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DocDoeAI / scripts /video-engine /build-math-lesson-draft.ts

deploy: sync backend to Space root (learn-lesson HF cache fix)

65d68f5 about 1 month ago

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// Convert a SCERT Chemistry blueprint (math-blueprints/chem-*.json) into an
// ordered lesson draft of teaching scenes — the render pipeline's front-end,
// mirroring the Physics scene shape so the same rendering/TTS/HLS stages can
// consume it. This is content ONLY (narration + on-screen + intent + source
// lineage); timing and audio are added by later stages.
//
//   CHAPTER_ID=math-p1-c1 npx tsx scripts/video-engine/build-math-lesson-draft.ts
//   (no CHAPTER_ID => all seven chapters)

import { existsSync, mkdirSync, readFileSync, writeFileSync } from "node:fs";
import { join } from "node:path";

const ROOT = process.cwd();
const BLUEPRINT_DIR = join(ROOT, "data/curriculum/kerala-sslc/math-blueprints");
const OUT_DIR = join(ROOT, "outputs/video/math-course-2025/lessons");
const CHAPTERS = [
  "math-p1-c1", "math-p1-c2", "math-p1-c3", "math-p1-c4", "math-p1-c5",
  "math-p1-c6", "math-p1-c7", "math-p1-c8", "math-p1-c9", "math-p1-c10", "math-p1-c11", "math-p1-c12", "math-p1-c13",
];

type Block = { heading?: string; explanation?: string; key_terms?: string[]; teacher?: string };
type BoardFrame = { title?: string; teacher_action?: string; board_text?: string[]; diagram_description?: string; student_focus?: string; source_page?: number };
type Exam = { marks?: number; question?: string; answer_points?: string[]; keywords?: string[]; common_mistakes?: string[] };
type Quick = { question?: string; answer?: string; explanation?: string };
type Mission = {
  mission_id: string; title: string; source_pages?: number[]; hook?: string; teacher_intro?: string;
  explanation_blocks?: Block[]; analogy_or_observation?: string; board_frames?: BoardFrame[];
  exam_practice?: Exam[]; quick_check?: Quick; misconception_check?: string; recap?: string | string[];
  // Alternate ("checkpoint") schema used by some pre-authored chapters.
  checkpoint_question?: string; checkpoint_options?: string[]; checkpoint_answer?: string;
};
type Blueprint = {
  chapter_id: string; subject: string; chapter_title: string; source_book: string;
  source_pdf_pages?: number[]; learning_objectives?: string[]; missions: Mission[];
  chapter_recap?: string[]; render_guidance?: Record<string, unknown>;
};

type VisualFamily =
  | "MOLECULAR_STRUCTURE" | "REACTION_EQUATION" | "FUNCTIONAL_GROUP" | "ISOMERISM"
  | "PERIODIC_TREND" | "ELECTROLYSIS_CELL" | "METALLURGY_PROCESS" | "GAS_LAW"
  | "MOLE_CALCULATION" | "LAB_EXPERIMENT" | "BOARD_ANSWER" | "RECAP" | "CONCEPT_TEXT";

const clean = (s: string | undefined) =>
  (s ?? "")
    .replace(/\bnamaste,?\s*/gi, "") // drop the repeated robotic opener anywhere
    .replace(/\bmalayalam_rescue\b/gi, "")
    .replace(/\bpause\b\.?/gi, "")
    .replace(/\s+/g, " ")
    .replace(/^\s*([a-z])/, (_, c) => c.toUpperCase())
    .trim();

