← ClaudeAtlas

prompt-optimizerlisted

Rigorous mode prompt optimizer — audits a polished prompt, decides output architecture (single-turn vs. chained multi-stage), and rewrites it to elicit state-of-the-art output from Claude. Triages every input into OUT OF PURVIEW / BORDERLINE / IN PURVIEW; rigorous optimization (architecture decision, 9-dim diagnostic, archetype detection, capability activation) applies ONLY to IN PURVIEW. When chain signals fire, produces a chain deliverable (README + Project orchestrator + per-stage prompts) instead of a single-turn prompt. Simple prompts return substantially unchanged with a triage note. Use when the user asks to optimize, audit, score, diagnose, sharpen, or level up a prompt; trigger phrases include "optimize this prompt", "PO this", "run this through the optimizer", "sharpen this prompt". For messy dictated or flow-state input, a separate flow-mode counterpart exists. Do NOT trigger when the user wants the prompt EXECUTED rather than optimized.
viktor-milev/claude-skills · ★ 1 · AI & Automation · score 72
Install: claude install-skill viktor-milev/claude-skills
# Prompt Optimizer (State-of-the-Art Edition) ## CHANGELOG **v4.2 — Jun 2026.** Recalibration for Claude Opus 4.8 (released May 28 2026), plus a new RUN SETTINGS recommendation. No structural changes to the workflow; no architecture decision module changes; no lockstep coordination with prompt-architect required. - **Capability-activation note recalibrated for Opus 4.8 (Step 5).** The "4.7 calibration note" is now the "4.7–4.8 calibration note." 4.8's documented behavior changes — more reliable reasoning-effort calibration at each effort level, better tool triggering (fewer skipped tool calls the task required), improved honesty/anti-confabulation, more consistent instruction-following — narrow where three techniques earn their place, with one technique held deliberately steady: - *Reasoning activation* — split "more thinking" (now native via adaptive thinking + the effort dial) from "specific reasoning structure" (forced alternatives, self-critique, chain-of-verification — still the prompt's job). Generic "think step by step" earns its place even more rarely on 4.8. - *Anti-sycophancy* — held steady, NOT softened further. 4.8's honesty gains concern the model's claims about its own work, not its willingness to push back on the user's framing; on the reflexive-validation axis 4.8 did not improve. Value undiminished. - *Research activation* — narrowed: 4.8's better tool triggering means the scaffold earns its place only where phrasing is ambiguous enough that the mode