while(motivation <= 0)

Back to basics

This weekend, I started off strong by going to the range with an old friend and then catching up over lunch. As far as the tech side of things, I broke down my serverless setup as it’s more expensive than a Wonderbox hosting containers. With that said I dusted off my nginx load balancer container, killed my ELB, and elastic ips, and retooled dns back to it’s humble roots. The following is Claude’s summary of the new features we implemented and the things we troubleshooted.

Dev work done this weekend

This weekend was a productive infrastructure and tooling sprint on the blog2/vacuumflask project. Here's a rundown of what got built and fixed.

Media Expiration System

Added a full lifecycle management system for media files. You can now set an expiration date on any file in the media library. After that date, a cleanup job removes it from S3 automatically. The expiration is stored in SQLite, visible in the media library UI with an edit button on each card, and also available at upload time. When a file is deleted manually, its expiration record is cleaned up too.

Headless API Authentication

Built a /api/login endpoint that issues a short-lived Bearer token using VACUUMAPIKEYSALT + TOTP — no plaintext password required. This lets automated scripts authenticate without storing credentials, using AWS Secrets Manager for the secret values and pyotp for one-time passwords.

Lambda Cleanup Cron

Created cron/cleanup_expired.py — a Lambda-compatible handler that logs in via the headless API and calls /admin/cleanup_expired. It logs structured output to CloudWatch under the cron log group via watchtower, with each run getting its own stream. Also ships as a local cron.sh that can be called from the system crontab, scheduled for 12:01 AM daily.

MCP Server

Made the blog discoverable to AI assistants via the Model Context Protocol. A FastMCP server exposes blog posts, tags, and search as resources and tools. It runs as a Docker container with SSE transport proxied through nginx at /mcp/, and is advertised to clients via /.well-known/mcp.json and a tag in the page header.

Blog Styling Modernization

Rewrote style.css with CSS variables, a sticky header, card-style post layout, and a modernized tag cloud panel. Fixed a specificity bug where tags were rendering white-on-white, and another where tag size weighting was overridden by the admin nav styles — so the tag cloud now correctly reflects content volume.

Nginx + Certbot Infrastructure

Rebuilt the load balancer container to manage its own TLS certificates. On startup it generates self-signed certs so nginx can start, then immediately replaces them with Let's Encrypt certificates via the HTTP-01 webroot challenge. A cron job inside the container handles daily renewal at 3 AM and 3 PM. Certificates persist across restarts via Docker named volumes.

Redis Connection Fix

Tracked down a TimeoutError in the Redis client caused by a stale EC2 internal IP in the server's .env file. The Flask container runs with --network=host but Valkey runs in bridge mode, so Docker's loopback forwarding doesn't apply. The fix was to use Valkey's Docker bridge IP (172.17.0.2) directly.

My weekend with Claude
This weekend, after Anthropic told Lord Farquad to kick rocks, I decided to try out Claude Code Pro. Wow. I've been using a lot of Amazon Q integrated with VS Code, which was twice as productive as CoPilot. Claude Code is 3x more productive than Amazon Q. It's interesting how much further ahead Anthropic's native tools are when, under the hood, Amazon and Microsoft are both using Claude's models. Using Claude's code was like having a recently certified junior engineer at your disposal. It could use the CLI to query logs and process the results; it uses the CLI directly to implement fixes and diagnose errors. With Claude's help, I took an existing application and over the weekend rewrote it into a new, cheaper-to-maintain app.
my claude usage after a full weekend
Local AI disapointment and tight groupings
PyCharm now supports adding local models to its AI tooling. setup local ai
I gave it a try today with LM Studio and a 48GB Deepseek model. It looked promising at first, but it never finished any of the prompts.running model
My laptop should have the resources to run a bigger model, but it was quite slow with this model. In other news, after renting a Walther PDP compact with a nice Holosun optic, which was fine. I managed to get the tightest grouping at five yards that I’ve ever shot with my Glock.
best grouping I've shot in 700 rounds of 9mm with my Glock.
Finding the maximum bid for achiving a specific discount over retail

So this weekend, I set about solving a problem that was bothering me. When purchasing a pewpew at auction, what should the maximum bid be, assuming we want a specified percentage discount off the retail new price for a given item?

Building on an existing formula I had worked out to calculate the savings percent over retail, I started working backwards.

Assumptions

  • Auction items will require shipping
  • Auction items will include tax plus an auction fee
  • Auction items may or may not have shipping insurance
  • Auction items will have a credit card payment fee
  • Retail price will not include shipping
  • Average Sale price info available online won’t include shipping, insurance, or credit card fees.