// Route a scene to a deterministic math visual family from its topic text.
function routeVisual(text: string, kind: string): VisualFamily {
  const t = text.toLowerCase();
  if (kind === "board_answer") return "BOARD_ANSWER";
  if (kind === "recap_revision") return "RECAP";
  if (/isomer/.test(t)) return "ISOMERISM";
  if (/functional group|hydroxyl|carboxyl|aldehyde|keto|amine|ester/.test(t)) return "FUNCTIONAL_GROUP";
  if (/electrolysis|electrode|anode|cathode|electroplat|galvanic|electrochem/.test(t)) return "ELECTROLYSIS_CELL";
  if (/periodic|group|period|valenc|electron configuration|atomic (size|radius)/.test(t)) return "PERIODIC_TREND";
  if (/ore|roast|calcin|smelt|reduction|metallurg|refin|reactivity series|corros|alloy/.test(t)) return "METALLURGY_PROCESS";
  if (/gas law|boyle|charles|pressure|volume|temperature of a gas|avogadro/.test(t)) return "GAS_LAW";
  if (/mole|molar mass|number of moles|percentage composition|stoichiometr/.test(t)) return "MOLE_CALCULATION";
  if (/reaction|equation|→|->|combustion|displacement|precipit|neutralis|oxidation|reduction/.test(t)) return "REACTION_EQUATION";
  if (/structure|structural formula|chain|bond|molecule|alkane|alkene|alkyne|hydrocarbon/.test(t)) return "MOLECULAR_STRUCTURE";
  if (/experiment|apparatus|test tube|observe|beaker|heat|flame/.test(t)) return "LAB_EXPERIMENT";
  return "CONCEPT_TEXT";
}

type Scene = {
  sceneId: string; missionId: string; segmentKind: string; title: string;
  narration: string; onScreenText: string[]; keyTerms: string[];
  visual: { family: VisualFamily; topicKey: string; boardText?: string[]; diagramHint?: string };
  examAnswer?: { question: string; marks: number; answerPoints: string[]; keywords: string[]; commonMistakes: string[] };
  sourcePage: number;
};

function buildChapter(bp: Blueprint) {
  const scenes: Scene[] = [];
  const firstPage = bp.source_pdf_pages?.[0] ?? 0;
  let n = 0;
  const id = (kind: string) => `${kind}-${String(++n).padStart(3, "0")}`;

  // Chapter opening / roadmap.
  scenes.push({
    sceneId: id("opening"), missionId: "chapter", segmentKind: "opening",
    title: clean(bp.chapter_title),
    narration: `Welcome to ${clean(bp.chapter_title)}. By the end of today you will: ${(bp.learning_objectives ?? []).map((o) => o.toLowerCase()).join("; ")}.`,
    onScreenText: (bp.missions ?? []).map((m) => clean(m.title)),
    keyTerms: [], visual: { family: "CONCEPT_TEXT", topicKey: "roadmap" }, sourcePage: firstPage,
  });

