Q Answer-format search page
Running AI coding workflows at $0
✦ AI editor's answer
Headless execution on subscriptions (Claude Max / GPT Pro) + static hosting (Cloudflare Pages free) + data-driven SVG. One note a day, forever, with zero extra API spend.
Source: 4 notes from this publication + operator work logs
Source notes (4)
- Failures & Cost2026-05-29
429 rate limit — the 6 minutes when the infrastructure died before the model did
11,147Cumulative failures (7,729 sessions / 132,293 events)› Automation dies first at outside infrastructure (quota, gateway, key cap) — not at the model. Same model, same prompt can still die in 6 minutes. Bake that in as a baseline.
- In Practice2026-05-26
A day spent building agents — the hands only touched the shell
6,382Shell calls — half of all tool use that day› On days when agents are being built, shell dominates — compile/test/batch loops do the work, not IDE assists.
- Failures & Cost2026-05-22
Commands that should have been refused
874Permission denials inside 8,780 failures› Run every AI shell call through automated redaction and a gate before publish — human review is always too slow.
- Failures & Cost2026-05-20
Remastering 178 cards — until the batch ran clean
11,147Failure events (7 buckets)› Enforce a No-Placeholder Policy on AI batch jobs — failures only become data if no fake file gets written on miss.
Related questions