- Published on
Daily Tech News - 2026-09-23
- Authors

- Name
- geeknotes
AI’s next frontier is no longer just smarter models—it is making agents faster, safer and dependable in the real world.
Infrastructure dominated today’s developments. New analyses explored how to serve trillions of tokens to trillion-parameter coding agents, improve inference across costly multi-node H200 clusters without purchasing hardware, and validate GPU fleets against real workloads rather than reassuring—but incomplete—health checks. Cloudflare’s recovery of 100 TB of RAM through changes to consistent hashing offered a striking reminder that foundational architecture still matters. NodeWright similarly targets host-level management for Kubernetes fleets, while LiteRegistry brings discovery, load balancing and failover to distributed inference clusters.
Agent development is also becoming more practical. Updates to APowerB and AXMP expand the options for orchestrating production, multi-model systems, while a Java workflow combining local Gemma models, LiteRT-LM and the Antigravity SDK points toward more private, on-device agents. Yet governance is struggling to keep pace with agent sprawl. Research into real-time guardrails—including Jev’s latency and cost trade-offs—shows that safety must operate at production speed.
Security provided the day’s sharpest warning: malicious MemTensor packages on npm and PyPI carried “sckit,” a Go framework designed for supply-chain propagation. The incident reinforces the need to scrutinize dependencies across language ecosystems.
Elsewhere, NVIDIA pushed GPU-accelerated robotics simulation through Warp and MJWarp, while Nemotron 3 Diarization targeted real-time overlapping speech. Paraspeakrs offered another speaker-aware transcription route for long meetings. Specialized tools advanced too, spanning medical-data anonymization, biological nearest-neighbor search, geospatial analysis and auditable OMERO workflows.
For developers, JavaScript’s 2026 evolution, direct-to-storage React uploads and GitHub research on efficient software rounded out a day centered on scale—with efficiency, observability and trust emerging as the real competitive advantages.
Featured Articles
paraspeakrs 0.4.0
paraspeakrs Speaker-aware transcription for long meeting recordings: Parakeet for ASR, speakrs for diarization. uv tool install paraspeakrs # the tool, plus the diarizer binary on macOS arm64 brew ins...
- Keywords: recordings paraspeakrs, transcription speaker, paraspeakrs fp16, paraspeakrs supported, transcribes paraspeakrs, paraspeakrs tool, paraspeakrs mcp, install paraspeakrs, binary paraspeakrs, paraspeakrs speakrs
- Source: pypi.org
What to Know About JavaScript in 2026
We’ve done posts like this for CSS, but JavaScript deserves the same dangnabit! Especially as JavaScript does a better job of versioning itself anyway. We’ll cover new stuff in the language itself, bu...
- Keywords: useful ecmascript, modern javascript, javascript runtimes, javascript tooling, javascript explicit, latest ecmascript, iterators lazy, versions js, javascript benefits, javascript pretty
- Source: blog.master.dev
apowerb 0.2.33
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
How to serve trillions of tokens for trillion-parameter coding agents
How to serve trillions of tokens for trillion-parameter coding agents Software is eating the world, and agents are eating software engineering. It is imperative that software engineers develop an unde...
- Keywords: coding agents, inferencex benchmarks, computation memory, inference workloads, agent software, agents software, inference servers, model throughput, execution processors, coding agent
- Source: modal.com
axmp-ai-agent-core 1.4.0rc3
This release is a pre-release and may not be stable for production use. AXMP AI Agent Core A Python-based AI agent framework built on LangGraph and LangChain for creating intelligent, multi-LLM agent...
- Keywords: servers features, nodes chatbot, mongodb_database axmp_ai_agent, packages axmp_ai_agent_core, workflow agents, axmp ai, axmp_ai_agent postgresql, message agent, agent framework, conversation management
- Source: pypi.org
How I massively improved my AI inference performance without buying new hardware
Let me paint you a picture. You have 16 NVIDIA H200 GPUs spread across 2 nodes. That is, conservatively, several 100,000 dollars of silicon sitting in a data center, connected by RDMA/InfiniBand, runn...
- Keywords: gpus slow, latency gpus, fewer gpus, h200 gpus, gpu h200, gpus traffic, gpus roughly, gpus model, allocating gpus, experts gpus
- Source: developers.redhat.com
sckit: A New Go Implant Framework for Supply Chain Worms
sckit: A New Go Implant Framework for Supply Chain Worms On this page sckit , also known as the “supplychain.local worm”, is a Go implant framework that we found in two MemTensor packages on September...
- Keywords: sckit memtensor, sckit execution, binary sckit, sckit binary, sckit binaries, sckit runtime, use sckit, identifiers sckit, lib sckit, sckit credential
- Source: safedep.io
How to Use NVIDIA Warp and MjWarp to Accelerate Robotics Simulation and Learning Workflows
How to Use NVIDIA Warp and MjWarp to Accelerate Robotics Simulation and Learning Workflows MuJoCo Warp (MJWarp), built on NVIDIA Warp, takes compatible MuJoCo models into that GPU-scale regime. In thi...
- Keywords: mjwarp gpu, models gpu, warp mjwarp, gpu simulation, mjwarp accelerate, gpus mjw, gpu mujoco, parallel mjwarp, warp mjlab, mjwarp implements
- Source: huggingface.co
Running Agents Powered by Local Gemma Models with LiteRT-LM and the Antigravity Java SDK
Running Agents Powered by Local Gemma Models with LiteRT-LM and the Antigravity Java SDK A few months ago, I introduced the unofficial Antigravity SDK for Java. My goal was simple: enable enterprise J...
- Keywords: agents java, antigravity sdk, java sdk, sdk underlying, sdk java, cloud apis, java backed, sdk ability, apis, run models
- Source: glaforge.dev
omero-analysis 0.14.0
OMERO.Analysis For paired DataQueryWorker upgrades, verified CSV saving, authorization, audit, mTLS, test commands and rollback, see the production foundations guide. Administrators enabling BIOMERO.i...
- Keywords: omero_analysis api, snapshots omero_analysis, dist omero_analysis, omero_analysis, download omero_analysis, files omero_analysis, omero analysis, post omero_analysis, upload omero_analysis, resolved omero_analysis
- Source: pypi.org
lx-anonymizer 1.0.2
LX Anonymizer LX Anonymizer is a comprehensive toolkit for de-identifying endoscopy frames and medical reports. It combines advanced OCR pipelines, spaCy-based NER, heuristic sanitizers, and report-sp...
- Keywords: lx_anonymizer frame_cleaner, reportreader lx_anonymizer, framecleaner lx_anonymizer, lx anonymizer, anonymizer lx, lx_anonymizer text_detection, lx_anonymizer, lx_anonymizer resources, imageanonymizer lx_anonymizer, anonymizer image
- Source: pypi.org
smart-spatial-system 0.5.3
Smart Spatial System Ask a geospatial question in plain language and get map layers, tables, reports and files back. s3geo.com — project site, plugin catalog and case-study index. Smart Spatial System...
- Keywords: ranking accessibility_analysis, query_execution accessibility_query_spec, smart_spatial_system, s3geo_accessibility_demo py, examples s3geo_accessibility_demo, smart_spatial_system py3, smart_spatial_system application, geochat_sdk capability, build_accessibility_query_spec rank, build_accessibility_query_spec
- Source: pypi.org
literegistry 1.0.55
Lightweight service registry and discovery system for distributed model inference clusters. Built for deployments on HPC environments with load balancing and automatic failover. Installation pip insta...
- Keywords: podmanclient pip, literegistry_podman_beaker andliteregistry_base_deployment, literegistry podman_beaker, literegistry_podman_client literegistry_podman_beaker, literegistry podman_client, literegistry_podman_beaker, async podmanclient, literegistry_tool_client literegistry_podman_client, async podman, literegistry_podman_client
- Source: pypi.org
Real-time LLM guardrails with Jev: comparing latency and cost
In December 2023, Chris Bakke talked a Chevrolet dealership’s website assistant into agreeing in chat to sell him a 2024 Tahoe for $1.00, and got it to agree the deal was “a legally binding offer – no...
- Keywords: code enforces, enforce rules, enforces, enforce, problem enforce, checks options, enforces minimum, price checks, based checks, price checking
- Source: arize.com
Cloudflare Freed 100 TB of RAM From Its Hash Rings. Your Proxy May Have the Opposite Problem
Cloudflare Freed 100 TB of RAM From Its Hash Rings. Your Proxy May Have the Opposite Problem Last week Cloudflare explained how it got back 100 TB of RAM by changing how it does consistent hashing. It...