  for (const m of bp.missions ?? []) {
    const page = m.source_pages?.[0] ?? firstPage;
    // Mission intro.
    const intro = clean([m.hook, m.teacher_intro].filter(Boolean).join(" "));
    if (intro) {
      scenes.push({
        sceneId: id("concept"), missionId: m.mission_id, segmentKind: "concept",
        title: clean(m.title), narration: intro, onScreenText: [clean(m.title)], keyTerms: [],
        visual: { family: routeVisual(m.title, "concept"), topicKey: m.title }, sourcePage: page,
      });
    }
    // Explanation blocks. A block whose explanation spans multiple lines (a
    // formula/worked-steps block, common in the "checkpoint" schema) becomes a
    // visual_board scene so those exact lines render as real board_text — never
    // dropped as plain narration. "teacher" (spoken-style elaboration) is
    // folded into the narration alongside "explanation".
    for (const b of m.explanation_blocks ?? []) {
      if (!clean(b.explanation) && !clean(b.teacher)) continue;
      const lines = (b.explanation ?? "").split(/\n+/).map((l) => l.trim()).filter(Boolean);
      const narration = clean([b.explanation && lines.length <= 1 ? b.explanation : "", b.teacher].filter(Boolean).join(" ")) || clean(b.explanation);
      if (lines.length > 1) {
        scenes.push({
          sceneId: id("visual_board"), missionId: m.mission_id, segmentKind: "visual_board",
          title: clean(b.heading) || clean(m.title), narration,
          onScreenText: lines.map(clean), keyTerms: b.key_terms ?? [],
          visual: { family: routeVisual(`${b.heading} ${lines.join(" ")}`, "visual_board"), topicKey: b.heading || m.title, boardText: lines },
          sourcePage: page,
        });
      } else {
        scenes.push({
          sceneId: id("concept"), missionId: m.mission_id, segmentKind: "concept",
          title: clean(b.heading) || clean(m.title), narration,
          onScreenText: [clean(b.heading)].filter(Boolean), keyTerms: b.key_terms ?? [],
          visual: { family: routeVisual(`${b.heading} ${b.explanation}`, "concept"), topicKey: b.heading || m.title },
          sourcePage: page,
        });
      }
    }
    // Analogy / observation as a short concept beat.
    if (clean(m.analogy_or_observation)) {
      scenes.push({
        sceneId: id("concept"), missionId: m.mission_id, segmentKind: "concept",
        title: "Think about it", narration: clean(m.analogy_or_observation), onScreenText: [], keyTerms: [],
        visual: { family: "CONCEPT_TEXT", topicKey: "analogy" }, sourcePage: page,
      });
    }
    // Board frames (structures, equations, observations from the textbook).
    for (const bf of m.board_frames ?? []) {
      scenes.push({
        sceneId: id("visual_board"), missionId: m.mission_id, segmentKind: "visual_board",
        title: clean(bf.title) || clean(m.title),
        narration: clean([bf.teacher_action, bf.student_focus].filter(Boolean).join(" ")),
        onScreenText: (bf.board_text ?? []).map(clean).filter(Boolean), keyTerms: [],
        visual: { family: routeVisual(`${bf.title} ${bf.diagram_description} ${(bf.board_text ?? []).join(" ")}`, "visual_board"), topicKey: bf.title || m.title, boardText: bf.board_text, diagramHint: bf.diagram_description },
        sourcePage: bf.source_page ?? page,
      });
    }
    // Misconception check.
    if (clean(m.misconception_check)) {
      scenes.push({
        sceneId: id("common_mistakes"), missionId: m.mission_id, segmentKind: "common_mistakes",
        title: "Common mistake", narration: clean(m.misconception_check),
        onScreenText: [clean(m.misconception_check)], keyTerms: [],
        visual: { family: "CONCEPT_TEXT", topicKey: "misconception" }, sourcePage: page,
      });
    }
    // Exam practice → board-answer scenes.
    for (const ex of m.exam_practice ?? []) {
      if (!clean(ex.question)) continue;
      scenes.push({
        sceneId: id("board_answer"), missionId: m.mission_id, segmentKind: "board_answer",
        title: clean(ex.question), narration: `Let us write the ${ex.marks ?? 2}-mark answer. ${clean(ex.question)}`,
        onScreenText: [], keyTerms: ex.keywords ?? [],
        visual: { family: "BOARD_ANSWER", topicKey: ex.question || m.title },
        examAnswer: { question: clean(ex.question), marks: ex.marks ?? 2, answerPoints: (ex.answer_points ?? []).map(clean), keywords: ex.keywords ?? [], commonMistakes: ex.common_mistakes ?? [] },
        sourcePage: page,
      });
    }
    // Quick check (active recall).
    if (clean(m.quick_check?.question)) {
      scenes.push({
        sceneId: id("recall"), missionId: m.mission_id, segmentKind: "recall",
        title: "Quick check", narration: `${clean(m.quick_check?.question)} … ${clean(m.quick_check?.answer)}.`,
        onScreenText: [clean(m.quick_check?.question), clean(m.quick_check?.answer)].filter(Boolean), keyTerms: [],
        visual: { family: "CONCEPT_TEXT", topicKey: "quick_check" }, sourcePage: page,
      });
    }
    // Checkpoint question (alternate schema) → a worked board-answer scene, so
    // it gets the same exam-Q&A treatment as exam_practice, not just a text card.
    if (clean(m.checkpoint_question)) {
      const q = clean(m.checkpoint_question);
      const ans = clean(m.checkpoint_answer);
      scenes.push({
        sceneId: id("board_answer"), missionId: m.mission_id, segmentKind: "board_answer",
        title: q, narration: `Check yourself. ${q} … The answer is ${ans}.`,
        onScreenText: [], keyTerms: [],
        visual: { family: "BOARD_ANSWER", topicKey: q },
        examAnswer: { question: q, marks: 2, answerPoints: [ans].filter(Boolean), keywords: [], commonMistakes: [] },
        sourcePage: page,
      });
    }
  }

