| """Prompt templates — claim-atom rewrite flow (not line-by-line humanizing).
|
|
|
| New content-creation logic
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| --------------------------
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| AI detectors latch onto *global* essay rhythm: tidy intros, even sentences,
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| parallel points, soft transitions. Synonym-swapping keeps that skeleton.
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|
|
| This pipeline throws away the skeleton:
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| 1) Atomize → bare claims/facts only
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| 2) (Best) Interview → human questions from those claims
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| 3) (Best) Answer → short uneven answers (no essay frame)
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| 4) Weave → stitch into continuous prose with a rotating style seed
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| 5) Bridge → fix seams only
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| 6) Mechanics (code) → strip leftover AI phrases / force burstiness
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| """
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|
|
| from __future__ import annotations
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|
|
| AI_TELLS = (
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| "delve",
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| "dive into",
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| "landscape",
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| "robust",
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| "seamless",
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| "cutting-edge",
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| "game-changer",
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| "unlock",
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| "leverage",
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| "harness",
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| "it's important to note",
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| "it is worth noting",
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| "in today's world",
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| "in conclusion",
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| "to summarize",
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| "furthermore",
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| "moreover",
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| "additionally",
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| "consequently",
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| "thus",
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| "tapestry",
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| "realm",
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| "embark",
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| "pivotal",
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| "multifaceted",
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| "comprehensive overview",
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| "plays a crucial role",
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| "serves as a testament",
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| "in the ever-evolving",
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| "a myriad of",
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| "when it comes to",
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| "at the end of the day",
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| "as an AI",
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| )
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|
|
| TONE_GUIDE = {
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| "Neutral": "Clear colleague voice—plain English, slight opinion, not a brochure.",
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| "Formal": "Professional but human. Plain words. No legalistic padding.",
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| "Casual": "Candid email/blog. Contractions. Direct. No forced slang.",
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| "Academic": "Careful, concrete, no ornate filler.",
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| }
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|
|
|
|
| STYLE_SEEDS = (
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| "Start mid-thought. No intro sentence that restates the topic.",
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| "Lead with the most concrete fact or number, then explain.",
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| "Use mostly short sentences. Allow one longer sentence mid-way.",
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| "Sound slightly impatient and direct—cut soft padding.",
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| "Write like notes cleaned into paragraphs, not an essay.",
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| "Prefer 'you/we' address if it fits. Avoid abstract noun stacks.",
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| "One one-line paragraph is required somewhere.",
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| "Open one paragraph with And/But/So/Still.",
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| )
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|
|
|
|
| def style_seed(index: int = 0) -> str:
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| return STYLE_SEEDS[index % len(STYLE_SEEDS)]
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|
|
|
|
| def length_budget(source_words: int, preserve_length: bool = True) -> tuple[int, int, str]:
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| source_words = max(1, int(source_words))
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| if preserve_length:
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| target = source_words
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| max_words = max(target, int(source_words * 1.05))
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| min_words = max(1, int(source_words * 0.85))
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| rule = (
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| f"LENGTH BUDGET (strict): ~{target} words "
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| f"(stay {min_words}-{max_words}). "
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| "Do NOT expand. No new examples/intros/conclusions. Shorter beats longer."
|
| )
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| else:
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| target = max(1, int(source_words * 0.7))
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| max_words = max(target, int(source_words * 0.8))
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| min_words = max(1, int(source_words * 0.55))
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| rule = (
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| f"LENGTH BUDGET (strict): ~{target} words "
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| f"(stay {min_words}-{max_words}). Cut fluff. Keep key facts."
|
| )
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| return target, max_words, rule
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|
|
|
|
| def _banned_line() -> str:
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| return "Never use: " + ", ".join(AI_TELLS[:22]) + "."
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|
|
|
|
| def _craft(tone: str) -> str:
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| guide = TONE_GUIDE.get(tone, TONE_GUIDE["Neutral"])
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| return f"""Voice: {guide}
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| Human craft: uneven sentence lengths; contractions when tone allows; plain verbs
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| (use/get/make/show/fix); concrete nouns; optional fragments; no tidy 3-point essay shape.
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| {_banned_line()}
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| Keep every fact/name/number. Invent nothing. Output document text only."""
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|
|
|
|
|
|
|
|
| def system_atomize() -> str:
|
| return (
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| "You extract atomic claims from text. "
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| "Output ONLY a numbered list of bare facts/claims. "
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| "No adjectives for style, no transitions, no intro/outro."
|
| )
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|
|
|
|
| def user_atomize(text: str) -> str:
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| return f"""Break this into atomic claims (facts, numbers, names, decisions, causes, effects).
|
|
|
| Rules:
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| - One claim per line, numbered 1) 2) 3) …
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| - 6–18 atoms for typical paragraphs; more only if needed
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| - Strip rhetoric and filler
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| - Do not invent
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| - Do not write paragraphs
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|
|
| Text:
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| \"\"\"
|
| {text}
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| \"\"\"
|
| """
|
|
|
|
|
|
|
|
|
| def system_interview() -> str:
|
| return (
|
| "You turn claim atoms into plain questions a curious human would ask. "
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| "Output ONLY numbered questions. No answers."
|
| )
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|
|
|
|
| def user_interview(atoms: str) -> str:
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| return f"""From these claim atoms, write 5–10 plain questions that would pull the same facts out in conversation.
