwidth, attack outsized, internet impact, largest attacks, massive attack, attack size, attack ongoing, network affected
• Source: nine.ch

Credentials API for Gemini Managed Agents

Credentials API for Gemini Managed Agents We recently shipped the Credentials API for Managed Agents (antigravity-preview-09-2026 ). It lets your agent authenticate with external services like GitHub,...

• Keywords: gemini_api_key environment_variable, calls gemini_api_key, gemini_api_key, sandbox gemini_api_key, credentials api, gemini_api_key bound, container gemini_api_key, api secret, gemini api, api gemini
• Source: philschmid.de

How to rank fraud detection models using custom cost metrics

When building fraud detection systems, standard training steps often hide expensive failures. A model can show 96% accuracy on paper while letting every single fraudulent transaction pass unchecked. I...

• Keywords: fraud accuracy, fraud detection, fraud model, frauds winner, metric recall, training fraud, fraud patterns, precision recall, catches fraud, zero fraud
• Source: developers.redhat.com

Introducing Pixi sandboxes

Scientific work in Python often relies on software beyond Python itself, including native libraries, command-line tools, and other language runtimes. marimo’s notebook sandboxes now support Pixi. You...

• Keywords: pixi_ffmpeg py, pixi_ffmpeg, pixi_r py, pixi package, misc pixi_ffmpeg, pixi script, pixi automate, enabling pixi, script pixi, tool pixi
• Source: marimo.io

Outer loop, gaming tests, and weekly readings! 💡

Hey, Luca here! Welcome to a new edition of the 💡 Monday Ideas 💡 — ideas and readings to start the week on the right foot. I also publish an original essay every Wednesday. Here is the one from last w...

• Keywords: ai workflows, orchestrate ai, orchestration engineering, complex workflows, infrastructure automation, automation ai, workflows, production pipelines, orchestration, delivery ai
• Source: refactoring.fm

Where Are the Log Files? Apache, Nginx, PHP, MySQL and Mail Log Locations

Almost every troubleshooting guide ends the same way: check the error log. What they rarely say is where it is — and the answer depends on the service, the Linux distribution and the control panel. Ap...

• Keywords: cpanel error_log, error_log cpanel, php error_log, wordpress debug, error_log almalinux, error_log files, httpd error_log, error logs, cpanel logs, wp_debug_log
• Source: copahost.com

Basis completes a tax workbook 2x faster with GPT-6 Astra

Basis completes a tax workbook 2x faster with GPT‑6 Astra GPT‑6 Astra took 50% less time to finish complex tasks vs. GPT‑5.6 Sol and showed a deeper understanding of user intent. Workbook test 50% Les...

• Keywords: tasks gpt, basis gpt, gpt astra, compared gpt, astra gpt, workbook accurately, faster gpt, tax workbook, improvement basis, task progresses
• Source: openai.com

Jensen Huang says AI distillation is 'competition.'

Nvidia CEO Jensen Huang has said AI model distillation — models being trained on other models' outputs — is "competition," despite the White House calling it theft. Distillation has become a key flash...

• Keywords: theft distillation, distillation china, companies distillation, distillation robbery, china ai, illicit distillation, china rejected, nvidia products, knowledge distillation, distillation campaigns
• Source: cnbc.com

Lovable + Microsoft: run the apps you build inside your company's Microsoft tenant

More than 70 million projects have been created with Lovable. Within companies, many of them run on Microsoft: a tracker built on a SharePoint list, or a tool that reads the team inbox. Each one worke...

• Keywords: lovable apps, app lovable, deploy lovable, microsoft tenant, microsoft 365, microsoft apps, integrating microsoft, integration microsoft, app microsoft, lovable app
• Source: lovable.dev

Self-parking car using genetic algorithm (2021)

Self-Parking Car in 500 Lines of Code TL;DR In this article, we'll train the car to do self-parking using a genetic algorithm. We'll create the 1st generation of cars with random genomes that will beh...

