All posts by Steven Netting

Beyond the Dashboard: How a 14B LLM Brought Real Intelligence to My Server Monitoring

If you manage Linux servers, you already know the morning ritual. You sip your coffee and stare at your monitoring dashboards. Grafana, Zabbix, Datadog – pick your poison. They are excellent at showing you lines on a graph, but let’s be honest; traditional monitoring is fundamentally “dumb.”

Standard monitoring relies on rigid thresholds. If CPU usage hits 95%, you get an alert. But what if that 95% CPU usage is just the scheduled weekly backup running alongside a routine malware scan? Your dashboard doesn’t care. It fires off an alert anyway, contributing to the slow, inevitable creep of alert fatigue.

I wanted something better. I didn’t just want monitoring; I wanted monitoring plus intelligence.

Continue reading Beyond the Dashboard: How a 14B LLM Brought Real Intelligence to My Server Monitoring

What I Learnt Giving an LLM Agent Control of My Crypto Wallet

UkkoTrader Dashboard Header showing Net Loss from early trades

In my role as a Senior OpenShift Technical Account Manager at Red Hat, I focus on mission-critical stability; helping organisations navigate the shift from cloud-native architectures to AI-ready operations. But there is a distinct difference between advising on a scalable MLOps workflow and trusting a local LLM to trade your own capital in a volatile market.

Would you trust an AI agent with your bank account? I did; and it was a masterclass in ‘Boom or Bust’ logic.

Continue reading What I Learnt Giving an LLM Agent Control of My Crypto Wallet

Chronus Time CH080x Review: The Best €13 Dress Watches on Temu?

Finding a reliable, attractive dress watch for the price of a fast-food meal is a gamble. After my previous experiences with ultra-budget Chinese timepieces, my expectations were low. However, the Chronus CH0801 and CH0804 (aka CH3004, CH2801?) models have proven to be a pleasant surprise.

Continue reading Chronus Time CH080x Review: The Best €13 Dress Watches on Temu?

OpenShift: How to determine the latest version in an update channel.

Latest OpenShift Releases using Red Hat OpenShift Console
  1. Visit https://console.redhat.com/openshift/releases
    or
  2. Visit the Red Hat OpenShift Container Update Graph at https://access.redhat.com/labs/ocpupgradegraph/update_channel
  3. Using the CLI (curl & jq):-
curl -s https://api.openshift.com/api/upgrades_info/v1/graph?channel=stable-4.11 | jq -r '.nodes[].version' | sort -V | tail -n1

Also, to check available upgrade edges:-

curl -s -XGET "https://api.openshift.com/api/upgrades_info/v1/graph?channel=stable-4.11" --header 'Accept:application/json' |jq '. as $graph | $graph.nodes | map(.version == "4.10.36") | index(true) as $orig | $graph.edges | map(select(.[0] == $orig)[1]) | map($graph.nodes[.]) | .[].version'

Further examples can be found at https://access.redhat.com/solutions/4583231

Stable Diffusion on cpu

Example image of cat
CPU Rendered Cat 512×512

AKA “Stable Diffusion without a GPU” 🙂

Currently, the ‘Use CPU if no CUDA device detected’ [1] pull request has not merged. Following the instructions at [2] and jumping down the dependency rabbit hole, I finally have Stable Diffusion running on an old dual XEON server.

[1] https://github.com/CompVis/stable-diffusion/pull/132
[2] https://github.com/CompVis/stable-diffusion/issues/219

Server specs:-
Fujitsu R290 Xeon Workstation
Dual Intel(R) Xeon(R) CPU E5-2670 @ 2.60GHz
96 GB RAM
SSD storage

Sample command line:-

time python3.8 scripts/txt2img.py --prompt "AI image creation using CPU" --plms --ckpt sd-v1-4.ckpt --H 768 --W 512 --skip_grid --n_samples 1 --n_rows 1 --ddim_steps 50

Initial tests show the following:-

ResolutionStepsRAM
(GB)
Time
(minutes)
768 x 51250~1015
1024 x 76850~3024
1280 x 102450~6566
1536 x 128050OOMN/A
Resolution, Peak RAM and Time to Render

Notes:
1) Typically only 18 (out of 32 cores) active regardless of render size.
2) As expected, the calculation is entirely CPU bound.
3) For an unknown reason, even with –n_samples and –n_rows of 1, two images were still created (time halved for single image in above table).