- Keywords: nginx busiest, holds cloudflare, cloudflare explained, fast cloudflare, cloudflare problem, haproxy count, cloudflare simulated, summary cloudflare, noticing haproxy, cloudflare freed
- Source: devops-daily.com
Validate GPU Cluster Readiness Before AI Workloads Land
A GPU cluster can pass every health check and still fail to run an AI workload. Even when every GPU, network link, and pod reports healthy, a 512-GPU training job can underperform or fail. The cause m...
- Keywords: cluster readiness, nvidia cluster, gpu clusters, cluster nvidia, gpu cluster, readiness engine, readiness run, cluster nvcrectl, proving readiness, nvidia collective
- Source: developer.nvidia.com
Untitled
It is a standard maxim in cybersecurity that you cannot secure what you cannot see. Agent sprawl has made the same principle true for AI governance, with a sharper edge: you cannot govern a population...
- Keywords: secure agent, agent security, ai security, cybersecurity secure, agents governance, maxim cybersecurity, agent trustworthiness, vpcs agents, trust agents, ai agents
- Source: vijil.ai
Manage Kubernetes Node Fleets with NodeWright
Kubernetes manages what runs on your nodes. Managing the nodes themselves is the challenge: kernel settings, system packages, storage layouts, security agents, and the host-level tuning that GPU workl...
- Keywords: cluster kubernetes, kubernetes clusters, kubernetes manages, aware kubernetes, kubernetes cluster, accelerated kubernetes, updates kubernetes, kubernetes engine, kubernetes node, elastic kubernetes
- Source: developer.nvidia.com
A guide to speeding up your video processing with AlphaEvolve
A guide to speeding up your video processing with AlphaEvolve Anant Nawalgaria Group AI Product Manager & Engineer, Google Sascha Heyer Principal AI Lead, DoIt In real-time streaming, every millisecon...
- Keywords: performance bottlenecks, hardware benchmark, video pipelines, processing alphaevolve, architecture alphaevolve, gaming benchmark, started benchmark, autonomously optimize, fast autonomous, alphaevolve developers
- Source: cloud.google.com
Developers want more efficient software. Here’s what over 1000 GitHub users told us they need.
Developers want more efficient software. Here’s what over 1000 GitHub users told us they need. New research from GitHub and Yale Program on Climate Change Communication finds strong demand for tools,...
- Keywords: developers climate, sustainable software, software environmental, developers reduce, performance github, sustainability developers, unnecessary github, software efficiency, developers care, developers practical
- Source: github.blog
File uploads in a React app: What to use and pricing breakdown (2026)
File uploads in a React app: What to use and pricing breakdown (2026) For file uploads in a React app, the best setup is a service where the browser uploads files straight to storage. Your server sign...
- Keywords: react upload, upload costs, uploads cost, uploads react, storage upload, storage uploads, storage uploadthing, api upload, upload services, upload service
- Source: upstash.com
Know Who Spoke When: Build Real-Time, Multi-Speaker AI with NVIDIA Nemotron 3 Diarization
Know Who Spoke When: Build Real-Time, Multi-Speaker AI with NVIDIA Nemotron 3 Diarization Turn overlapping conversations into speaker-aware data with one open-weight, 100M-parameter model - ranked #1...
- Keywords: conversations diarization, automatic speech, speaker diarization, conversations speaker, detect speech, speech data, diarization speaker, speech speaker, speech activity, speakers speech
- Source: huggingface.co
MemTensor npm and PyPI Packages Hit by a Go Worm
MemTensor npm and PyPI Packages Hit by a Go Worm On this page On September 23, 2026, an attacker published malicious versions of two MemTensor packages. The affected packages are the OpenClaw plugin @...
- Keywords: memtensor github, malicious commits, memtensor packages, npm_token memtensor, malicious package, memtensor npm, github attacker, malicious npm, memtensor package, attacker commits
- Source: safedep.io
ann-search 0.3.0
ann-search Python bindings for ann-search-rs : approximate nearest-neighbour search built for single-cell and computational biology workloads. The Rust crate does the work. This is a thin scikit-learn...
- Keywords: kneighbors_graph scipy, scipy kneighbors_graph, import ann_search, search numpy, matching scikit, index kneighbors_graph, ann_search import, kneighbors_graph use, index kneighbors, index scikit
- Source: pypi.org
Debugging Logprob Mismatches in LLM Reinforcement Learning
Debugging Logprob Mismatches in LLM Reinforcement Learning# In online reinforcement learning (RL), a language model generates responses, receives rewards, and updates its weights to improve future res...
- Keywords: logprob difference, rollout logprobs, logprob mismatches, debugging logprob, outcomes logprob, logprobs differ, replay comparisons, probability logprob, differences replay, trainer replay
- Source: rocm.blogs.amd.com
mlx-audio-io 1.3.17
mlx-audio-io mlx-audio-io is the audio data layer for MLX: fast file decode/encode directly to and from mlx.core.array , with one API across macOS and Linux. Why This Project Exists MLX has strong ten...
- Keywords: python mlx_audio_io, mlx_audio_io, mlx_audio_io import, import mlx_audio_io, package mlx_audio_io, files mlx_audio_io, mlx_audio_io_build_mlx, mlx audio, mlx_audio_io_build_mlx version, audio mlx
- Source: pypi.org
nahiarhdlog 0.8.1
nahiarhdlog Embedded observability for FastAPI — searchable logs, error tracking, alerts, metrics, tracing, and a token-locked dashboard. Zero infrastructure: everything lives in one SQLite file. Why...
- Keywords: logs nahiarhdlog, nahiarhdlog infrastructure, nahiarhdlog handler, nahiarhdlog embedded, logging sqlite, database nahiarhdlog, shared nahiarhdlog_events, nahiarhdlog db, nahiarhdlog python, fastapi nahiarhdlog
- Source: pypi.org
Parsing JSON Objects without intermediate ASTs
Parsing JSON Objects without intermediate ASTs The solution is undefined Let’s talk about JSON. JSON is everywhere. Rare are the programming languages that do not have a library for serialising data...
- Keywords: json parser, specialised parsers, generic json, json library, json ast, json parsing, naive json, ast json, type json, parsing json
- Source: arthi-chaud.github.io
AKS Flex Nodes Are in Preview: Attaching Your Own Compute to a Managed Cluster
Microsoft has added flex nodes to Azure Kubernetes Service (AKS), and it’s one of the more interesting preview features I’ve seen land in a while. I picked it up through the AKS docs, had to read it t...
- Keywords: kubernetes azure, azure kubernetes, kubernetes nodes, node kubernetes, aks nodepool, target kubernetes, kubernetes service, aks cluster, kubernetes facing, kubernetes node
- Source: pixelrobots.co.uk
Best Embedding Models in 2026
Best Embedding Models in 2026 OpenRouter · An embedding model decides what your retrieval system can find. It turns each input into a vector and places related inputs near one another, so your applica...
- Keywords: choosing embedding, multilingual retrieval, embedding models, best embedding, embedding corpus, fastest embedding, embedding model, embedding benchmark, text embedding, standard embeddings
- Source: openrouter.ai
Everyone Has Access to a Personal Jarvis: Kartik Paramasivam on Agentic Engineering, GPU Procurement, and What Actually Breaks at Scale
Everyone Has Access to a Personal Jarvis: Kartik Paramasivam on Agentic Engineering, GPU Procurement, and What Actually Breaks at Scale Q1. Kartik, you have built massive data infrastructures at both...
- Keywords: tier engineers, core competencies, engineering core, ensuring engineers, tier engineer, engineering agentic, competencies tier, agentic engineering, key competencies, software engineering
- Source: odbms.org
harness-maker 0.60.2
harness-maker English · 한국어 A different harness for every project — built from yours, never generic. Version: 0.60.2 Current release contract (validated from source): Current pipeline: research →spec...
- Keywords: command harness, commands harness, harness engineering, harness source, code harness, harness_maker init, harness project, project harness, translated harness, harness_maker
- Source: pypi.org
Build OpenJDK container images locally using the standalone S2I tool
Red Hat provides Red Hat build of OpenJDK to run Java applications in Red Hat OpenShift 4. While OpenShift manages container builds on-cluster, developers can also use the standalone Source-to-Image (...
- Keywords: openshift builds, openshift container, build openshift, openjdk container, built openjdk, openshift manages, build openjdk, openshift s2i, openshift options, openshift cluster
- Source: developers.redhat.com
decider-ai 1.1.3
decider: one-pass typed decisions with calibrated probabilities A language model that does not generate text. It reads a state and a set of typed questions and returns, from one forward pass, a probab...
