كل الفرص

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82درجة
r/codex
SaaS subscription (IDE Extension / CLI tool)
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AI Task Verification & Anti-Laziness Middleware

An agentic wrapper that acts as a 'manager' for LLMs. Before returning code to the user, it automatically verifies if the LLM actually completed the requested edits, ran the tests, and didn't hallucinate completion, forcing the LLM to retry if it took shortcuts.

ارتفاع بنسبة +100%3 قنواتاتجاه الإشارات خلال 30 يومًا: latest 0, peak 1, 30-day series
عرض على Reddit
اكتُشف 22 أبريل 2026

تفصيل الدرجة

شدة المشكلة9/10
الاستعداد للدفع7/10
سهولة البناء5/10
الاستدامة5/10

إشارة السوق

اتجاه الإشارات خلال 30 يومًاالذروة: 1
Sparkline: latest 0, peak 1, 30-day series
القنوات المغطاة
codexproductivityClaudeCode

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التمايز

الحلول الحالية
Opus 4.6 (Claude)GPT 5.4 xhigh
منظورنا
There is no unified orchestration layer that automatically assigns the right model tier to the right task complexity while enforcing strict completion verification.

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فرص أخرى في نفس الموضوع

مجمعة تلقائيًا بواسطة الذكاء الاصطناعي من مناقشات ذات صلة

أصوات المجتمع

اقتباسات حقيقية من تعليقات Reddit ألهمت هذه الفرصة

  • Try to do minimal work and still try to cheat and claim done when not done.
  • I found mini tended to not finish its work so I gave it clear instruction to check it had added the edits it thought it had.
  • All of these models seem to bias towards telling you the task is finished, even though sometimes it is not.

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