  // Chapter recap. Fall back to mission titles when no explicit chapter_recap
  // is authored (the "checkpoint" schema chapters don't have one).
  const recapPoints = ((bp.chapter_recap?.length ? bp.chapter_recap : (bp.missions ?? []).map((m) => m.title)) ?? [])
    .map(clean).filter(Boolean).slice(0, 8);
  if (recapPoints.length) {
    scenes.push({
      sceneId: id("recap_revision"), missionId: "chapter", segmentKind: "recap_revision",
      title: `${clean(bp.chapter_title)} — recap`, narration: `Let us revise the key points. ${recapPoints.join(". ")}.`,
      onScreenText: recapPoints, keyTerms: [], visual: { family: "RECAP", topicKey: "recap" }, sourcePage: firstPage,
    });
  }

  // Chapter-scoped homework (2-4 tasks from this chapter's own exam questions,
  // falling back to checkpoint questions when exam_practice is absent).
  const examQs = (bp.missions ?? []).flatMap((m) => (m.exam_practice ?? []).map((e) => clean(e.question)).filter(Boolean));
  const checkpointQs = (bp.missions ?? []).map((m) => clean(m.checkpoint_question)).filter(Boolean);
  const homework = (examQs.length ? examQs : checkpointQs).slice(0, 3).map((q, i) => `Task ${i + 1}: ${q}`);
  if (homework.length) {
    scenes.push({
      sceneId: id("homework"), missionId: "chapter", segmentKind: "homework",
      title: "Homework and next step", narration: `For homework: ${homework.join(" ")}`,
      onScreenText: homework, keyTerms: [], visual: { family: "CONCEPT_TEXT", topicKey: "homework" }, sourcePage: firstPage,
    });
  }

  return {
    chapterId: bp.chapter_id, chapterTitle: bp.chapter_title, subject: "Mathematics",
    sourceBook: bp.source_book, sourcePages: bp.source_pdf_pages, renderGuidance: bp.render_guidance,
    sceneCount: scenes.length, scenes, homework,
  };
}

const requested = process.env.CHAPTER_ID ? [process.env.CHAPTER_ID] : CHAPTERS;
mkdirSync(OUT_DIR, { recursive: true });
for (const chapterId of requested) {
  const bpPath = join(BLUEPRINT_DIR, `${chapterId}.json`);
  if (!existsSync(bpPath)) { console.error(`missing blueprint: ${bpPath}`); continue; }
  const bp = JSON.parse(readFileSync(bpPath, "utf8")) as Blueprint;
  const draft = buildChapter(bp);
  const outPath = join(OUT_DIR, `${chapterId}-lesson-draft.json`);
  writeFileSync(outPath, `${JSON.stringify(draft, null, 2)}\n`);
  const kinds = draft.scenes.reduce<Record<string, number>>((a, s) => { a[s.segmentKind] = (a[s.segmentKind] ?? 0) + 1; return a; }, {});
  console.log(`${chapterId}: ${draft.sceneCount} scenes  ${JSON.stringify(kinds)}`);
}