- Keywords: decider games, typed decisions, decider pass, typed decision, decider infer, decisions calibrated, variant decider, decider model, decider engine, choice score
- Source: pypi.org
Offloaded inference for real-world physical AI robotics
At a glance
Challenges a core assumption in robotics AI: Our research shows that running physical AI inference exclusively on onboard GPUs can limit robot performance, battery life, and scalability,...
Keywords: robot gpus, physical ai, robot compute, hardware ai, robotics workloads, ai physical, ai toolchain, ai workloads, ai provision, cloud task
Source: microsoft.com
pulumi 3.264.0
Pulumi Python SDK The Pulumi Python SDK (pulumi) is the core package used when writing Pulumi programs in Python. It contains everything that you’ll need in order to interact with Pulumi resource prov...
- Keywords: pulumi python, python pulumi, pip python, pip package, developers pip, install pip, installing pip, python3 pip, pip required, pulumi programs
- Source: pypi.org
Show HN: Jevper – the Jev interface on top of any OpenAI-compatible model
The Jev interface — state in, typed questions (noul , choice , score ) out, answers carrying probabilities and confidence — on top of any OpenAI-compatible model. Same call as typesafe-sdk , different...
- Keywords: jev api, jev interface, jevper hosted, openai jevper, server jevper, jevper python, openai compatible, openai runtime, openai compatibility, openai model
- Source: github.com
AI SDK (Vercel) shipped an update
AI SDK (Vercel) Vercel's provider-agnostic TypeScript toolkit for AI applications and agents in Next.js, React, Svelte, Vue and Node. Sources and review Checked against public documentation on . Suita...
- Keywords: vercel ai, sdk vercel, ai sdk, primarily typescript, toolkit ai, apps ai, install ai, typescript toolkit, sdk creators, ai gateway
- Source: agentsearchengine.app
ai-jury 1.19.1
ai-jury Convene a cross-vendor multi-agent review jury: native coding-agent CLIs from different vendors review the same diff, PR, or issue, cross-examine each other, verify, and reach one verdict — a...
- Keywords: cli agents, cli agent, agent review, reviewer agent, agent cli, review agent, agents benchmark, usable agents, tooling agent, convenes agents
- Source: pypi.org
RAG vs. Fine-Tuning for Domain Adaptation: When to Use Which
In this article, you will learn the mechanical difference between retrieval-augmented generation and fine-tuning, when each technique is the right tool, and how to decide which one, or both, your prod...
- Keywords: tool knowledge, tuning domain, decide retrieval, fine tuning, tuning behavior, tuning mechanical, tool decide, tool distinction, tuning consistent, adaptation projects
- Source: machinelearningmastery.com
Rendering huge pull requests in the GitHub Copilot app
Rendering huge pull requests in the GitHub Copilot app How we rebuilt the diff surface in the GitHub Copilot app to open a million-line pull request with hundreds of inline review comments. Broad refa...
- Keywords: reviewing pull, inline review, diffs fast, review comments, large review, github copilot, reviewing, leaves reviewing, pull requests, releasing diff
- Source: github.blog
What's the best object storage for a SaaS? (September 2026 Comparison)
What's the best object storage for a SaaS? (September 2026 Comparison) If you deploy your SaaS to a serverless platform (e.g. Vercel), Upstash Blob is a good default for storing images, videos, and an...
- Keywords: storage saas, storage expensive, storage rate, storage cloudflare, s3 costs, aws s3, storage use, s3 cloudfront, storage cost, gb storage
- Source: upstash.com
🧠 Anthropic Releases Opus 5.5
Good Morning! Here's what I have for you in today's newsletter: Anthropic releases Claude Opus 5.5, Fable-level work at 40% lower cost OpenAI launches GPT-6 Sol and Luna with API prices cut in half Ki...
- Keywords: opus prices, opus pro, ai released, ai opus, openai benchmark, faster opus, opus fable, cheaper codex, opus working, ai agent
- Source: simplifyingai.co
ccgram 4.11.4
CCGram — Control AI Coding Agents from Telegram Control AI coding agents from your phone. Walk away mid-session. Keep monitoring and responding from Telegram—without losing terminal access. Why CCGram...
- Keywords: ccgram telegram, agents telegram, terminal telegram, sessions ccgram, terminal ccgram, telegram bot, telegram control, bot chat, monitoring telegram, telegram bots
- Source: pypi.org
How SWE-Serve Exposes the Gap Between Local Tests and Live Serving
An AI coding agent’s patch can pass tests yet fail when the server loads a real model and handles requests. Evaluating changes to inference-serving software therefore requires checking the full servin...
- Keywords: tests sglang, tests swe, patch benchmark, agent sglang, sglang maintainers, swe agent, adapted sglang, agent patch, sglang pull, sglang upstream
- Source: developer.nvidia.com
tai42-e2e 14.0.1
tai42-e2e The cross-repo, real-stack, end-to-end functional test suite for the tai / AgenticOS ecosystem. It boots the REAL deployment topology — a multi-worker uvicorn skeleton server, a separate bac...
- Keywords: tai_e2e_checkpoint_redis_url, backendless tai_e2e_backend, pointed tai_e2e_checkpoint_redis_url, tai_e2e_checkpoint_redis_url env, tai_e2e_backend, installs tai42, tai42 agents, tai_e2e_backend rq, tai42_e2e_fixtures, agents tai42
- Source: pypi.org
ASUS ExpertCenter Pro ET900N G3 Review: The GB300 DGX Station Gets Handles, Titanium Power, and Cooled Optics
The ASUS ExpertCenter Pro ET900N G3 is the second GB300 DGX Station we’ve tested and the first we’ve had hands-on in the lab; our MSI XpertStation WS300 testing ran remotely. It uses the same NVIDIA s...
- Keywords: b300 gpu, gb300 dgx, significantly gb300, asus expertcenter, asus et900n, ws300 review, gb300 superchip, msi ws300, tested asus, ws300 nvidia
- Source: storagereview.com
fastapi-restly 0.10.0
Build maintainable REST APIs on FastAPI, SQLAlchemy 2.0, and Pydantic v2 — with real class-based views. With FastAPI-Restly imported as fr , a CRUD resource is four lines once app and User exist: @fr....
- Keywords: import fastapi_restly, fastapi sqlalchemy, fastapi_restly, fastapi restly, fastapi_restly 10, apis fastapi, testing fastapi_restly, restview crud, use restly, fastapi_restly pytest_fixtures
- Source: pypi.org
I tested Microsoft’s secret tool that debloats Windows 11 and makes you a power user
If you’re a developer and you just got your new PC, setting up Windows is a nightmare that takes almost an hour, and even if you skip the updates in OOBE, you will still be bombarded with a number of...
- Keywords: windows development, windows dev, windows developer, developer workstation, windows setup, microsoft build, microsoft developer, developer setup, doing windows, config microsoft
- Source: windowslatest.com
LensVLM: Compressing long context as images, expanding only relevant pages
Instructions to use apple/LensVLM-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
Libraries
Transformers How to use apple/LensVLM-9B with Tran...
Keywords: lensvlm pip, transformers import, apple lensvlm, lensvlm code, pipeline image, import pipeline, lensvlm, lensvlm 9b, ml lensvlm, title lensvlm
Source: huggingface.co
operonx 1.6.4
Operonx Operonx is a workflow engine where ops can yield — so the same async DAG handles batch jobs (Airflow-style) and event-driven streaming pipelines (pipecat-style callbot / voice / STT → LLM → TT...
- Keywords: pipeline operonx, operonx workflow, operonx yield, operonx core, engine operon, operonx tier, streaming pipelines, ops flow, branching operonx, operonx providers
- Source: pypi.org
all-in-one-mlx 1.0.13
all-in-one-mlx GPU-accelerated music structure analysis on Apple Silicon (MLX). all-in-one-mlx is an Apple Silicon–optimized port of the original All‑In‑One Music Structure Analyzer (upstream: mir-aid...
- Keywords: mlx gpu, mlx_fast enabled, mlx_fast default, mlx song, backend mlx_fast, mlx integrated, mlx_fast used, mlx apple, mlx alongside, mlx_fast
- Source: pypi.org
apcore-toolkit 0.12.0
apcore-toolkit-python Python implementation of the apcore-toolkit. Extracts ~1,400 lines of duplicated framework-agnostic logic from django-apcore and flask-apcore into a standalone Python package. In...
- Keywords: extraction apcore_toolkit, django apcore, apcore_toolkit, writing apcore_toolkit, flask apcore, apcore flask, apcore_toolkit output, input apcore_toolkit, apcore_toolkit import, apcore toolkit
- Source: pypi.org
Cheaper LLM labelling
Cheaper LLM labelling I have a small project where I needed to label commits as either “maintenance” or “new development”. The obvious way to do it is with a cheap but relatively capable llm, like gpt...