Another CPU Rendered Cat 512×512

Conclusion:

It works. We gain resolution at the huge expense of memory and time.

AmigaOS4.1 (PPC) under FS-UAE and QEMU

I recently purchased AmigaOS 4.1 with a plan to familiarise myself with the OS via emulation before purchasing the Freescale QorIQ P1022 e500v2 ‘Tabor’ motherboard. In particular, I wanted to investigate the ssh and X display options, including AmiCygnix.

OS4.1 running under FS-UAE & QEMU, showing config and network status

However, despite being familiar with OS3.1 and FS-UAE I still managed to hit a few gotchas with the OS4 install and configuration.

Installation of the QEMU module was simple using the download and simple instructions from: https://fs-uae.net/download#plugins. In my case this was version 3.8.2qemu2.2.0 and installed in ~/Documents/FS-UAE/Plugins/QEMU-UAE/Linux/x86-64/ (your path may vary).

I then tried multiple FS-UAE configurations in order to get the emulated machine to boot with PPC, RTG and network support. A few options clash resulting in a purple screen on boot. Rather than work through the process from scratch, it’s easier to simply list my config here:-

[fs-uae]
accelerator = cyberstorm-ppc
amiga_model = A4000/OS4
gfx_card_flash_file = /home/snetting/Documents/FS-UAE/Kickstarts/picasso_iv_flash.rom
graphics_card = picasso-iv
graphics_memory = 131072
hard_drive_0 = /home/snetting/Amiga/SteveOS41.hdf
kickstart_file = Kickstart v3.1 rev 40.70 (1993)(Commodore)(A4000).rom
network_card = a2065
zorro_iii_memory = 524288

I used FS-UAE (and FS-UAE-Launcher) version 2.8.3.

Things to note:

  1. See http://eab.abime.net/showthread.php?t=75195 for install advice regarding disk partitioning and FS type. This is important!
  2. Shared folders (between host OS and Emulation) are *not* currently supported when using PPC under FS-UAE. Post install, many additional packages were required, including network drivers which resulted in a catch-22 situation. I worked around this by installing a 3.1.4 instance and mounting both the OS4 and ‘shared’ drives here, copying the required files over then booting back into the OS4 PPC environment.
  3. For networking, UAE.bsdsocket.library in UAE should be disabled but the A2065 network card enabled. The correct driver from aminet is: http://aminet.net/package/driver/net/Ethernet
  4. The latest updates to OS4.1 (final) enable Zorro III RAM to be used in addition to accelerator RAM; essential for AmiCygnix. Once OS4.1 is installed and network configured, use the included update tool to pull OS4.1 FE updates.

The documentation at http://eab.abime.net/showthread.php?t=75195 is definitely useful as a reference but don’t rely on it; it’s dated (2014) and not necessarily accurate.

Whilst I’ve written this from memory, I’ll happily recreate my install from scratch if anyone has any specific questions or issues.

Good luck!

ROMs are available from Cloanto: https://www.amigaforever.com/
OS4.1 and updates from Hyperion: https://www.amigaos.net/

Atari ST and Amiga Desktop Wallpapers

I couldn’t find any good quality 1920×1080 (so called ‘full HD’) desktop wallpapers featuring either Atari ST GEM or Commodore Amiga Workbench 1.3. So, assembled from parts taken from various images on google, scaled with correct aspect ration maintained, tidied and assembled to fill the full resolution and with no JPEG compression artifacts – here we are:-

Atari GEM Desktop, 1920×1080 PNG
Commodore Amiga Workbench 1.3 + Boing Ball, 1920×1080 PNG

You’re welcome 🙂