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  <title>billiem</title>
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  <description>Personal projects and writing by Billie, covering software, AI, self-hosting, experiments, and whatever else she is interested in at the time.</description>
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  <lastBuildDate>Wed, 07 Oct 2026 00:00:00 +0000</lastBuildDate>
  <item>
    <title>How a RuneScape bot helped me get into the tech industry</title>
    <link>https://billiem.uk/posts/hardcore-wildy/</link>
    <guid>https://billiem.uk/posts/hardcore-wildy/</guid>
    <pubDate>Wed, 07 Oct 2026 00:00:00 +0000</pubDate>
    <description>Why I think a simple RuneScape Twitter bot helped me get into tech, and what its Python and Go versions taught me about unpaid maintenance.</description>
  </item>
  <item>
    <title>My desktop became a Proxmox home server</title>
    <link>https://billiem.uk/posts/why-i-moved-my-desktop-into-proxmox/</link>
    <guid>https://billiem.uk/posts/why-i-moved-my-desktop-into-proxmox/</guid>
    <pubDate>Tue, 06 Oct 2026 00:00:00 +0000</pubDate>
    <description>How an unused desktop became a Proxmox server, what broke during the move, and why two MacBooks now cover my everyday computing.</description>
  </item>
  <item>
    <title>Codex, fix my home server. I want to watch a film.</title>
    <link>https://billiem.uk/posts/codex-home-server-infrastructure/</link>
    <guid>https://billiem.uk/posts/codex-home-server-infrastructure/</guid>
    <pubDate>Tue, 06 Oct 2026 00:00:00 +0000</pubDate>
    <description>Using Codex from my MacBook to repair storage imports, update a server endpoint and bring an SSD into Plex, with checked results and real limits.</description>
  </item>
  <item>
    <title>What GPT-6.1 Sol chose to build</title>
    <link>https://billiem.uk/posts/gpt-6-1-sol-choice/</link>
    <guid>https://billiem.uk/posts/gpt-6-1-sol-choice/</guid>
    <pubDate>Thu, 01 Oct 2026 00:00:00 +0000</pubDate>
    <description>Three autonomous GPT-6.1 Sol experiments: a fictional record, a sheet-cutting planner and a congestion model, with their review fixes and limits.</description>
  </item>
  <item>
    <title>Free compute in October 2026: new backends and temporary VMs</title>
    <link>https://billiem.uk/posts/free-compute-october-2026/</link>
    <guid>https://billiem.uk/posts/free-compute-october-2026/</guid>
    <pubDate>Thu, 01 Oct 2026 00:00:00 +0000</pubDate>
    <description>October&apos;s free-tier check: Railway SSH VMs, Neon&apos;s backend, Vercel Drives, and corrections to Modal, Lightning and Freestyle credits and limits.</description>
  </item>
  <item>
    <title>What GPT-6 Astra chose to build</title>
    <link>https://billiem.uk/posts/gpt-6-astra-choice/</link>
    <guid>https://billiem.uk/posts/gpt-6-astra-choice/</guid>
    <pubDate>Sun, 13 Sep 2026 00:00:00 +0000</pubDate>
    <description>What three Astra agents built with room to choose: a string puzzle, a supply-chain experiment and a printable booklet, with their fixes and limits.</description>
  </item>
  <item>
    <title>Free compute in September 2026: changed limits and corrections</title>
    <link>https://billiem.uk/posts/free-compute-september-2026/</link>
    <guid>https://billiem.uk/posts/free-compute-september-2026/</guid>
    <pubDate>Fri, 04 Sep 2026 00:00:00 +0000</pubDate>
    <description>September 2026 free-tier changes: Deno cuts, D1 hard limits, agent sandboxes and corrections to Freestyle, Browserless, Firebase and Axiom.</description>
  </item>
  <item>
    <title>Local models are actually good now - playing with Qwen3.8-27B</title>
    <link>https://billiem.uk/posts/qwen3-8-27b-on-m4-pro/</link>
    <guid>https://billiem.uk/posts/qwen3-8-27b-on-m4-pro/</guid>
    <pubDate>Fri, 04 Sep 2026 00:00:00 +0000</pubDate>
    <description>A 4-bit Qwen3.8-27B built a cellular automata workbench locally on my M4 Pro, while 6-bit finished and 8-bit hit OOM.</description>
  </item>
  <item>
    <title>From Raspberry Pi to OpenMediaVault: a home server I actually use</title>
