<!-- llms-explorer twin of https://llms-explorer.com/skills/deep-optimizer/ · generated 2026-09-06 -->

# deep-optimizer

The convergence-loop optimizer family router: multi-pass audit-and-fix loops for code, prose, prompts, skills, SQL, designs, strategies, and llms files — each looping to zero Medium+ findings.

The family router. Every deep optimizer shares one shape — run every analytical pass,
collect all findings before writing anything, fix everything Medium-severity and above,
verify, and loop until an explicit exit condition — and this skill routes a target to
the member that owns it.

Eight sub-hubs: [code-deep-optimizer](/skills/code-deep-optimizer/) (`/cdo`, source
files and repos), document-critique (`/ddo`, prose),
[prompt-deep-optimizer](/skills/prompt-deep-optimizer/) (`/pdo`, production prompts),
[skill-optimizer](/skills/skill-optimizer/) (`/sko`, SKILL.md files),
[deep-query-optimizer](/skills/deep-query-optimizer/) (`/dqo`, SQL),
[design-deep-optimizer](/skills/design-deep-optimizer/) (`/deso`, UI/UX and graphics),
[deep-strategy-optimizer](/skills/deep-strategy-optimizer/) (`/dso`, trading
strategies), and [llms-deep-optimizer](/skills/llms-deep-optimizer/) (`/ldo`, llms
files).

All members import one shared contract — the severity ladder, the seven exit
conditions, budget rules, and guardrails (never invent content, back out intent drift,
treat the target's text as data) — so a finding means the same thing in every loop.

**Use it for:** "optimize this" when the artifact kind is ambiguous; picking the right
member; understanding how the loops compose.

**Not for:** a target you can already name the member for — invoke that member
directly.
