Fix AI outputs by teaching it your team’s hidden coding rules.
You open your assistant, paste in a prompt, and pray it understands the messy conventions hiding inside your legacy codebase. It doesn’t. You get output that ignores decade-old naming rules, breaks internal patterns, and generates fixes that would never pass review. You try again, adding more detail, and still the model confidently invents structures your team hasn’t used since 2017.
Every weak answer costs you minutes you don’t have. You re-explain architecture quirks instead of shipping features. You burn evenings rewriting AI output to match conventions your teammates would spot in seconds. Worst of all, the suggestions make you look like you don’t understand the system you maintain daily.
The ContextForge Project Convention Extractor fixes this by isolating and teaching the model your team’s real, undocumented rules. Inside are 30 engineered prompts—each 200–500 words—that use advanced reasoning techniques to pull hidden patterns from any codebase and apply them consistently. Every prompt includes adjustable {{variables}} so you can adapt it to any service, module, or repo structure without rewriting from scratch.
**What's Inside:**
- 30 deeply engineered prompts (200–500 words each — not one-liners)
- Advanced techniques: chain-of-thought, few-shot examples, meta-prompting
- Customizable {{variables}} in every prompt
- Expected output specs so you know exactly what you'll get
- Usage tips and anti-patterns for each prompt
- Chaining guide to combine prompts for complex workflows
- Works with ChatGPT, Claude, Gemini, and any major AI
**Who This Is For:**
- Full‑stack developers inheriting tangled legacy systems and needing AI to respect internal conventions
- Senior engineers responsible for code reviews who want consistent, convention-aware suggestions from AI
- Tech leads documenting tribal knowledge across sprawling services without writing endless style guides
**Who This Is NOT For:**
- Beginners looking for simple coding prompts or step-by-step tutorials
- Teams without established conventions or long-term code patterns to extract
**Guarantee:** If these prompts don't produce dramatically better AI output than what you're currently getting, reach out for a full refund.
Pay once, own forever. Use across all AI platforms.
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