Hugging Face Trainium compatibility lookup space

23 10 2026
Hugging Face Trainium compatibility lookup space

David Corvoysier documented a Hugging Face Space that checks whether popular text and vision models run on AWS Trainium instances using the torch-neuronx backend. The tool reports pass-fail status, core counts, memory usage, and wall time across up to sixteen Trainium2 cores. It also provides the exact installation recipes and python scripts used for each test.

It is worth checking if you are deploying standard Transformers models on AWS custom silicon and want to avoid blind compilation failures. The catch is that tests are currently limited to generation tasks fitting on four devices, and a pass only verifies basic output rather than production throughput or long-context stability.

more: https://huggingface.co/blog/torch-neuronx-model-support

my other side: ivo.blogspot.com





Using Database State as RL Rewards

23 10 2026
Using Database State as RL Rewards

Microsoft and Hugging Face released ThinkingBox-Training, an open-source codebase for using terminal database states as binary reward functions during agent post-training. By filtering tasks using an offline policy-relative difficulty measure and applying 50 steps of GRPO, they fine-tuned Qwen3.8-27B to increase average success from 51.7% to 60.8%. Tasks completed successfully across all twenty test attempts rose from 38 to 107.

It is worth adopting if you are already running GRPO loops and need objective, non-LLM-as-a-judge verification for backend tool use. The catch is that you need a reliable execution sandbox for your target databases and enough compute to filter out tasks that are either too easy or hopeless for your base model. Skip this if your agent workflows do not involve persistent state changes or complex multi-step backend transactions.

more: https://huggingface.co/blog/microsoft/thinkingbox-training

my other side: ivo.blogspot.com





Kept: A Self-Hosted Inventory for Your Things

23 10 2026
Kept: A Self-Hosted Inventory for Your Things

Kept is an open-source, Docker-hosted inventory system that tracks your physical items, receipts, and warranties down to the specific box and shelf. Written for homelabs needing at least two CPU cores and 2 GB of RAM, it includes optional AI-assisted capture via your own API key, QR label generation, and nightly restic backups. You can try the whole app with sample data in your browser before committing to an installation.

It is worth setting up if you have genuine organizational sprawl across a house, garage, or storage unit and want your data kept strictly local. The catch is that managing physical locations, printing QR labels, and photographing receipts requires real maintenance discipline to actually stay useful. If you are not going to scan the boxes when you pack them, the software will not help you.

more: https://github.com/keptinventory/kept

my other side: ivo.blogspot.com





Clouds Against Humanity: A zero-trust cloud learning lab

23 10 2026
Clouds Against Humanity: A zero-trust cloud learning lab

This is a reference environment on DigitalOcean using OpenTofu, Spacelift, Doppler, and Twingate. It builds a VPC where no droplets have public inbound ports, replacing traditional VPNs and bastion hosts with direct zero-trust access. The accompanying wiki contains step-by-step lessons, diagrams, and exercises designed to take a power user from local hardware to locked-down cloud infrastructure.

It is worth your time if you want to understand modern infrastructure-as-code and perimeterless networking without relying on enterprise budgets. However, it requires paying for your own cloud resources and assumes baseline technical literacy like git and basic networking. Skip it if you just want a quick click-ops deployment or a managed platform-as-a-service.

more: https://github.com/ChiefGyk3D/Clouds-Against-Humanity

my other side: ivo.blogspot.com





Peach: self-hosted media manager for adult collections

23 10 2026
Peach: self-hosted media manager for adult collections

Peach is an open-source, local-first application designed to organize adult video collections scattered across local disks and mounted cloud storage like 115, PikPak, or OneDrive. It combines a grid-based browser, metadata scrapers, and subtitle search into a single interface that runs on Windows, macOS, or Docker. The software reads existing NFO files and folder structures without modifying your original files while pulling in missing covers, tags, and creator updates from supported platforms.

It is worth a look if you are tired of manual sorting and want a unified local UI with browser extension integration for cloud downloads. The catch is that it remains an immature desktop tool with unsigned binaries, no official mobile app beyond web access, and requires you to bring your own cloud accounts and storage. Skip it if you just want a standard media server like Plex or Jellyfin for mainstream video.

more: https://github.com/peach-mitao/peach

my other side: ivo.blogspot.com





Doory: A self-hosted browser-based design editor

23 10 2026
Doory: A self-hosted browser-based design editor

Doory is a Dockerized, open-source design tool built on Django and FabricJS that replaces cloud-based options like Canva. It runs on your own hardware and handles everything from basic image cropping and PDF exports to animations, video generation, and real-time co-editing. The project also includes an optional Model Context Protocol server so AI assistants like Claude can directly generate and modify your designs.