	// Convert a SCERT Chemistry blueprint (math-blueprints/chem-*.json) into an
	// ordered lesson draft of teaching scenes — the render pipeline's front-end,
	// mirroring the Physics scene shape so the same rendering/TTS/HLS stages can
	// consume it. This is content ONLY (narration + on-screen + intent + source
	// lineage); timing and audio are added by later stages.
	//
	// CHAPTER_ID=math-p1-c1 npx tsx scripts/video-engine/build-math-lesson-draft.ts
	// (no CHAPTER_ID => all seven chapters)

	import { existsSync, mkdirSync, readFileSync, writeFileSync } from "node:fs";
	import { join } from "node:path";

	const ROOT = process.cwd();
	const BLUEPRINT_DIR = join(ROOT, "data/curriculum/kerala-sslc/math-blueprints");
	const OUT_DIR = join(ROOT, "outputs/video/math-course-2025/lessons");
	const CHAPTERS = [
	"math-p1-c1", "math-p1-c2", "math-p1-c3", "math-p1-c4", "math-p1-c5",
	"math-p1-c6", "math-p1-c7", "math-p1-c8", "math-p1-c9", "math-p1-c10", "math-p1-c11", "math-p1-c12", "math-p1-c13",
	];

	type Block = { heading?: string; explanation?: string; key_terms?: string[]; teacher?: string };
	type BoardFrame = { title?: string; teacher_action?: string; board_text?: string[]; diagram_description?: string; student_focus?: string; source_page?: number };
	type Exam = { marks?: number; question?: string; answer_points?: string[]; keywords?: string[]; common_mistakes?: string[] };
	type Quick = { question?: string; answer?: string; explanation?: string };
	type Mission = {
	mission_id: string; title: string; source_pages?: number[]; hook?: string; teacher_intro?: string;
	explanation_blocks?: Block[]; analogy_or_observation?: string; board_frames?: BoardFrame[];
	exam_practice?: Exam[]; quick_check?: Quick; misconception_check?: string; recap?: string \| string[];
	// Alternate ("checkpoint") schema used by some pre-authored chapters.
	checkpoint_question?: string; checkpoint_options?: string[]; checkpoint_answer?: string;
	};
	type Blueprint = {
	chapter_id: string; subject: string; chapter_title: string; source_book: string;
	source_pdf_pages?: number[]; learning_objectives?: string[]; missions: Mission[];
	chapter_recap?: string[]; render_guidance?: Record<string, unknown>;
	};

	type VisualFamily =
	\| "MOLECULAR_STRUCTURE" \| "REACTION_EQUATION" \| "FUNCTIONAL_GROUP" \| "ISOMERISM"
	\| "PERIODIC_TREND" \| "ELECTROLYSIS_CELL" \| "METALLURGY_PROCESS" \| "GAS_LAW"
	\| "MOLE_CALCULATION" \| "LAB_EXPERIMENT" \| "BOARD_ANSWER" \| "RECAP" \| "CONCEPT_TEXT";

	const clean = (s: string \| undefined) =>
	(s ?? "")
	.replace(/\bnamaste,?\s*/gi, "") // drop the repeated robotic opener anywhere
	.replace(/\bmalayalam_rescue\b/gi, "")
	.replace(/\bpause\b\.?/gi, "")
	.replace(/\s+/g, " ")
	.replace(/^\s*([a-z])/, (_, c) => c.toUpperCase())
	.trim();