    <link>https://billiem.uk/posts/you-need-a-home-server/</link>
    <guid>https://billiem.uk/posts/you-need-a-home-server/</guid>
    <pubDate>Thu, 03 Sep 2026 00:00:00 +0000</pubDate>
    <description>How Raspberry Pi experiments became a useful home server, and why learning when not to self-host mattered as much as Docker and DNS.</description>
  </item>
  <item>
    <title>How I use scheduled Codex jobs to build daily reports</title>
    <link>https://billiem.uk/posts/scheduled-codex-jobs-daily-reports/</link>
    <guid>https://billiem.uk/posts/scheduled-codex-jobs-daily-reports/</guid>
    <pubDate>Thu, 06 Aug 2026 00:00:00 +0000</pubDate>
    <description>How deterministic tools, scheduled Codex jobs and inspectable HTML fit into two daily reporting workflows.</description>
  </item>
  <item>
    <title>Building a 322 Dota 2 draft solver with an LLM</title>
    <link>https://billiem.uk/posts/llm-better-building-322-solver/</link>
    <guid>https://billiem.uk/posts/llm-better-building-322-solver/</guid>
    <pubDate>Tue, 04 Aug 2026 00:00:00 +0000</pubDate>
    <description>An LLM helped build a deterministic 322 draft solver. Paired tests covered 120,000 outcomes, with a 27.45% title rate at the largest field budget.</description>
  </item>
  <item>
    <title>Building and testing a local Mac dictation app with Codex</title>
    <link>https://billiem.uk/posts/codex-built-local-wispr-flow/</link>
    <guid>https://billiem.uk/posts/codex-built-local-wispr-flow/</guid>
    <pubDate>Mon, 03 Aug 2026 00:00:00 +0000</pubDate>
    <description>Building Billie Flow, a local Mac dictation app, with Codex: model timings, installed-app failures, microphone testing and the limits of the release.</description>
  </item>
  <item>
    <title>Free compute in August 2026: GPU notebooks and agent tools</title>
    <link>https://billiem.uk/posts/free-compute-august-2026/</link>
    <guid>https://billiem.uk/posts/free-compute-august-2026/</guid>
    <pubDate>Mon, 03 Aug 2026 00:00:00 +0000</pubDate>
    <description>August 2026 free VPS, databases, GPU notebooks and agent sandboxes, with a dated catalogue of quotas and links to later corrections.</description>
  </item>
  <item>
    <title>Animating embeddings with PCA and grand tours</title>
    <link>https://billiem.uk/posts/embedding-tours/</link>
    <guid>https://billiem.uk/posts/embedding-tours/</guid>
    <pubDate>Sun, 12 Jul 2026 00:00:00 +0000</pubDate>
    <description>An interactive embedding visualisation compares raw, PCA and grand-tour projections, including a basis change that preserves cosine neighbours.</description>
  </item>
  <item>
    <title>Building my own DJ library tools, from Python to Crate Lynx</title>
    <link>https://billiem.uk/posts/dj-tools-i-kept-trying-to-build/</link>
    <guid>https://billiem.uk/posts/dj-tools-i-kept-trying-to-build/</guid>
    <pubDate>Sun, 12 Jul 2026 00:00:00 +0000</pubDate>
    <description>How four years of DJ-library friction led from Python scripts to a Go desktop app and the AI-assisted Crate Lynx.</description>
  </item>
  <item>
    <title>GPT-5.6 in Codex: my first 48 hours of long-running tasks</title>
    <link>https://billiem.uk/posts/gpt-5-6-first-48-hours/</link>
    <guid>https://billiem.uk/posts/gpt-5-6-first-48-hours/</guid>
    <pubDate>Sat, 11 Jul 2026 00:00:00 +0000</pubDate>
    <description>What GPT-5.6 did across research, audits, a seven-repository migration and one animated pet during my first 48 hours with Codex.</description>
  </item>
  <item>
    <title>Prompting GPT-5.6 for deeper coding experiments</title>
    <link>https://billiem.uk/posts/gpt-5-6-needed-a-more-ambitious-prompt/</link>
    <guid>https://billiem.uk/posts/gpt-5-6-needed-a-more-ambitious-prompt/</guid>
    <pubDate>Fri, 10 Jul 2026 00:00:00 +0000</pubDate>
    <description>What changed between two GPT-5.6 coding-experiment batches when I gave depth more room, changed the prompt and added review.</description>
  </item>
  <item>
    <title>Free compute in July 2026: VPS limits, sandboxes and AI</title>
    <link>https://billiem.uk/posts/free-compute-july-2026/</link>