- Keywords: llm labelling, pipe perl, perl improving, llm classification, llm cli, label commits, plain perl, perl, labeling msg, label commit
- Source: entropicthoughts.com
From Research Project to Open Source Ecosystem: Bring Your Academic PyTorch Project to PyTorchCon NA
Some of the most interesting work being built with PyTorch starts in universities, research labs, student groups, and academic institutions. A new model architecture. A library created to support a pa...
- Keywords: academic pytorch, academic projects, pytorch community, projects academic, projects academia, project academia, pytorch projects, academic communities, community projects, pytorch foundation
- Source: pytorch.org
sidekick-agent 0.6.0
Sidekick A local-first terminal companion you can talk to — chat, voice, and 17 tools, on your hardware. No cloud account required. No API bill by default. Your files, memory, and voice never leave yo...
- Keywords: sidekick_model sidekick_base_url, sidekick_provider, sidekick_model, sidekick_base_url, config sidekick, install sidekick, sidekick config, files sidekick, sidekick quickstart, sidekick
- Source: pypi.org
Understanding Retrieval-Augmented Generation (RAG) in AI: A Deep Dive
In recent years, the world of artificial intelligence (AI) has seen revolutionary advancements, particularly in natural language processing (NLP). One of the game-changing innovations in this realm is...
- Keywords: retrieval generation, retrieval generative, integrating retrieval, retrieval models, traditional retrieval, retrieval systems, retrieval, retrieval retrieved, performing retrieval, retrieval approach
- Source: collabnix.com
What Is an AI Software Factory? Lessons from 3 Client Deployments
I’m writing this in bed after a long day of trying to explain something that seems obvious, but every time I articulate it, it feels vague. I think the current blog article the best one on explaining...
- Keywords: software factory, software factories, ai factory, factory ai, factory computing, factories ai, software agents, organizational software, agents architectural, explaining software
- Source: camplight.net
Using Coder Agents to Author Templates in Coder
Templates are a core component of Coder Workspaces, Coder’s remote environment definition. But writing a template is still one of the steepest parts of getting started in your Coder journey. A working...
- Keywords: coder templates, coder template, template coder, environment terraform, terraform tf, templates curated, authoring templates, templates, written terraform, existing templates
- Source: coder.com
Data-Only Attacks Are Easier Than You Think
Data-only attacks, those that do not affect a program’s control flow, have long been considered too sophisticated and niche to pose a practical threat. With our research, however, we have built a tool...
- Keywords: data exploits, exploiting memory, tainting data, exploit memory, generating exploits, generate exploits, exploits, exploits simplest, exploit generation, exploits security
- Source: usenix.org
django-ag-ui 0.64.0
django-ag-ui Wire a Pydantic-AI agent into any Django project and speak the AG-UI protocol to a browser — a streaming agent endpoint, a typed tool registry, and the plumbing in between. No admin speci...
- Keywords: agent django_ag_ui, django_ag_ui, py django_ag_ui, django_ag_ui settings, django_ag_ui model, django_ag_ui import, django ag, path django_ag_ui, files django_ag_ui, django_ag_ui 64
- Source: pypi.org
agentic-workspace 1.3.2
Agentic Workspace Persistent operating context and dynamic control for coding agents. Agentic Workspace (AW) helps coding agents enter a repository with the right guidance, continue unfinished work ac...
- Keywords: agentic workspace, agents context, agentic_workspace, repository agents, agent runtime, agent use, agent editor, agent aw, files agentic_workspace, agent working
- Source: pypi.org
cmpnd 0.27.5
cmpnd DSPy observability and deployment SDK for cmpnd. Automatically trace your DSPy programs with one line of code, and deploy them with one more. Installation uv add cmpnd # or: pip install cmpnd Qu...
- Keywords: dspy instrumentation, dspy cmpnd, cmpnd dspy, module dspy, trace dspy, dspy module, dspy trace, deploy dspy, program dspy, dspy programs
- Source: pypi.org
pylage 1.0.6
PyLage PyLage is a server-driven differential UI framework for Python. Current release: 1.0.6 Build interactive web applications using pure Python components, reactive state, routing, styling, themes,...
- Keywords: pylage python3, pylage server, pylage automatically, app pylage, pylage py3, application pylage, pylage development, pylage creates, pylage, pylage detailed
- Source: pypi.org
stac-fastapi.eodag 0.5.0
stac-fastapi-eodag EODAG backend for stac-fastapi, the FastAPI implementation of the STAC API spec stac-fastapi-eodag combines the capabilities of EODAG and STAC FastAPI to provide a powerful, unified...
- Keywords: uvicorn stac_fastapi, python stac_fastapi, stac_fastapi, stac_fastapi eodag, fastapi stac, stac fastapi, stac api, fastapi docker, api uvicorn, fastapi documentation
- Source: pypi.org
zyra-network 2.1.2
MY-AI A locally built, trained, and executed Artificial Intelligence desktop application for Windows. Tujuan Project Proyek ini dibuat untuk membangun neural network Transformer dan seluruh sistem pen...
- Keywords: ai assistant, configuration pytorch, run py, windows tujuan, intelligence desktop, python 10, ai locally, python venv, project ini, pyside6 desktop
- Source: pypi.org
Faster Native GPU Testing for Vitest and Jest without a Browser
Faster Native GPU Testing for Vitest and Jest without a Browser I built Vitest and Jest environments that give your tests real, GPU-backed WebGL and WebGPU contexts directly in Node.js. They use the s...
- Keywords: vitest gpu, jest gpu, gpu vitest, rendering tests, mocked webgl, built vitest, gpu jest, node vitest, vitest jest, faster vitest
- Source: ben3d.ca
How we made claude.ai 3x faster in two weeks
Once Claude can measure something, it can make it faster. So we kept finding more things to measure. This August, we made the core user experience of claude.ai and the Claude desktop app about 3x fast...
- Keywords: bottlenecks, bottlenecks built, benchmark journey, new benchmarks, proposing performance, benchmark flaky, new benchmark, user latency, related performance, performance
- Source: claude.dev
neoload 1.4.1
NeoLoad CLI Overview This command-line interface lets you launch and monitor performance tests on the NeoLoad Web platform. Because NeoLoad supports many deployment models (SaaS, self-hosted, cloud or...
- Keywords: tests neoload_projects, test neoload, tests neoload, neoload commands, command neoload, commands neoload, neoload test, neoload cli, running neoload, neoload api
- Source: pypi.org
tai42-channel-whatsapp 5.0.1
tai42-channel-whatsapp A Meta WhatsApp API channel plugin for the TAI ecosystem. It delivers an ask question to a human on WhatsApp through the Cloud (Graph) API and bridges the human's reply back int...
- Keywords: tai42_channel_whatsapp app, tai42_channel_whatsapp, channel_modules tai42_channel_whatsapp, import tai42_channel_whatsapp, tai42_channel_whatsapp registers, tai42_contract channels, channels whatsapp, tai42_app channels, channel_whatsapp_ environment, channel whatsapp
- Source: pypi.org
What changes when AI agents use your software
Daytona cofounder Ivan Burazin sees a growing role for engineers who build tools for agents. His frustrations with the agents he uses show where that work begins. Ivan Burazin’s frustration with AI ag...
- Keywords: software agents, build agents, agents software, ai agent, tools agents, ai agents, agents work, agents ai, agents arize, agent needs
- Source: arize.com
Jev in practice: typed decisions, scoped authority
Jev in practice: typed decisions, scoped authority Building safe agent delegation with Jev, LangGraph, and Tenuo TL;DR: safe-upgrade is a dependency upgrade agent built on Jev, LangGraph, and Tenuo. J...
- Keywords: dependency upgrades, repository maintainers, delegation jev, dependency upgrade, repository checks, repository decide, built jev, upgrade agent, decisions jev, jev decision
- Source: tenuo.ai
Map Reduce explained with example | System Design
-5517fd7b58a6---4 crawled_date: 2026-09-23T14:44:48.127260+00:00 feed_url: https://levelup.gitconnected.com/feed published: Wed, 23 Sep 2026 14:40:41 GMT
Map Reduce explained with example | Syste...
- Keywords: understand mapreduce, understanding mapreduce, mapreduce important, mapreduce, use mapreduce, mapreduce breakthrough, mapreduce mapreduce, mapreduce think, example mapreduce, mapreduce revolutionary
- Source: levelup.gitconnected.com
swirengine 2.1.0
📊 Project status Scope: SwirEngine 2.1 - SwirEditor & Creator Workflow Progress: [##############################] 100.0% Counter: 10 / 10 milestones Status: COMPLETE Active verified development scope:...
