06-reference

every copy our homework

2026-09-20·reference·source: Every·by Every Staff (Kate Lee, intro)
ai-workflowsagent-orchestrationeverycontext-windowtoken-management

Why this is in the vault

A Sunday roundup of the week's Every output — a "Steal these" list of nine tactical agent-workflow tips plus a curated set of links to pieces already filed separately — worth keeping for the tactical tips, not the links (most of which duplicate notes already in the vault).

Mapping against Ray Data Co

The most concrete hit is Randy Counsman's fix for his runaway Blender agent swarm: an unbounded orchestrator burned 4.5 billion tokens over a day and a half, and the fix was capping the orchestrator at five subagents plus giving a judge agent a reference image to check against. That's the same shape as RDCO's own feedback_workflow_agent_output_integrity problem (scratchpad contamination, false "verified" stamps) — a runaway or ungated fan-out needs an explicit cap and an independent judge, not more trust in the orchestrator. Kieran Klaassen's "one folder per job, memory kept apart from the task-dispatch system" setup is also a direct analog to how ~/.claude/state/working-context.md and MEMORY.md are supposed to stay separate from live task dispatch. The "don't touch the mouse" 🖥️ signal (Randy Counsman flags computer-use tasks so a stray click doesn't derail the agent) is a small but real pattern RDCO doesn't currently have for any Playwright/computer-use work.

Curation section

Knowledge-base links in this issue that duplicate vault entries already filed and were not re-processed: the Astra visual-effects Vibe Check ([[2026-09-18-every-astra-vfx-vibe-check]]), the TypeSafe Jev mini-Vibe-Check ([[2026-09-15-every-typesafe-jev-vibe-check]]), "Show Us Your Folders" ([[2026-09-16-every-show-us-your-folders]]), and "Why You Should Burn More Tokens" ([[2026-09-17-every-burn-more-tokens]]). One net-new item not yet filed: "13 Beliefs About AI Writing" (Mike Taylor) — Mike's rule of thumb is to make the prompt larger than the intended output, and if ChatGPT could plausibly have written a piece unassisted, he skips publishing it; he still writes his own tweets and Slack messages by hand because that's where his essays start. Left un-deep-fetched here (curation-mode 2-link cap; the tactical tips above were the higher-value RDCO-relevant catch).

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