Variables

a table of variables
With the variables defined, now we can work backwards and then solve for the bid. excel sheet formulas
Last but not least, while solving for B, I tried a number of AI assistants. The winner ended up being ChatGPT, which was able to isolate B on the left side of the equation.
max bid formula
Reflections on 2025

As I reflect on the absolute chaos that is 2025, I’m a bit taken aback by how much has changed this year compared to previous years. I lost a boss I liked, a gentleman who was the best engineer on my team, whom I thought would outlast me. The world has also been more chaotic than average. On the brighter side, I’m grateful for the new friends I’ve made this year.

For my midlife crisis, I’ve taken up shooting sports. When I was a kid, I was always shooting my bb/pellet guns, bows, and arrows. Even poked a few holes with arrows in my parents' aluminum siding. For me, shooting at the range has turned the volume down on a lot of my older vices, such as gaming.

2026 will be the year of Kubernetes for me at work. Here is hoping 2026 > 2025.

Hardware Upgrade and Proxmox 9.1
With the retirement of another data center stack, I had the opportunity to refresh a piece of iron. I ended up choosing to replace an R530 with eight 3.5-inch drives and the oldest IDRAc in my lab. Thankfully, this time the server arrived from FedEx with only slightly bent rails. I upgraded the server from Windows 2022 to 2025, played around with Windows for a few days, and then decided to try out Proxmox 9.1. Proxmox has come a long way since Proxmox seven. While trying to move virtual machines around after getting my NFS servers, I was seeing the strangest behavior. It turned out that I had plugged in an Ethernet 5e into a ten-gigabit Ethernet. Everything looked fine, but the connections were volatile. The next step in my virtualization adventure was to migrate and upgrade a licensed Windows 10 VM. Once my network situation was resolved, it was just a matter of time before I was able to offload the VM and its drive and get them on the new host. After some Windows updates, I set about getting it upgraded to Windows 11. The process involved:
  • Adding a virtual TPM
  • Adding a virtual EFI Disk
  • Switched the BIOS to OVMF
  • Used a win 11 usb drive, cleaned up some bad entries in the MBR
  • Repaired the MBR
  • Converted the disk to GPT using MBR2GPT
  • Ran the Windows 11 PC check and verified that everything is order
  • Upgraded to Windows 11
Fathers day weekend with OKTA
This Father's Day weekend, I decided to play around with OKTA as an identity provider for my various creations. I spent half a day messing with AI and the Okta SDK and getting virtually nowhere. After a break, I went back and started fresh the old-fashioned way, quickly made progress, found the system logs in Okta, and promptly was in business. My blog now supports logging in to the admin interface with OKTA. Today, I picked up where I had left off, retooled a bit of devops automation for my hosting environment, and started working on user authentication into OKTA from Python. Once again, today, Google was the most useful resource, and I found the documentation page I needed to authenticate a user against OKTA.

from getpass import getpass
import requests
import json
import os
import logging


logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)
username = "colin@cmh.sh"
password = getpass()
session = requests.Session()
session.headers.update({
    'Accept': "application/json",
    'Content-Type': "application/json",
    'Cache-Control': "no-cache",
})



url_authn = f"{os.environ.get("OKTA_ORG_URL")}/api/v1/authn"
logger.info(f"auth URL: {url_authn}")
payload_authn = json.dumps({
    "username": username,
    "password": password,
    "options": {"warnBeforePasswordExpired": True,
                "multiOptionalFactorEnroll": True},
})
response = session.post(url_authn, data=payload_authn)
logger.info(f"auth response: {response.text}")
resp_obj = json.loads(response.text)
if resp_obj["status"] != "SUCCESS" and resp_obj["status"] != "MFA_REQUIRED":
    logger.error(f"auth response: {resp_obj["status"]}")
    raise "Login failed"
if resp_obj["status"] == "MFA_REQUIRED":
    factors = resp_obj["_embedded"]["factors"]
    logger.info(f"factors: {factors}")
    factorId = getpass(prompt="factor id: ")
    mfa_otp_url = f"{os.environ.get("OKTA_ORG_URL")}/api/v1/authn/factors/{factorId}/verify"
    #https://developer.okta.com/docs/reference/api/authn/#verify-totp-factor
    otp = getpass(prompt="OTP:")
    mfa_payload = json.dumps({
        "stateToken": resp_obj["stateToken"],
        "passCode": otp
    })
    logger.info(f"MFA URL: {mfa_otp_url}")
    mfa_resp = session.post(url=mfa_otp_url, data=mfa_payload)
    logger.info(f"mfa response: {mfa_resp.text}")
    resp_obj = json.loads(mfa_resp.text)
    if resp_obj["status"] != "SUCCESS":
        logger.error(f"mfa response: {resp_obj["status"]}")
        raise "MFA failed"
logger.info(f"Successfully logged into okta. sessionToken: {resp_obj['sessionToken']} userID: {resp_obj['_embedded']['user']['id']}")

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