- Keywords: swirengine release, swirengine swireditor, releases swirengine, swireditor creator, swirengine_2_0_runtime_lifecycle_audit md, swirengine_2_0_readiness_audit md, docs swirengine_2_0_readiness_audit, release swirengine, swirengine_2_0_readiness_audit, swirengine detailed
- Source: pypi.org
apple-music-playlists 1.4.0
Apple Music MCP Curator English | 简体中文 | 繁體中文 | 日本語 | 한국어 | Español | Português do Brasil | Deutsch | Français Deep playlist curation for Apple Music: describe a feeling, scene, era, tension, or narra...
- Keywords: music mcp, applemusic command, mcpservers applemusic, music catalog, apple music, music apple, mcp tools, music api, files apple_music_playlists, api music
- Source: pypi.org
atmem 2.3.7b1
This release is a pre-release and may not be stable for production use. AtMem AtMem is a host-neutral Agent Black Box and reversible memory control plane. Release status: AtMem 2.3.6 remains the stabl...
- Keywords: atmem memory, atmem atbot, memory atmem, using atmem, atmem runtime, use atmem, atmem uses, run atmem, memory_agent, install atmem
- Source: pypi.org
Adaptive Lossless Floating-Point Encoding in Apache Parquet
Apache Parquet has added the Adaptive Lossless floating-Point (ALP) Encoding – a new lightweight floating-point encoding with compression ratios similar to zstd , much faster decompression, random-acc...
- Keywords: encoding floating, encodings alp, parquet decimal, encoding specification, alp encoding, store decimal, value encoding, integers encoding, float64 decimal, lightweight encodings
- Source: parquet.apache.org
API priority and fairness: 600 seats, a 22-object list took 10
Every five minutes our tenant-operator logs filled up with "the server has received too many requests and has asked us to try again later". Argo CD refreshes that normally took two seconds stretched t...
- Keywords: queued drift, kubectl tenantbindings, kube apiserver, kubernetes io, 128 queues, queue time, kubernetes, max requests, 36 apiserver, api_priority_and_fairness dump_requests
- Source: podostack.com
biocheck-cli 0.2.0
🧬 BioCheck The ruff of Bioinformatics — Blazingly Fast Linter & Auto-Fixer for Genomics Files Catch syntax errors, delimiter corruption, and chromosome mismatches in 0.1s before wasting an 8-hour Slur...
- Keywords: errors biocheck, biocheck fix, fix biocheck, file biocheck, biocheck platform, files biocheck, biocheck cli, biocheck linux, executable biocheck, run biocheck
- Source: pypi.org
codebind 0.6.4
Codebind Codebind turns an ordinary IPython session into a durable model harness with one tool: an IPython cell executed in the active session. IPython owns execution, namespace, history, magics, trac...
- Keywords: codebind notebook, ipython session, jupyterlab codebind, codebind py3, session ipython, ipython frontends, model ipython, codebind configuration, codebind takes, codebind packaged
- Source: pypi.org
Introducing Convex Explained
Introducing Convex Explained Hi i’m Mike a DevX Engineer here at Convex. Mike giving his end-of-video cheerio salute So I have a bit of a problem (and no its not drinking too much tea). A big part of...
- Keywords: convex youtube, explaining convex, explained convex, convex explained, introducing convex, make video, use video, videos things, engineer convex, homepage convex
- Source: stack.convex.dev
Jev in 25 Lines of Python
Jev in 25 lines of Python Everyone and their mom is talking about Jev. Jev this, Jev that. Everyone on Twitter is all over Jev, how it's the next frontier of large language models and the AI paradigm....
- Keywords: numpy llama_cpp, gguf model, llama_cpp import, import llama, python 12, llama from_pretrained, requires python, python, import numpy, numpy import
- Source: nobodywho.ai
labelbox-recursion-sdk 0.0.116
recursion-sdk (Python) The Recursion Python SDK, generated from the same backend OpenAPI snapshot, and the same @SdkRoute opt-in set, as @labelbox/recursion-sdk with openapi-python-client — free, open...
- Keywords: recursion_sdk generated, recursion_sdk api, recursion_sdk, recursion sdk, underneath recursion_sdk, recursion_sdk facade, dist labelbox_recursion_sdk, labelbox_recursion_sdk, src recursion_sdk, facade recursion_sdk
- Source: pypi.org
Redis is not a map you talk to over TCP
Redis is not a map you talk to over TCP I work on a service that decides which courier gets offered your delivery at a gig economy delivery app. When you open the app and ask for something to be broug...
- Keywords: redis map, redis reason, specific redis, redis cluster, redis, redis uses, decide couriers, fast redis, clustered redis, send redis
- Source: blog.verygoodsoftwarenotvirus.dev
splats/Qwen3.6-35B-A3B-Claude-4.7-Opus-Reasoning-Distilled-oQ4e — public verification state: pending
splats/Qwen3.6-35B-A3B-Claude-4.7-Opus-Reasoning-Distilled-oQ4e splats/Qwen3.6-35B-A3B-Claude-4.7-Opus-Reasoning-Distilled-oQ4e is an open-weights language model for general under the apache-2.0 licen...
- Keywords: weights language, oq4e splats, oq4e hugging, opus reasoning, language model, model splats, oq4e library, splats qwen3, huggingface splats, open weights
- Source: huggingbay.xyz
Why didn't anybody tell me about Redis hash slots?
Why didn't anybody tell me about hash slots I work on a service that decides which courier gets offered your delivery at a gig economy delivery app. When you open the app and ask for something to be b...
- Keywords: decide couriers, latency metric, latency, latency targets, service sped, specific latency, hash slots, restaurants couriers, consequential throughput, latency specific
- Source: blog.verygoodsoftwarenotvirus.dev
Daily Reading List – September 22, 2026 (#872)
It was a pretty insane day for frontier models. OpenAI shipped GPT-6 Sol and Luna at very competitive pricing, while Anthropic dropped Claude Opus 5.5 with similar performance to Fable but 40% cheaper...
- Keywords: models openai, ai lots, agentic software, run models, agents run, ai plan, bigquery cloud, jev model, agents, agents higher
- Source: seroter.com
nectec/pathumma-thaillm-8b-think-3.0.0 — public verification state: pending
nectec/pathumma-thaillm-8b-think-3.0.0 nectec/pathumma-thaillm-8b-think-3.0.0 is an open-weights language model for general under the apache-2.0 license (15.3 GB), released Apr 20, 2026. Hosted open-w...
- Keywords: weights language, model nectec, file sha, llm nectec, file weight, nectec pathumma, memory weights, open weights, 80gb nectec, weights model
- Source: huggingbay.xyz
redis/langcache-embed-v3-experimental — public verification state: pending
redis/langcache-embed-v3-experimental redis/langcache-embed-v3-experimental is an embedding model for sentence similarity and retrieval under the apache-2.0 license (516.1 MB), released Oct 15, 2025....
- Keywords: redis langcache, langcache embed, metadata redis, model redis, download redis, similarity redis, langcache sentencepairs, datasets redis, experimental redis, does redis
- Source: huggingbay.xyz
Swap, ZRAM, Zswap and Hibernate on NixOS
Swap, ZRAM, Zswap and Hibernate on NixOS Note: I'm going to NixCon 2026, say hello if you're going as well! Oh no, I'm going to talk about swap, zram, zswap... Whether to use swap is a perennial fight...
- Keywords: hibernate nixos, zswap hibernate, hibernate swap, suspend hibernate, standby hibernate, hibernate standby, hibernate kde, s4 hibernate, hibernate think, nuances hibernate
- Source: blog.matthewbrunelle.com
yellowdog-cli 11.2.0
Command Line Interface for the YellowDog Platform Overview This is a set of Python CLI commands for interacting with the YellowDog Platform, also providing examples of usage of the YellowDog Python SD...
- Keywords: yellowdog documentation, command cloud, yellowdog python, command utility, python cli, utility commands, files yellowdog, commands yd, cli commands, usage yellowdog
- Source: pypi.org
cstr/stt-uz-fastconformer-hybrid-ctc-large-GGUF — public verification state: verified
cstr/stt-uz-fastconformer-hybrid-ctc-large-GGUF cstr/stt-uz-fastconformer-hybrid-ctc-large-GGUF is an open-weights language model for speech recognition under the cc-by-4.0 license (387.5 MB), release...
- Keywords: stt_uz_fastconformer_hybrid_large_pc task, cstr stt, model cstr, stt_uz_fastconformer_hybrid_large_pc popularity, stt_uz_fastconformer_hybrid_large_pc, recognition cstr, does cstr, uz fastconformer, cstr, download cstr
- Source: huggingbay.xyz
Introducing Cycode Workstation Protection: ADLC Security Now Stops Software Supply Chain Attacks
Workstation Protection builds on the AI visibility, governance, and guardrails of the Cycode platform, blocking malicious packages and enforcing cooldown policies on developers’ workstations in real t...
