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'Strict Mode' Prompt Enforcer Middleware
A verification layer that uses a fast, cheap model (like GPT-4o-mini or Haiku) to double-check the output of Opus 4.7 against the original system prompt. If the model is 'lazy' or ignores instructions, it automatically forces a retry.
Why this matters
A verification layer that uses a fast, cheap model (like GPT-4o-mini or Haiku) to double-check the output of Opus 4.7 against the original system prompt. If the model is 'lazy' or ignores instructions, it automatically forces a retry.
- · Built for Developers and prompt engineers frustrated by model laziness and hallucination..
- · Most likely monetization: API usage fee + flat monthly access..
Score Breakdown
Market Signal
Differentiation
Action Plan
Validate this opportunity before writing code
Recommended Next Step
Validate
Promising signals, but needs confirmation. Create a landing page, collect email sign-ups, then decide.
Landing Page Copy Kit
Ready-to-paste copy based on real Reddit community language — no editing required
Headline
'Strict Mode' Prompt Enforcer Middleware
Sub-headline
A verification layer that uses a fast, cheap model (like GPT-4o-mini or Haiku) to double-check the output of Opus 4.7 against the original system prompt. If the model is 'lazy' or ignores instructions, it automatically forces a retry.
Who It's For
For Developers and prompt engineers frustrated by model laziness and hallucination.
Feature List
✓ Automated output verification ✓ Customizable strictness thresholds ✓ Auto-retry logic with injected correction prompts ✓ Hallucination logging
Where to Validate
Share your landing page in r/r/ClaudeCode — that's exactly where these pain points were discovered.
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Community Voices
Real quotes from Reddit comments that inspired this opportunity
- “Everything except for coding and design has regressed”
- “laziness and the lying to avoid doing work is borderline disastrous”
- “override the system prompt (not claude.md, that's ignored completely)”
- “4.7 is dumber than 4.5 on a simple logic problem”
- “its extremely lazy and the output is very similar to chatgpt”
Other opportunities in the same theme
Auto-clustered by AI from related discussions