	// Route a scene to a deterministic math visual family from its topic text.
	function routeVisual(text: string, kind: string): VisualFamily {
	const t = text.toLowerCase();
	if (kind === "board_answer") return "BOARD_ANSWER";
	if (kind === "recap_revision") return "RECAP";
	if (/isomer/.test(t)) return "ISOMERISM";
	if (/functional group\|hydroxyl\|carboxyl\|aldehyde\|keto\|amine\|ester/.test(t)) return "FUNCTIONAL_GROUP";
	if (/electrolysis\|electrode\|anode\|cathode\|electroplat\|galvanic\|electrochem/.test(t)) return "ELECTROLYSIS_CELL";
	if (/periodic\|group\|period\|valenc\|electron configuration\|atomic (size\|radius)/.test(t)) return "PERIODIC_TREND";
	if (/ore\|roast\|calcin\|smelt\|reduction\|metallurg\|refin\|reactivity series\|corros\|alloy/.test(t)) return "METALLURGY_PROCESS";
	if (/gas law\|boyle\|charles\|pressure\|volume\|temperature of a gas\|avogadro/.test(t)) return "GAS_LAW";
	if (/mole\|molar mass\|number of moles\|percentage composition\|stoichiometr/.test(t)) return "MOLE_CALCULATION";
	if (/reaction\|equation\|→\|->\|combustion\|displacement\|precipit\|neutralis\|oxidation\|reduction/.test(t)) return "REACTION_EQUATION";
	if (/structure\|structural formula\|chain\|bond\|molecule\|alkane\|alkene\|alkyne\|hydrocarbon/.test(t)) return "MOLECULAR_STRUCTURE";
	if (/experiment\|apparatus\|test tube\|observe\|beaker\|heat\|flame/.test(t)) return "LAB_EXPERIMENT";
	return "CONCEPT_TEXT";
	}

	type Scene = {
	sceneId: string; missionId: string; segmentKind: string; title: string;
	narration: string; onScreenText: string[]; keyTerms: string[];
	visual: { family: VisualFamily; topicKey: string; boardText?: string[]; diagramHint?: string };
	examAnswer?: { question: string; marks: number; answerPoints: string[]; keywords: string[]; commonMistakes: string[] };
	sourcePage: number;
	};

	function buildChapter(bp: Blueprint) {
	const scenes: Scene[] = [];
	const firstPage = bp.source_pdf_pages?.[0] ?? 0;
	let n = 0;
	const id = (kind: string) => `${kind}-${String(++n).padStart(3, "0")}`;

	// Chapter opening / roadmap.
	scenes.push({
	sceneId: id("opening"), missionId: "chapter", segmentKind: "opening",
	title: clean(bp.chapter_title),
	narration: `Welcome to ${clean(bp.chapter_title)}. By the end of today you will: ${(bp.learning_objectives ?? []).map((o) => o.toLowerCase()).join("; ")}.`,
	onScreenText: (bp.missions ?? []).map((m) => clean(m.title)),
	keyTerms: [], visual: { family: "CONCEPT_TEXT", topicKey: "roadmap" }, sourcePage: firstPage,
	});