    <guid>https://billiem.uk/posts/free-compute-july-2026/</guid>
    <pubDate>Fri, 10 Jul 2026 00:00:00 +0000</pubDate>
    <description>July 2026 free-tier changes: Oracle VM limits, Deno migration, agent sandboxes and GPU options, with trials separated from recurring allowances.</description>
  </item>
  <item>
    <title>Local coding models on an M4 Pro: why the agent harness mattered</title>
    <link>https://billiem.uk/posts/local-llm-choice-harness-mattered/</link>
    <guid>https://billiem.uk/posts/local-llm-choice-harness-mattered/</guid>
    <pubDate>Mon, 06 Jul 2026 00:00:00 +0000</pubDate>
    <description>Five 4-bit local models on a 48 GB M4 Pro, tested with file-output contracts, smoke-test repair loops and Pi, then compared with a hosted Codex setup.</description>
  </item>
  <item>
    <title>Codex turned a biological wheel debate into a live simulation</title>
    <link>https://billiem.uk/posts/thought-can-be-a-url-now/</link>
    <guid>https://billiem.uk/posts/thought-can-be-a-url-now/</guid>
    <pubDate>Sun, 05 Jul 2026 00:00:00 +0000</pubDate>
    <description>A Codex-built biological wheel simulation went from a Discord debate to Cloudflare Pages in about ten minutes. A toy model for discussion, not proof.</description>
  </item>
  <item>
    <title>Capturing ideas in Linear with voice dictation and AI agents</title>
    <link>https://billiem.uk/posts/linear-idea-ledger/</link>
    <guid>https://billiem.uk/posts/linear-idea-ledger/</guid>
    <pubDate>Thu, 02 Jul 2026 00:00:00 +0000</pubDate>
    <description>My workflow uses Linear as an idea ledger, Wispr Flow for dictation and agents to turn rough notes into projects and posts.</description>
  </item>
  <item>
    <title>LLM Choice: using autonomous coding agents to find project ideas</title>
    <link>https://billiem.uk/posts/llm-choice-as-an-idea-engine/</link>
    <guid>https://billiem.uk/posts/llm-choice-as-an-idea-engine/</guid>
    <pubDate>Tue, 30 Jun 2026 00:00:00 +0000</pubDate>
    <description>Using autonomous coding-agent runs as a low-cost way to find ideas, learn unfamiliar topics, and seed later projects.</description>
  </item>
  <item>
    <title>Mapping my personal website with an interactive link graph</title>
    <link>https://billiem.uk/posts/website-graph/</link>
    <guid>https://billiem.uk/posts/website-graph/</guid>
    <pubDate>Tue, 30 Jun 2026 00:00:00 +0000</pubDate>
    <description>An interactive graph maps my site&apos;s pages and outbound links, exposing its biggest link hub and giving a growing personal archive a visible shape.</description>
  </item>
  <item>
    <title>Fine-tuning a local LLM on Discord messages: where my clone failed</title>
    <link>https://billiem.uk/posts/local-llm-work-became-a-routing-problem/</link>
    <guid>https://billiem.uk/posts/local-llm-work-became-a-routing-problem/</guid>
    <pubDate>Mon, 29 Jun 2026 00:00:00 +0000</pubDate>
    <description>A local MLX LoRA experiment used my Discord messages to imitate my replies. Missing conversation turns limited what fine-tuning and retrieval could fix.</description>
  </item>
  <item>
    <title>A refurbished office chair stock tracker that saved me over £100</title>
    <link>https://billiem.uk/posts/chair-scraper/</link>
    <guid>https://billiem.uk/posts/chair-scraper/</guid>
    <pubDate>Sun, 28 Jun 2026 00:00:00 +0000</pubDate>
    <description>A self-hosted stock tracker watched 85 refurbished chair listings and searches, filtered noisy results, and helped me save over £100 on a Haworth Fern.</description>
  </item>
  <item>
    <title>Free compute for side projects: June 2026 free-tier guide</title>
    <link>https://billiem.uk/posts/free-compute-for-ai-side-projects/</link>
    <guid>https://billiem.uk/posts/free-compute-for-ai-side-projects/</guid>
    <pubDate>Sun, 28 Jun 2026 00:00:00 +0000</pubDate>
    <description>A June 2026 snapshot of free VPS hosting, databases, serverless platforms and AI compute, including the limits behind the offers.</description>
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