It is worth setting up if you need an internal graphic editor without third-party data sharing, but the current template library is tiny at just ten starter items. You will have to seed your own fonts, icons, and templates before it is genuinely useful for a team. Skip it if you are looking for a drop-in replacement with a massive pre-existing asset library.

more: https://github.com/shaongitbd/doory

my other side: ivo.blogspot.com





Asap Karhutla 2026 dan Ujian Kredibilitas Regional Indonesia

22 10 2026
Asap Karhutla 2026 dan Ujian Kredibilitas Regional Indonesia

Sepanjang Agustus hingga September 2026, Greenpeace mencatat 5.540 titik api di 22 provinsi yang memicu kabut asap lintas negara ke Malaysia, Singapura, hingga Filipina. Lonjakan kasus ISPA di dalam negeri mencapai 277.075 kasus pada Oktober, sementara di Sarawak kasus asma melonjak 259 persen akibat buruknya kualitas udara.

Bencana berulang ini menunjukkan bahwa kegagalan mengendalikan kebakaran lahan bukan lagi isu domestik semata, melainkan beban diplomatik yang menguji kepemimpinan regional ASEAN. Ketika tekanan internasional meningkat, transparansi data dan komunikasi krisis yang terbuka seringkali menjadi ukuran utama tanggung jawab sebuah negara, meski sering diabaikan dalam penanganan teknis di lapangan.

more: https://theconversation.com/kredibilitas-indonesia-diuji-saat-bencana-dan-asap-karhutla-melintasi-batas-negara-294803

my other side: ivo.blogspot.com





The Cognitive Cost of Economic Downgrading

22 10 2026
The Cognitive Cost of Economic Downgrading

Financial pressure consumes finite mental capacity, leaving people with fewer cognitive resources for long-term planning and work. When economic hardship becomes collective, the social stigma of lowering one's living standards disappears, turning open compromises on daily expenses into a shared survival strategy. People selectively cut non-essential items first, protecting core aspects of their identity while negotiating cheaper ways to maintain small comforts.

The shift from outward displays of wealth to public acceptance of economic limits shows a pragmatic social adjustment, though the underlying mental fatigue remains a heavy burden. Societies can normalize austerity for a time, but treating structural economic pressure as an individual coping mechanism misses the root exhaustion. It is worth asking how long people can sustain this careful rationing before cognitive depletion takes a permanent toll on public well-being.

more: https://theconversation.com/downgrade-lifestyle-adaptasi-masyarakat-untuk-bertahan-hidup-294252

my other side: ivo.blogspot.com





Everyday intuition as a form of perception

22 10 2026
Everyday intuition as a form of perception

We tend to dismiss gut feelings as irrational heuristics, but ordinary intuition functions much like sensory perception by directly presenting facts with rational force. Just as seeing a car in the garage makes its presence immediately apparent, an instant aversion to a stranger or a suspicious email presents a conclusion without requiring an explicit chain of reasoning. This capacity operates continuously in daily life, bridging the gap between simple sensory awareness and abstract philosophical thought experiments.

Treating intuition as perceptual makes sense of why we can act reasonably on hunches we cannot yet articulate. At the same time, we still lack a clear account of when this mechanism misfires, meaning our immediate seemings require careful calibration against actual evidence. It is a useful framework for understanding the mind, but not an excuse to stop checking your work.

more: https://aeon.co/essays/sometimes-you-just-know-somethings-off-but-how

my other side: ivo.blogspot.com





Extend Agents CLI for LangChain and Custom Deploy Policies

22 10 2026
Extend Agents CLI for LangChain and Custom Deploy Policies

Google's Agents CLI, first launched at Cloud Next '26, now ships with an Extension System as of version 1.5.0. This allows developers to override existing commands or add new ones without forking the tool. Version 1.8.0 includes a first-party LangChain extension, enabling a full agent development lifecycle (scaffold, run, deploy, evaluate) with LangChain agents. It also facilitates custom policies, like an SBOM scan wrapping the deploy command.

This is a welcome evolution for agent development, especially for teams working across multiple frameworks or needing to enforce enterprise-specific governance. If you've been avoiding Agents CLI due to its initial ADK opinionation, this update makes it far more versatile. The limitation is that while the system is flexible, building complex custom extensions for unique policies will still require internal development effort.

more: https://developers.googleblog.com/powering-the-agent-development-lifecycle-with-any-framework-from-adk-to-langchain-and-beyond/