- Keywords: cycode secures, package threat, attacks workstation, protection builds, package security, workstation protection, code agents, workstation security, attack package, cycode workstation
- Source: cycode.com
Wasmer adds a Swift SDK for running sandboxed Python and Node.js on iPhone
Wasmer adds a Swift SDK for running sandboxed Python and Node.js on iPhone The iOS backend uses WebKit inside a hidden WKWebView, requires iOS 27 or later and remains experimental; Wasmer says its dem...
- Keywords: ios developers, ios wasmer, ios webkit, sandboxes ios, interpreter ios, swift apps, swift sdk, native swift, webkit existing, compiler ios
- Source: runtimewire.com
Best Transcription Model for Meeting Bots in 2026: How to Choose
Best Transcription Model for Meeting Bots in 2026: How to Choose There is no single best transcription model for meeting bots. Here is the decision framework: diarization, latency versus accuracy, BYO...
- Keywords: transcription meetings, meeting transcription, meeting audio, model meetings, speaker transcription, talk models, bot meeting, voice model, speech transcription, best transcription
- Source: meetstream.ai
davidkim205/komt-llama2-7b-v1-ggml — public verification state: pending
davidkim205/komt-llama2-7b-v1-ggml davidkim205/komt-llama2-7b-v1-ggml is an open-weights language model for text generation under the apache-2.0 license (59.8 GB), released Sep 27, 2023. Hosted open-w...
- Keywords: ggml davidkim205, komt llama2, davidkim205 released, download davidkim205, ggml 7b, weights language, download ggml, model davidkim205, generation davidkim205, ggml use
- Source: huggingbay.xyz
kodiqa 3.35.0
Kodiqa The AI coding agent that runs anywhere — free locally with Ollama, or supercharged by 8 cloud APIs. One agent, every model, zero limits. 87 slash commands • 33 tools • lazy MCP tools • RAG sear...
- Keywords: kodiqa agents, kodiqa agent, agent kodiqa, kodiqa package, kodiqa commands, tool kodiqa, uses kodiqa, kodiqa module, kodiqa global, install kodiqa
- Source: pypi.org
madeonsol-x402 1.33.0
madeonsol-x402 ⭐ Star on GitHub · 📂 Examples · 📚 API docs Python SDK for the MadeOnSol Solana KOL intelligence API. Real-time Solana trading intelligence: track 2,000+ KOL wallets with <3s latency on...
- Keywords: sdk madeonsol, kol wallets, madeonsolrest client, solana wallet, madeonsol solana, solana trading, api kol, wallet intelligence, madeonsol token, trades_per_wallet real
- Source: pypi.org
pulumi-aws-native 1.81.0a1790157240
This release is a pre-release and may not be stable for production use. Pulumi AWS Cloud Control Provider The Pulumi AWS Cloud Control Provider enables you to build, deploy, and manage any AWS resourc...
- Keywords: pulumi aws, aws cloud, manage aws, aws resources, aws resource, resource aws, aws apis, cloud control, pulumi resource, aws sdk
- Source: pypi.org
Qualcomm Posts Open-Source GPU Driver Patches For Adreno 850 One Day After Announcement
Qualcomm Posts Open-Source GPU Driver Patches For Adreno 850 One Day After Announcement Yesterday Qualcomm announced the Snapdragon 8 Elite Extreme Gen 6 as quite an interesting mobile SoC. The Qualco...
- Keywords: gpu adreno, gpu hawi, mesa support, support mesa, a8x gpu, qualcomm snapdragon, qualcomm announced, 850 gpu, enabled mesa, a850 msm
- Source: phoronix.com
sfnx 2.0.0
sfnx Write the intent of an AWS Step Functions workflow in Python, and sfnx compiles it to the Amazon States Language (ASL) you might write by hand, in JSONata mode. It aims to express what you want t...
- Keywords: workflows aws, sdk dynamodb, aws python, aws api, dynamodb, dynamodb getitem, dynamodb updateitem, dynamodb class, class dynamodb, aws step
- Source: pypi.org
The hidden economics of AI context
As autonomous agents scale across the enterprise, traditional cost controls are no longer enough. IT leaders must look beyond token consumption to understand the true economic impact of AI context. Ov...
- Keywords: scale enterprise, agents scale, autonomous workloads, scaling infrastructure, agent scale, ai economics, agent task, agentic ai, agent efficiency, workload economically
- Source: cio.com
motorcortex-python 1.2.1
motorcortex-python Python bindings for the Motorcortex real-time control engine. Connect to a Motorcortex server, read and write parameters, and stream live telemetry over a single TLS-secured websock...
- Keywords: motorcortex python, motorcortex server, motorcortex session, connect motorcortex, install motorcortex, motorcortex connect, import motorcortex, bindings motorcortex, websocket, motorcortex messagetypes
- Source: pypi.org
pycsp3-solvers-extra 0.7.11
pycsp3-solvers-extra Extension library that adds extra solver backends to pycsp3. Supported Solvers
OR-Tools CP-SAT - Google's constraint programming solver
IBM DOcplex CP Optimizer - IBM's CP sol...
Keywords: pycsp3 solvers, solution pycsp3_solvers_extra, import pycsp3_solvers_extra, pycsp3_solvers_extra, files pycsp3_solvers_extra, pycsp3_solvers_extra 11, pycsp3_solvers_extra import, pycsp3 solve, pycsp3 cli, install pycsp3
Source: pypi.org
Tearing Down the Power Wall with Integrated Voltage Regulators
Tearing Down the Power Wall with Integrated Voltage Regulators What you'll learn:
Why traditional board-level voltage regulators are becoming a bottleneck for power-hungry GPUs.
How integrated vol...
Keywords: regulators slow, voltage regulators, regulators bottleneck, regulators motherboard, power wall, power regulator, power management, efficient power, regulators, cpu gpu
Source: electronicdesign.com
actant 0.19.1
Actant Actant is a durable Python agent runtime built on Temporal. Define agents and tools normally; Actant handles parallel tools, human approval, deferred work, subagents, suspension, and crash-safe...
- Keywords: actant agent, actant runtime, agentruntime actant, actant tools, agent runtime, actant pip, actant actant, agent async, agentdefinition actant, actant
- Source: pypi.org
Flash-dLLM attacks the memory-I/O bottleneck in diffusion language models
Have a look at our recent work: Flash-dLLM: IO-Aware KV Caching and Parallel Decoding for Fast, Memory-Efficient Diffusion LLMs Arxiv: arxiv.org/abs/2609.26796 HF Daily Papers: huggingface.co/papers/2...
- Keywords: fast memory, diffusion llms, llms diffusion, memory efficient, kv caching, io aware, llms arxiv, decoding fast, caching parallel, memory
- Source: x.com
Release Notes for Safari Technology Preview 253
Release Notes for Safari Technology Preview 253 Safari Technology Preview Release 253 is now available for download for macOS Golden Gate and macOS Tahoe. If you already have Safari Technology Preview...
- Keywords: webkit changes, includes webkit, webkit, voiceover announced, element webkit, safari technology, scroll timelines, webkit box, timeline scroll, issue voiceover
- Source: webkit.org
tai42-accounts-postgres 3.0.4
tai42-accounts-postgres The Postgres-backed accounts provider for the TAI ecosystem — an installable plugin that owns human user accounts, password login, sessions, and invites, and ships a Studio use...
- Keywords: tai42_accounts_postgres provider, tai42_accounts_postgres, lifecycle_modules tai42_accounts_postgres, tai42_accounts_postgres users, tai42_accounts_postgres studio, tai_db_binding_tai42_accounts_postgres, src tai42_accounts_postgres, studio_plugins tai42_accounts_postgres, tai_db_binding_tai42_accounts_postgres default, routers_modules tai42_accounts_postgres
- Source: pypi.org
The Zig Journey
The Zig Journey A couple of weeks ago I attended Zigtoberfest, a single-day conference organized in Munich. I was offered the privilege to give some introductory remarks at the beginning of the day, a...
- Keywords: zig project, zig journey, approach zig, zig build, making zig, advanced zig, zig, progress zig, zig software, zig toolchain
- Source: kristoff.it
turkmorfbench 3.3.0
TurkMorfBench Turkish morphology benchmark for language models — 465,241 items, diagnostic reports, wug-test controls, tokenizer analysis. Dil modellerinin Türkçe morfoloji yetkinliğini ölçen kıyas —...