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| Do not add new topics.
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|
|
| Atoms:
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| \"\"\"
|
| {atoms}
|
| \"\"\"
|
| """
|
|
|
|
|
|
|
|
|
| def system_answer(tone: str) -> str:
|
| return f"""You answer questions in short human bursts—not essay form.
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|
|
| {_craft(tone)}
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|
|
| Rules:
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| - Answer each question in 1–3 sentences
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| - Do NOT restate the question
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| - Do NOT label answers as Q1/A1
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| - Separate answers with a blank line
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| - Uneven lengths between answers on purpose"""
|
|
|
|
|
| def user_answer(questions: str, atoms: str) -> str:
|
| return f"""Answer using ONLY facts from the atoms. Stay brief.
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|
|
| Questions:
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| \"\"\"
|
| {questions}
|
| \"\"\"
|
|
|
| Atoms (source of truth):
|
| \"\"\"
|
| {atoms}
|
| \"\"\"
|
| """
|
|
|
|
|
|
|
|
|
| def system_weave(tone: str) -> str:
|
| return f"""You weave raw material into continuous human prose.
|
|
|
| {_craft(tone)}
|
|
|
| Critical:
|
| - Build from the provided material ONLY
|
| - Do not copy sentence shapes from any AI source excerpt
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| - Follow the STYLE SEED for this section
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| - Obey LENGTH BUDGET
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| - Continuous prose only (no bullets, no Q/A labels)"""
|
|
|
|
|
| def user_weave(
|
| *,
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| material: str,
|
| tone: str,
|
| seed: str,
|
| length_rule: str,
|
| voice_sample: str = "",
|
| anti_source: str = "",
|
| ) -> str:
|
| voice_block = ""
|
| if voice_sample.strip():
|
| voice_block = f"""
|
| Match this writer's cadence (do not copy sentences):
|
| \"\"\"
|
| {voice_sample.strip()[:1600]}
|
| \"\"\"
|
| """
|
| anti_block = ""
|
| if anti_source.strip():
|
| anti_block = f"""
|
| Anti-pattern (do NOT echo rhythm/phrasing):
|
| \"\"\"
|
| {anti_source.strip()[:1800]}
|
| \"\"\"
|
| """
|
| return f"""Tone: {tone}
|
| STYLE SEED: {seed}
|
| {length_rule}
|
| {voice_block}
|
| Raw material to weave:
|
| \"\"\"
|
| {material}
|
| \"\"\"
|
| {anti_block}
|
| Write the continuous section now."""
|
|
|
|
|
|
|
|
|
| def system_bridge(tone: str) -> str:
|
| return f"""You only fix seams between paragraphs. You are not rewriting the piece.
|
|
|
| {_craft(tone)}
|
|
|
| Allowed:
|
| - Smooth an awkward jump with a short connective clause
|
| - Split/merge a paragraph for rhythm
|
| - Replace an AI leftover phrase
|
|
|
| Forbidden:
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| - Adding new points
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| - Lengthening more than ~5%
|
| - Turning it back into a tidy essay"""
|
|
|
|
|
| def user_bridge(draft: str, max_words: int = 0) -> str:
|
| cap = f"Hard max {max_words} words." if max_words else "Do not lengthen."
|
| return f"""Bridge-edit only. {cap}
|
|
|
| \"\"\"
|
| {draft}
|
| \"\"\"
|
| """
|
|
|
|
|
|
|
|
|
| def system_compress() -> str:
|
| return (
|
| "Compress to a strict word limit. Keep key facts and human uneven rhythm. "
|
| "Delete padding. Output only the text."
|
| )
|
|
|
|
|
| def user_compress(text: str, max_words: int) -> str:
|
| return f"""At most {max_words} words:
|
|
|
| \"\"\"
|
| {text}
|
| \"\"\"
|
| """
|
|
|
|
|
| def system_fast(tone: str) -> str:
|
| return f"""Rewrite from meaning, not phrasing.
|
|
|
| {_craft(tone)}
|
|
|
| Method: extract claims mentally → write fresh uneven prose → stop at length budget."""
|
|
|
|
|
| def user_fast(
|
| text: str,
|
| tone: str,
|
| seed: str,
|
| length_rule: str,
|
| voice_sample: str = "",
|
| ) -> str:
|
| voice_block = ""
|
| if voice_sample.strip():
|
| voice_block = f"""
|
| Voice sample (cadence only):
|
| \"\"\"
|
| {voice_sample.strip()[:1600]}
|
| \"\"\"
|
| """
|
| return f"""Tone: {tone}
|
| STYLE SEED: {seed}
|
| {length_rule}
|
| {voice_block}
|
| Rewrite (new sentences, same facts):
|
|
|
| \"\"\"
|
| {text}
|
| \"\"\"
|
| """
|
|
|
