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Competitive Development Loop

ASecurity

Measure and improve a named repeated edit-to-result loop when its latency materially affects iteration speed.

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  • Added October 13, 2026
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Scanned October 13, 2026

npx -y skills add tompassarelli/north --skill competitive-development-loop --agent claude-code

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SKILL.md
---
name: competitive-development-loop
description: >-
  Measure and improve a named repeated edit-to-result loop when its latency materially affects iteration speed.
grounded: 2026-10-09
written: 2026-10-09
---

# Development-loop performance

1. Name the repeated edit, result, consumer, use count and latency budget.
2. Measure the end-to-end loop with separate hot, warm incremental, cold/bootstrap and full-gate samples.
3. Compare equivalent workload, hardware, toolchain and cache states against mandatory work, invalidation and a comparable authoritative benchmark.
4. Change the smallest measured cause using existing incremental, cache, selection or reload facilities.
5. Re-measure the same loop against investigation, implementation and maintenance break-even.
6. Schedule recurrence only with a baseline, regression action, owner, consumer and capacity budget.

Read [measurement](references/measurement.md), [optimization](references/optimization.md) or [recurrence](references/recurrence.md) for that decision.

Files in this skill

  • SKILL.md1 KB
  • references/measurement.md3.1 KB
  • references/optimization.md1.8 KB
  • references/recurrence.md1.7 KB

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