- Keywords: turkmorfbench data, turkmorfbench code, turkmorfbench keywords, turkmorfbench olc, modellerinin türkçe, benchmark turkish, ölçüyor türkçe, turkmorfbench detailed, turkmorfbench turkish, turkmorfbench diagnostic
- Source: pypi.org
wp21-train 0.12.0
WP21 Train Current development version: 0.12.0. Legacy APIs remain available. GitLab source repository · PyPI package · Documentation · Report an issue WP21 Train orchestrates the training and evaluat...
- Keywords: wp21_train evaluation, wp21_train training, wp21 wp21_training_framework, supported wp21_train, trainingrunner wp21_train, wp21_train core, wp21_training_framework, trainingresult wp21_train, wp21_train choose, version wp21_train
- Source: pypi.org
Day 0 support: Gemini 3.8 Flash TTS and Flash-Lite TTS
Day 0 support: Gemini 3.8 Flash TTS and Flash-Lite TTS LiteLLM supports gemini-3.8-flash-tts and gemini-3.8-flash-lite-tts on day 0 through /v1/audio/speech , on Google AI Studio (gemini/ ). Both are...
- Keywords: flash tts, tts flash, gemini tts, tts cheaper, tts preview, tts gemini, podcasts flash, gemini flash, voices flash, lite tts
- Source: docs.litellm.ai
Malicious Firefox Extension Poses as PDF Identity Verifier to Hijack Google Accounts
Malicious Firefox Extension Poses as PDF Identity Verifier to Hijack Google Accounts A malicious Firefox extension fetches its payload after installation to evade detection, steal Google session cooki...
- Keywords: malicious firefox, firefox extension, identified firefox, malicious pdf, firefox add, extrainfospec browser, malicious functionality, fires extension, inspect firefox, firefox
- Source: socket.dev
Meet AvisLoader: A Windows Loader Built to Outlast a Takedown
Varonis Threat Labs recently discovered AvisLoader, a new Windows loader named after the Latin word for bird. We found it on an exposed staging server alongside a ClickFix lure, supporting tools, and...
- Keywords: stealth avisloader, interesting avisloader, avisloader hosted, avisloader, avisloader brings, detect avisloader, avisloader gives, avisloader persistence, avisloader stays, avisloader avisloader
- Source: varonis.com
Grab and OpenAI bring practical AI skills to Southeast Asia
Grab and OpenAI bring practical AI skills to Southeast Asia Our first regional skilling programme will help 30,000 Grab driver-, delivery-, and merchant-partners build practical AI skills for their wo...
- Keywords: openai singapore, singapore openai, businesses ai, asia openai, opportunities ai, asia grab, benefit ai, ai grab, benefits ai, singapore work
- Source: openai.com
JarvisGUI tests whether agents can finish work across Android, Windows and Ubuntu
JarvisGUI introduces a cross-device GUI benchmark that runs Android, Windows and Ubuntu VMs in Docker. It defines a typed I/O system, 118 atomic actions and 150 composite workflows (442 subtasks) with...
- Keywords: gui benchmark, gui agents, device workflows, benchmark runs, benchmark, tsr benchmark, benchmark shows, device gui, device automation, gui
- Source: x.com
Latest BGP hijack targets hosting software vendor
Just days ago, a Border Gateway Protocol (BGP) hijack was used as part of an attack on hosting software vendor Softaculous Ltd, the company behind the Softaculous auto-installer and the Virtualizor VM...
- Keywords: bgp hijacks, hijack ip, hijacked route, security hijack, bgp hijack, attacker hijack, certificate hijack, route hijack, hijack spoof, hijack route
- Source: blog.apnic.net
Making retail smarter: build context-aware experiences with the Arduino® VENTUNO™ Q board
Making retail smarter: build context-aware experiences with the Arduino® VENTUNO™ Q board You step into a fitting room carrying two jackets and a pair of trousers. You like each piece, but you are not...
- Keywords: retail smarter, smart mirror, room mirror, smart mirrors, outfit phone, retail experience, making retail, mirror useful, clothing item, display fashion
- Source: blog.arduino.cc
Measuring Taiwan’s Mobile Slowdown with OONI in Taipei
mashbean 黃豆泥 mashbean.eth Translated from the Chinese original — read in 中文 → Taiwan’s announced throttling drill ended at 15:00. At this Taipei observation point, Taiwan Mobile 4G still measured only...
- Keywords: taipei 4g, throughput taipei, taiwan mobile, 4g measured, download measured, mobile 4g, 4g observation, 4g, 4g drill, measures download
- Source: mashbean.net
Advancing Private AI Compute with secure, server-side memory
Introducing private, server-side memory to Private AI Compute for personal AI.
- Keywords: private ai, memory private, personal ai, ai compute, introducing private, private server, compute personal, private, ai, server memory
- Source: deepmind.google
Email API: Better Testing, Message Retrieval, and Event Visibility
The Telnyx Email API now makes it easier to test email workflows, retrieve messages, and understand what happens throughout the delivery lifecycle. New sandbox outcomes, message filtering, event names...
- Keywords: test email, telnyx email, test telnyx, email api, email deferred, recipient simulate, bounced outcome, sends sandbox_mode, email sending, email injection_timeout
- Source: telnyx.com
Harvey turns legal context into stronger drafts with GPT-6 Astra
Harvey turns legal context into stronger drafts with GPT‑6 Astra GPT‑6 Astra produces more structured, context-aware legal documents, freeing lawyers to focus on strategy. Harvey helps law firms and i...
- Keywords: lawyers analyze, context drafting, documents case, legal documents, lawyers focus, legal workflows, draft information, documents better, lawyer encode, documents gpt
- Source: openai.com
How invideo improves color grading 3x with GPT‑6 Astra
How invideo improves color grading 3x with GPT‑6 Astra With GPT‑6 Astra, invideo plans edits with greater precision, improves color correction and grading threefold, and produces 50 custom effects in...
- Keywords: invideo editors, astra invideo, invideo agent, invideo improves, video editor, effects invideo, invideo plans, gpt astra, editing videos, astra gpt
- Source: openai.com
OpenAI extends cyber access to Ukraine for civilian defense
OpenAI extends cyber access to Ukraine for civilian defense OpenAI today announced it will offer the Government of Ukraine access to its Daybreak program to support the cyber defense of civilian infra...
- Keywords: ukraine cyber, ukrainians openai, openai ukrainian, policy openai, openai, defense openai, openai today, ai openai, national security, national cyber
- Source: openai.com
Re: Suggestions on implementing an efficient instruction set simulator in LuaJIT2 (2011)
Josh Haberman wrote: > Josh Haberman gmail.com> writes: > > Mike Pall mike.de> writes: > > > The main loop of an interpreter is a tough job for compilers (and > > > CPUs). Most interpreters have been...
- Keywords: loop compiler, cpus interpreters, interpreter loops, advanced compilers, compilers tuned, written compilers, beat compilers, compilers, compilers cpus, code compiler
- Source: web.archive.org
Storing Fabric Capacity Operation Events into a Lakehouse
Storing Fabric Capacity Operation Events into a Lakehouse This blog post will explain how to capture the data from real-time events for Fabric Operation Events and store the results in a Lakehouse. My...
- Keywords: eventhouse storing, storing events, events fabric, querying eventhouse, data eventhouse, eventhouse aggregates, query eventhouse, storing fabric, uri eventhouse, eventhouse uri
- Source: fourmoo.com
Upcoming Next.js September Security Release
Next.js is preparing a scheduled security release for September 30, 2026. This advance notice gives teams time to plan upgrades before patches are published. Upcoming September release The September 3...
- Keywords: vulnerabilities js, secure js, security release, security vercel, frameworks vercel, vulnerabilities, vulnerability, published upcoming, upcoming, vulnerability management
- Source: nextjs.org
Agent of the Day – September 23, 2026
Agent of the Day – September 23, 2026 Some agents chase bugs. Some agents chase flaky tests. Today’s Agent of the Day chases something much quieter: the extra words your documentation didn’t need. Mee...
- Keywords: agent day, doing agent, agentic workflow, agents chase, github agents, cleanup agent, agent changes, agents instruction, agent, today agent
- Source: github.github.com
Introducing Comfy Router: One API for Frontier Media Models
Today Comfy Router is live on the Comfy Developer Platform. Integrate frontier image, video, 3D, and audio models once. Then choose the provider for each job, for better availability and better prices...
- Keywords: comfy router, comfyui workflows, router frontier, comfyui workflow, comfy api, comfy workflows, models router, api frontier, comfy workflow, routes comfy
- Source: blog.comfy.org
Build Hub self-serve is live: bring us your slowest build - Bitrise Blog
“When we started using Build Hub, a huge amount of work just disappeared. Suddenly we didn’t have to worry about OS patching, Xcode image management, or hardware lifecycles. Or pray that a job won't h...