• Keywords: evolving cars, cars genomes, cars evolution, evolving car, cars generation, car evolution, car genomes, parking cars, genome car, car genome
• Source: trekhleb.dev

The QTFY Advisory Is More Than a Threat Warning. It Is a Readiness Test.

Source advisory: FBI | NSA | Cyber National Mission Force Joint Cybersecurity Advisory, August 26, 2026 Key Takeaways

• QTFY operates at scale. Its reconnaissance, exploitation and proxy infrastructur...

• Keywords: cybersecurity advisory, cybersecurity, advisory cyber, advisory fbi, joint cybersecurity, nsa cyber, fbi nsa, cyber readiness, cyber threat, attack ecosystem

• Source: commvault.com

Who Gets Alibaba’s Next AI Chips: Cloud Customers or Qwen?

On September 17, Huawei said at its annual Huawei Connect conference in Shanghai that its next training chip, the Ascend 960DT, will be ready in the first quarter of 2027. That is three quarters earli...

• Keywords: huawei china, huawei alibaba, models huawei, huawei says, huawei said, roughly huawei, 2019 huawei, huawei supply, annual huawei, huawei
• Source: hellochinatech.com

Handling hot shards

Since the launch of Neki we've talked a lot about sharding with basic examples to demonstrate how Neki splits a table's rows evenly across shards. Neki's router reads your data topology to handle the...

• Keywords: shards neki, tenants shards, shard neki, database sharding, neki database, shared shards, shards shard, resharding neki, rows shards, shards temporarily
• Source: planetscale.com

I Switched to Brave Browser

I Switched to Brave Browser | 3 min read I've been whinging about wanting to move away from Firefox for nearly a year now. It started with Mozilla's announcement about their AI strategy and my initial...

• Keywords: firefox nearly, browser vivaldi, firefox developers, working firefox, fault firefox, future firefox, firefox starting, firefox, firefox far, open firefox
• Source: kevquirk.com

Introducing Ask, a new Google Earth Engine feature to accelerate geospatial coding

Introducing Ask, a new Google Earth Engine feature to accelerate geospatial coding Joel Conkling Product Lead Katie Friis Software Engineer Whether you are mapping global forest cover, detecting chang...

• Keywords: earth ai, earth engine, engine api, search earth, google ai, scripts google, google earth, api, geospatial queries, logic earth
• Source: cloud.google.com

Mapping Evaluation Cards to Emerging AI Governance Requirements in California, the EU, and the UK

Mapping Evaluation Cards to Emerging AI Governance Requirements in California, the EU, and the UK A push for independent assessment On September 18, California Governor Gavin Newsom issued an executiv...

• Keywords: ai auditors, ai oversight, ai governance, ai security, ai evaluations, ai evaluator, ai evaluation, uk ai, eu ai, ai safety
• Source: evalevalai.com

Rickrolling with a Pharmacy cross

Rickrolling with a Pharmacy cross A little bit of history If you have ever visited France, you might have seen one of these green crosses, bolted onto the building, with bright flashing colors. It is...

• Keywords: pharmacy crosses, pharmacy cross, crosses cost, symbol pharmacy, resell crosses, crosses produced, unusual crosses, pharmafiles end, pharmafiles, green crosses
• Source: hugoarnal.com

The Lenfest Institute grows landmark program with expanded OpenAI support

The Lenfest Institute grows landmark program with expanded OpenAI support The following was issued as a joint announcement on Monday, September 28, 2026, from the Lenfest Institute for Journalism and...

• Keywords: ai fellowship, journalism openai, lenfest ai, ai news, ai fellows, journalism fellowship, openai lenfest, lenfest institute, newsroom fellows, journalism lenfest
• Source: openai.com

Yes, no AI is now a feature

One of the comments on the announcement of LibreOffice 26.8 was a simple question: “So, no AI is now a feature?” LibreOffice does not reject artificial intelligence out of hand, but an office suite us...

