🔁 Fixing Our Rewrite Engine: From Awkward to Aligned

A quick fix of an awkward sentence became an all day task. Summarized by chatgpt.
We spent today upgrading our AI email rewrite engine (Sales Sentience) to stop generating stiff, robotic phrasing like:

“Please inform if any section requires further detail.”
No human talks like that. Not even politely.

🔍 What we tackled:

🔄 Tone-polishing layer to smooth unnatural phrases.

🧠 Prompt engine now fully profile-aware (e.g., "Analytical Skeptic" gets precision, "Vision-Driven Founder" gets inspiration).

🧬 Semantic vertex logic added: a fuzzy matching layer that flags phrases that technically align with the profile but feel off in tone. It’s like autocorrect for personality alignment.

🔎 Logged everything—inputs, rewrites, scores, fallback traces.

🧼 Sanitation layer strips personal data (emails, phone numbers, names) from stored rewrites.

🛠️ Fixed broken DB queries and cleaned up import paths across the project.

✅ Enforced proper rewrite flow: JSONL → DB fallback → OpenAI.