	for (const m of bp.missions ?? []) {
	const page = m.source_pages?.[0] ?? firstPage;
	// Mission intro.
	const intro = clean([m.hook, m.teacher_intro].filter(Boolean).join(" "));
	if (intro) {
	scenes.push({
	sceneId: id("concept"), missionId: m.mission_id, segmentKind: "concept",
	title: clean(m.title), narration: intro, onScreenText: [clean(m.title)], keyTerms: [],
	visual: { family: routeVisual(m.title, "concept"), topicKey: m.title }, sourcePage: page,
	});
	}
	// Explanation blocks. A block whose explanation spans multiple lines (a
	// formula/worked-steps block, common in the "checkpoint" schema) becomes a
	// visual_board scene so those exact lines render as real board_text — never
	// dropped as plain narration. "teacher" (spoken-style elaboration) is
	// folded into the narration alongside "explanation".
	for (const b of m.explanation_blocks ?? []) {
	if (!clean(b.explanation) && !clean(b.teacher)) continue;
	const lines = (b.explanation ?? "").split(/\n+/).map((l) => l.trim()).filter(Boolean);
	const narration = clean([b.explanation && lines.length <= 1 ? b.explanation : "", b.teacher].filter(Boolean).join(" ")) \|\| clean(b.explanation);
	if (lines.length > 1) {
	scenes.push({
	sceneId: id("visual_board"), missionId: m.mission_id, segmentKind: "visual_board",
	title: clean(b.heading) \|\| clean(m.title), narration,
	onScreenText: lines.map(clean), keyTerms: b.key_terms ?? [],
	visual: { family: routeVisual(`${b.heading} ${lines.join(" ")}`, "visual_board"), topicKey: b.heading \|\| m.title, boardText: lines },
	sourcePage: page,
	});
	} else {
	scenes.push({
	sceneId: id("concept"), missionId: m.mission_id, segmentKind: "concept",
	title: clean(b.heading) \|\| clean(m.title), narration,
	onScreenText: [clean(b.heading)].filter(Boolean), keyTerms: b.key_terms ?? [],
	visual: { family: routeVisual(`${b.heading} ${b.explanation}`, "concept"), topicKey: b.heading \|\| m.title },
	sourcePage: page,
	});
	}
	}
	// Analogy / observation as a short concept beat.
	if (clean(m.analogy_or_observation)) {
	scenes.push({
	sceneId: id("concept"), missionId: m.mission_id, segmentKind: "concept",
	title: "Think about it", narration: clean(m.analogy_or_observation), onScreenText: [], keyTerms: [],
	visual: { family: "CONCEPT_TEXT", topicKey: "analogy" }, sourcePage: page,
	});
	}
	// Board frames (structures, equations, observations from the textbook).
	for (const bf of m.board_frames ?? []) {
	scenes.push({
	sceneId: id("visual_board"), missionId: m.mission_id, segmentKind: "visual_board",
	title: clean(bf.title) \|\| clean(m.title),
	narration: clean([bf.teacher_action, bf.student_focus].filter(Boolean).join(" ")),
	onScreenText: (bf.board_text ?? []).map(clean).filter(Boolean), keyTerms: [],
	visual: { family: routeVisual(`${bf.title} ${bf.diagram_description} ${(bf.board_text ?? []).join(" ")}`, "visual_board"), topicKey: bf.title \|\| m.title, boardText: bf.board_text, diagramHint: bf.diagram_description },
	sourcePage: bf.source_page ?? page,
	});
	}
	// Misconception check.
	if (clean(m.misconception_check)) {
	scenes.push({
	sceneId: id("common_mistakes"), missionId: m.mission_id, segmentKind: "common_mistakes",
	title: "Common mistake", narration: clean(m.misconception_check),
	onScreenText: [clean(m.misconception_check)], keyTerms: [],
	visual: { family: "CONCEPT_TEXT", topicKey: "misconception" }, sourcePage: page,
	});
	}
	// Exam practice → board-answer scenes.
	for (const ex of m.exam_practice ?? []) {
	if (!clean(ex.question)) continue;
	scenes.push({
	sceneId: id("board_answer"), missionId: m.mission_id, segmentKind: "board_answer",
	title: clean(ex.question), narration: `Let us write the ${ex.marks ?? 2}-mark answer. ${clean(ex.question)}`,
	onScreenText: [], keyTerms: ex.keywords ?? [],
	visual: { family: "BOARD_ANSWER", topicKey: ex.question \|\| m.title },
	examAnswer: { question: clean(ex.question), marks: ex.marks ?? 2, answerPoints: (ex.answer_points ?? []).map(clean), keywords: ex.keywords ?? [], commonMistakes: ex.common_mistakes ?? [] },
	sourcePage: page,
	});
	}
	// Quick check (active recall).
	if (clean(m.quick_check?.question)) {
	scenes.push({
	sceneId: id("recall"), missionId: m.mission_id, segmentKind: "recall",
	title: "Quick check", narration: `${clean(m.quick_check?.question)} … ${clean(m.quick_check?.answer)}.`,
	onScreenText: [clean(m.quick_check?.question), clean(m.quick_check?.answer)].filter(Boolean), keyTerms: [],
	visual: { family: "CONCEPT_TEXT", topicKey: "quick_check" }, sourcePage: page,
	});
	}
	// Checkpoint question (alternate schema) → a worked board-answer scene, so
	// it gets the same exam-Q&A treatment as exam_practice, not just a text card.
	if (clean(m.checkpoint_question)) {
	const q = clean(m.checkpoint_question);
	const ans = clean(m.checkpoint_answer);
	scenes.push({
	sceneId: id("board_answer"), missionId: m.mission_id, segmentKind: "board_answer",
	title: q, narration: `Check yourself. ${q} … The answer is ${ans}.`,
	onScreenText: [], keyTerms: [],
	visual: { family: "BOARD_ANSWER", topicKey: q },
	examAnswer: { question: q, marks: 2, answerPoints: [ans].filter(Boolean), keywords: [], commonMistakes: [] },
	sourcePage: page,
	});
	}
	}