• Keywords: feature libreoffice, libreoffice, libreoffice does, libreoffice extensions, extensions libreoffice, libreoffice 26, announcement libreoffice, kind libreoffice, ai functionality, documents infrastructure
• Source: blog.documentfoundation.org

Control Panel Ports: DirectAdmin 2222, Plesk 8443, HestiaCP 8083 and More

Every hosting control panel listens on its own port — 2222 for DirectAdmin, 8443 for Plesk, 8083 for HestiaCP. You type it after the server address, and the panel opens. Until the domain goes behind C...

• Keywords: ports cloudflare, port cloudflare, cloudflare port, panel ports, panel cloudflare, cloudflare panels, proxied cloudflare, ports panels, cloudflare panel, cloudflare connects
• Source: copahost.com

NaiveAI releases an open-weight coding model with a million-token context and sparse attention

Introducing Naive-N0.5-Flash: Building Frontier AI with AI 🔹 309B MoE, 15.5B active: top-tier in coding, leading in AI R&D. 🔹 Native 1M context, no full-attention layers (hybrid SWA + DSA). 🔹 Inferenc...

• Keywords: naive ai, naive n0, naiveai naive, naiveai, naiveai labs, introducing naive, ai native, huggingface naiveai, naive, built ai
• Source: x.com

Scaling low-latency inference with Gimlet Cloud and Cerebras

Gimlet brings Cerebras’ wafer-scale compute into Gimlet Cloud, enabling inference at up to 3,000 tokens per second while expanding the performance and efficiency available for agentic and real-time AI...

• Keywords: gimlet cloud, compute gimlet, gimlet, gimlet brings, cloud, enabling inference, cerebras wafer, cloud enabling, 000 tokens, wafer
• Source: gimletlabs.ai

Are you a Codex Original?

Are you a Codex Original? We’re collecting real stories of builders, tinkerers, researchers, and creators who are using Codex to do incredible things. If you want to be a part of the next chapter of t...

• Keywords: codex originals, codex original, codex, using codex, chapter codex, codex incredible, stories builders, originals program, original collecting, story project
• Source: openai.com

Owed a billion dollars in Nvidia stock

Owed a billion dollars in NVDA stock I was an early advisor to NVIDIA in 1993, and recently discovered I’m owed about a billion dollars in stock. Early Days It is not widely known, but I was invited t...

• Keywords: nvda stock, nvidia finances, dollars nvda, nvidia founders, nvda, attorneys nvidia, years nvidia, nvidia did, sense8 corporation, nvidia product
• Source: colo.to

The AI data center backlash now has a backlash of its own

An estimated 600 people attended this weekend’s pro-data center party in Washington, D.C., called Data After Dark, which featured two bars, a basement speakeasy, DJs and an AI photo booth at the bitco...

• Keywords: liberal techno, techno, party ai, celebrating technological, larger techno, media tech, data center, ai communities, modern digital, techno optimist
• Source: groundlevel-ai.com

We're building multiplayer AI. Here's what we've learned so far

When people imagine multiplayer AI, they usually think of products like Claude Tag or PostHog in Slack. These are fine for simple tasks, like fixing minor bugs and querying data, but most work happens...

• Keywords: agent collaboration, multiplayer posthog, multiplayer ai, shared agent, building multiplayer, collaborative tasks, slack multiplayer, approach multiplayer, multiplayer coding, multiplayer experience
• Source: newsletter.posthog.com

What makes Lisp difficult to read?

What makes Lisp difficult to read? Or, where to put the parentheses in your next language The Lisp family of programming languages is infamous for their parenthesis-heavy syntax. Many people, myself i...

• Keywords: parentheses lisp, understanding lisp, explanation lisp, lisp notation, syntax lisp, lisp perceived, readable lisp, reasons lisp, lisp difficult, language lisp
• Source: paultm.nl