- Keywords: build hub, xcode builds, build times, xcode build, build infrastructure, faster builds, mobile developers, builds, builds build, watching builds
- Source: bitrise.io
Introducing MentalHealthBench
Introducing MentalHealthBench An open benchmark developed with more than 80 licensed mental health experts to evaluate AI responses in realistic mental health conversations. People turn to AI for many...
- Keywords: conversations mentalhealthbench, models mentalhealthbench, health conversations, ai responses, evaluations ai, emergencies conversations, introducing mentalhealthbench, guidance mentalhealthbench, ai mental, helpful ai
- Source: openai.com
KDE for People
KDE's mission is to be for everyone; So let's be pro-people instead of pro-AI. We are a community of KDE users and contributors, calling for the KDE Project to adopt a No-AI policy for the KDE Plasma...
- Keywords: policy kde, kde projects, kde users, kde community, kde eco, kde considered, projects kde, kde, community kde, kde software
- Source: kdeforpeople.com
Two years of OpenAI Academy
Two years of OpenAI Academy Building on our work to help people develop practical AI skills, with plans to bring training to more communities. To ensure the benefits of AI are broadly shared, people n...
- Keywords: openai academy, openai mentors, training communities, ai training, academy programming, academy community, academy content, workshops academy, learn academy, teach ai
- Source: openai.com
Airbnb widens access to GPT-6 Astra and OpenAI frontier models
Airbnb widens access to GPT‑6 Astra and OpenAI frontier models Under a new agreement, Airbnb is giving its engineering and product development teams broader access to OpenAI frontier models, including...
- Keywords: openai airbnb, airbnb engineers, builds airbnb, models airbnb, airbnb uses, easier airbnb, airbnb use, airbnb broader, collaboration openai, airbnb
- Source: openai.com
BigO(Bench) asks whether generated code meets an explicit complexity budget
Just posted on arxiv a paper update In fact it’s the last « human-handmade » phd project I did (Like I literally coded myself if else blablabla!) Maybe now an agent does that in 2 hours though I hope...
- Keywords: llms generate, complexity code, does llm, complexity, llm truly, llms, benchmark bigo, llm, complexity check, benchmark
- Source: x.com
How to train your own Jev for $17
We just launched our own Jev-like classifier, together/Tev1-4B-experimental, on top of Qwen3.5 4B on Together’s serverless platform. In this blog post we’ll show you how to fine-tune your own version!...
- Keywords: answer classification, questions quickly, efficiently answer, ready classification, jev quickly, jev_model just, model classification, classification questions, jev like, tuning classification
- Source: together.ai
7 best practices for authentication in AI agents
An agent that takes actions on someone's behalf is only as safe as the credential it acts with. Most authentication guidance for agents stops at "use OAuth 2.0," which is roughly where the interesting...
- Keywords: agents oauth, oauth authorization, authentication agents, agent access, agents access, authorization, oauth roughly, oauth, oauth api, acts authentication
- Source: merge.dev
Boardy 2.0 relaunches its AI networking agent exclusively on iMessage with a rebuilt backend
Introducing Boardy 2.0, exclusively available on iMessage. Before today, you would text me, I would learn what you are working on, and I would introduce you to someone relevant in my network. That par...
- Keywords: introducing boardy, intros imessage, available imessage, imessage, imessage actually, access boardy, imessage today, boardy exclusively, boardy, suggest connection
- Source: x.com
Do not let your type system reason about aliasing in your programming language
Do not let your type system reason about aliasing in your programming language This post is a followup to the one about the plans for version 1.0, and is based on my experience trying to address one o...
- Keywords: type exploiting, type aliases, aliasing programming, constructed aliases, notion aliasing, aliases primitive, reason aliasing, aliases polymorphic, aliasing enforce, aliasing complicates
- Source: futhark-lang.org
Ideas on modernizing the open-source desktop
Ideas on modernizing the open-source desktop [LWN subscriber-only content] Scott Jenson has been working on user interfaces (UIs) and user experience (UX) for many years at Apple, Google, and other co...
- Keywords: desktop innovation, kde developer, source desktop, desktop experience, desktops demonstrated, kde idea, desktop age, desktop make, desktop designs, desktop environments
- Source: lwn.net
Larger RL batches only help when throughput beats the sample penalty
Ziniu Li on X: "4/ Putting both sides together: a larger batch helps only when its throughput gain exceeds its samples-to-target penalty. With LR retuning, GRPO time-to-target fell 29%. Without it, do...
- Keywords: batch scaling, batch size, larger batches, larger batch, dense batch, doubling batch, batches improve, large batch, batch theory, scaling llm
- Source: x.com
Sam Altman’s remarks at the United Nations Security Council
OpenAI CEO Sam Altman discusses AI safety, human control, and international cooperation in remarks to the United Nations Security Council.
- Keywords: ai safety, altman discusses, openai ceo, discusses ai, altman, sam altman, ai, openai, ceo sam, nations security
- Source: openai.com
What Dropbox has learned from deploying AI at company scale
As AI becomes a starting point for more kinds of work, its usefulness depends on access to an organization’s trusted knowledge and context, including the files, research, feedback, decisions, and proj...
- Keywords: dropbox ai, ai dropbox, dropbox organization, ai productivity, meaning dropbox, productivity ai, dropbox jobs, new dropbox, build dropbox, role dropbox
- Source: dropbox.tech
4 Signs Your AI has a Context Problem, Not a Model Problem
Most AI agents can write SQL. The problem is they write it against the wrong definition of revenue, for the wrong team, using the wrong business rules, and you won't catch that in a demo. Before you e...
- Keywords: designed semantic, marketing semantic, analytics semantic, ai agents, agentic semantic, demo semantic, selecting semantic, evaluate vendor, semantic layer, ai agent
- Source: thoughtspot.com
High-volume AI scoring with Jev and Pydantic Evals
An evaluator often needs to return a category, a yes/no judgment, or a position on a rubric. Writing an explanation can be useful, but you don't always need one for every production response. TypeSafe...
- Keywords: jev evaluated, jev costs, results cost, jev evaluator, pydantic_evals evaluators, evaluator support, evaluations results, judgments evaluator, jev_evals py, evaluator useful
- Source: pydantic.dev
How to Use Jev: Moderation with the Jev API in TypeScript
How to Use Jev: Moderation with the Jev API in TypeScript Kenny Rogers · Jev is a decision model from TypeSafe. It takes unstructured input and gives you typed judgments with probabilities in return,...
- Keywords: jev api, jev criteria, jev moderation, typescript jev, jev documentation, jev evaluates, moderation jev, judgments jev, jev evaluate, jev structure
- Source: openrouter.ai
Inferact runs Kimi K3 at 709 tokens per second on a TPU megakernel, beating its GB200 baseline
Our first TPU megakernel for Kimi K3 reaches 709 tokens/s on low-concurrency decode, against 450 tokens/s for our GB200 baseline, both with DSpark speculative decoding. To our knowledge, this is the f...
- Keywords: tpu megakernel, megakernel kimi, megakernel model, inference megakernel, gb200 baseline, megakernel, concurrency decode, tokens gb200, decoding roughly, kimi k3
- Source: x.com
InternData-A1 bets robot pretraining can begin with 401 million synthetic frames
nobody demonstrated anything. not one teleop session, not one human video, not even a seed demo interndata-a1 composes scenes, objects, and scripted skill policies entirely in simulation: 637,498 traj...
- Keywords: demonstrated teleop, project internrobotics, lerobot v3, internrobotics, teleop, teleop session, million frames, scenes, scripted, loaded lerobot
- Source: x.com
Italian parliament votes for return to nuclear energy
40 years after Chernobyl, Italy greenlights a return to nuclear energy 40 years after Chernobyl, Italy greenlights a return to nuclear energy ROME (AP) — Italy’s Senate on Wednesday gave final approva...
- Keywords: italy nuclear, chernobyl italy, energy italy, approved italy, italy senate, nuclear program, italian senate, decades chernobyl, referendums nuclear, chernobyl significant
- Source: apnews.com
The Best Ideas from LDX3 and ProductLab 🏆
Hey, Luca here! Welcome to a 🔒 weekly essay 🔒 from Refactoring. Every week I write an article to 170K+ engineers about how to make good software together. To get access to all our articles, resources,...
- Keywords: talks workshops, migrations guiding, conversations agenda, conferences ldx3, good conversations, attending talks, conversations, weekly essay, attended workshop, keynote larson
- Source: refactoring.fm