	// Chapter recap. Fall back to mission titles when no explicit chapter_recap
	// is authored (the "checkpoint" schema chapters don't have one).
	const recapPoints = ((bp.chapter_recap?.length ? bp.chapter_recap : (bp.missions ?? []).map((m) => m.title)) ?? [])
	.map(clean).filter(Boolean).slice(0, 8);
	if (recapPoints.length) {
	scenes.push({
	sceneId: id("recap_revision"), missionId: "chapter", segmentKind: "recap_revision",
	title: `${clean(bp.chapter_title)} — recap`, narration: `Let us revise the key points. ${recapPoints.join(". ")}.`,
	onScreenText: recapPoints, keyTerms: [], visual: { family: "RECAP", topicKey: "recap" }, sourcePage: firstPage,
	});
	}

	// Chapter-scoped homework (2-4 tasks from this chapter's own exam questions,
	// falling back to checkpoint questions when exam_practice is absent).
	const examQs = (bp.missions ?? []).flatMap((m) => (m.exam_practice ?? []).map((e) => clean(e.question)).filter(Boolean));
	const checkpointQs = (bp.missions ?? []).map((m) => clean(m.checkpoint_question)).filter(Boolean);
	const homework = (examQs.length ? examQs : checkpointQs).slice(0, 3).map((q, i) => `Task ${i + 1}: ${q}`);
	if (homework.length) {
	scenes.push({
	sceneId: id("homework"), missionId: "chapter", segmentKind: "homework",
	title: "Homework and next step", narration: `For homework: ${homework.join(" ")}`,
	onScreenText: homework, keyTerms: [], visual: { family: "CONCEPT_TEXT", topicKey: "homework" }, sourcePage: firstPage,
	});
	}

	return {
	chapterId: bp.chapter_id, chapterTitle: bp.chapter_title, subject: "Mathematics",
	sourceBook: bp.source_book, sourcePages: bp.source_pdf_pages, renderGuidance: bp.render_guidance,
	sceneCount: scenes.length, scenes, homework,
	};
	}

	const requested = process.env.CHAPTER_ID ? [process.env.CHAPTER_ID] : CHAPTERS;
	mkdirSync(OUT_DIR, { recursive: true });
	for (const chapterId of requested) {
	const bpPath = join(BLUEPRINT_DIR, `${chapterId}.json`);
	if (!existsSync(bpPath)) { console.error(`missing blueprint: ${bpPath}`); continue; }
	const bp = JSON.parse(readFileSync(bpPath, "utf8")) as Blueprint;
	const draft = buildChapter(bp);
	const outPath = join(OUT_DIR, `${chapterId}-lesson-draft.json`);
	writeFileSync(outPath, `${JSON.stringify(draft, null, 2)}\n`);
	const kinds = draft.scenes.reduce<Record<string, number>>((a, s) => { a[s.segmentKind] = (a[s.segmentKind] ?? 0) + 1; return a; }, {});
	console.log(`${chapterId}: ${draft.sceneCount} scenes ${JSON.stringify(kinds)}`);
	}