Lance Keay

Posts

Hands-on reviews of AI tools, agents and self-hosted software, a monthly look at what model tokens cost, and notes from the homelab. Each post leads with its verdict.

8 posts
Verdict key Use it Worth watching Skip for now Market report

Sample content. The list below shows the format: titles, dates and verdicts are placeholders until real posts are published. Every entry opens the example review.

Post list

  1. 2 Nov 2026Market · 9 min

    AI token market, November 2026

    Top-tier prices held; the mid tier got cheaper again, and that is where most of my day-to-day work now runs.

    MarketPricing tables
  2. 27 Oct 2026Review · 14 min

    Aider, three weeks in: a pair programmer that respects git

    Use it  The best terminal assistant I have tried for work that has to land as clean, reviewable commits.

    ReviewCoding agentsApache-2.0
  3. 19 Oct 2026Homelab · 11 min

    Moving my homelab from Compose files to Coolify

    Worth watching  Pleasant for web apps and previews; the databases stay in plain Compose for now.

    HomelabSelf-hosted PaaS
  4. 8 Oct 2026Review · 12 min

    Open WebUI as the front door to local and hosted models

    Use it  One login, one history, any model. Budget a careful afternoon for the admin settings.

    ReviewHomelabChat front ends
  5. 2 Oct 2026Market · 8 min

    AI token market, October 2026

    A quiet month on list prices; the real change was in cached-input discounts, which now matter more than the headline rate.

    MarketCaching
  6. 24 Sep 2026Review · 10 min

    n8n's AI agent nodes: good glue, poor judgement

    Worth watching  Fine for moving data between systems; keep decisions that cost money out of the agent step.

    ReviewWorkflow automation
  7. 11 Sep 2026Homelab · 9 min

    Paperless-ngx with a local model doing the tagging

    Use it  The OCR was already good; a small local model makes the tags consistent without sending documents anywhere.

    HomelabLocal models
  8. 30 Aug 2026Review · 8 min

    Browser agents for routine admin: not yet

    Skip for now  Too many silent failures on forms that change. A short script is still cheaper to trust.

    ReviewAgents

The same care goes into client work.

I take on contract work from pull request to production. If that is what you need, start with the CV or a short email.

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