[
 {
  "script_section": "§18 Application Classes as Requirements Profiles (intro)",
  "lecture": "8"
 },
 {
  "script_section": "§18.1 Where the weights come from",
  "lecture": "8"
 },
 {
  "script_section": "§18.2 Workload shape and hard constraints",
  "lecture": "8"
 },
 {
  "script_section": "§18.3 A map of the ten classes",
  "lecture": "8"
 },
 {
  "script_section": "§18.4 How to read the class sections",
  "lecture": "8"
 },
 {
  "script_section": "§19 C1 Core Banking (intro)",
  "lecture": "8"
 },
 {
  "script_section": "§19.1 C1 challenges",
  "lecture": "8"
 },
 {
  "script_section": "§19.2 C1 requirements profile",
  "lecture": "8"
 },
 {
  "script_section": "§19.3 C1 what real systems chose",
  "lecture": "8"
 },
 {
  "script_section": "§20 C2 Social Media (intro)",
  "lecture": "8"
 },
 {
  "script_section": "§20.1 C2 challenges",
  "lecture": "8"
 },
 {
  "script_section": "§20.2 C2 requirements profile",
  "lecture": "8"
 },
 {
  "script_section": "§20.3 C2 what real systems chose",
  "lecture": "8"
 },
 {
  "script_section": "§21 C3 Back-Office (intro)",
  "lecture": "8"
 },
 {
  "script_section": "§21.1 C3 challenges",
  "lecture": "8"
 },
 {
  "script_section": "§21.2 C3 requirements profile",
  "lecture": "8"
 },
 {
  "script_section": "§21.3 C3 what real systems chose",
  "lecture": "8"
 },
 {
  "script_section": "§22 C4 ERP (intro)",
  "lecture": "8"
 },
 {
  "script_section": "§22.1 C4 challenges",
  "lecture": "8"
 },
 {
  "script_section": "§22.2 C4 requirements profile",
  "lecture": "8"
 },
 {
  "script_section": "§22.3 C4 what real systems chose",
  "lecture": "8"
 },
 {
  "script_section": "§23 C5 E-Commerce (intro)",
  "lecture": "8"
 },
 {
  "script_section": "§23.1 C5 challenges",
  "lecture": "8"
 },
 {
  "script_section": "§23.2 C5 requirements profile",
  "lecture": "8"
 },
 {
  "script_section": "§23.3 C5 what real systems chose",
  "lecture": "8"
 },
 {
  "script_section": "§24 C6 Scientific Simulation (intro)",
  "lecture": "9"
 },
 {
  "script_section": "§24.1 C6 challenges",
  "lecture": "9"
 },
 {
  "script_section": "§24.2 C6 requirements profile",
  "lecture": "9"
 },
 {
  "script_section": "§24.3 C6 what real systems chose (incl. projektbox)",
  "lecture": "9"
 },
 {
  "script_section": "§25 C7 Decision Support / BI (intro)",
  "lecture": "9"
 },
 {
  "script_section": "§25.1 C7 challenges",
  "lecture": "9"
 },
 {
  "script_section": "§25.2 C7 requirements profile",
  "lecture": "9"
 },
 {
  "script_section": "§25.3 C7 what real systems chose (incl. ailinse, projektbox)",
  "lecture": "9"
 },
 {
  "script_section": "§26 C8 Real-Time / IoT Streaming (intro)",
  "lecture": "9"
 },
 {
  "script_section": "§26.1 C8 challenges",
  "lecture": "9"
 },
 {
  "script_section": "§26.2 C8 requirements profile",
  "lecture": "9"
 },
 {
  "script_section": "§26.3 C8 what real systems chose (incl. ailinse)",
  "lecture": "9"
 },
 {
  "script_section": "§27 C9 Collaboration / Messaging (intro)",
  "lecture": "9"
 },
 {
  "script_section": "§27.1 C9 challenges",
  "lecture": "9"
 },
 {
  "script_section": "§27.2 C9 requirements profile",
  "lecture": "9"
 },
 {
  "script_section": "§27.3 C9 what real systems chose (incl. thinkbox)",
  "lecture": "9"
 },
 {
  "script_section": "§28 C10 AI-Native Advisory Platforms (intro)",
  "lecture": "6 (already built)"
 },
 {
  "script_section": "§28.1 C10 challenges",
  "lecture": "6 (already built)"
 },
 {
  "script_section": "§28.2 C10 requirements profile",
  "lecture": "6 (already built)"
 },
 {
  "script_section": "§28.3 C10 what real systems chose",
  "lecture": "6 (already built)"
 },
 {
  "script_section": "§29 Stepping Back: Ten Profiles Side by Side (intro, tab:requirements, 17 footnotes)",
  "lecture": "9 (columns C1-C5 previewed on deck 8 frame 40 -- see low issue)"
 },
 {
  "script_section": "§29.1 Reading the catalogue as a whole",
  "lecture": "9"
 },
 {
  "script_section": "§30 Three Matches, Three Stages (intro)",
  "lecture": "7"
 },
 {
  "script_section": "§30.1 Case 1 -- C6 against all seven",
  "lecture": "7"
 },
 {
  "script_section": "§30.2 Case 2 -- C1: veto rule and mitigations",
  "lecture": "7"
 },
 {
  "script_section": "§30.3 Case 3 -- C2: holistic reading and alarm",
  "lecture": "7"
 },
 {
  "script_section": "§31 The Procedure in General (intro)",
  "lecture": "7"
 },
 {
  "script_section": "§31.1 The formal statement",
  "lecture": "7"
 },
 {
  "script_section": "§31.2 Why the fit is not a weighted sum",
  "lecture": "7"
 },
 {
  "script_section": "§32 The Matching Matrix (intro)",
  "lecture": "7"
 },
 {
  "script_section": "§32.1 Cell semantics",
  "lecture": "7"
 },
 {
  "script_section": "§32.2 The 7 x 10 grid",
  "lecture": "7 (reprinted for reference on deck 10 frame 26, 1 min)"
 },
 {
  "script_section": "§33 Cell Rationales: The Ten Rows in Detail (intro, closing keypoint)",
  "lecture": "10"
 },
 {
  "script_section": "§33.1 C1 row",
  "lecture": "10"
 },
 {
  "script_section": "§33.2 C2 row",
  "lecture": "10"
 },
 {
  "script_section": "§33.3 C3 row",
  "lecture": "10"
 },
 {
  "script_section": "§33.4 C4 row",
  "lecture": "10"
 },
 {
  "script_section": "§33.5 C5 row",
  "lecture": "10"
 },
 {
  "script_section": "§33.6 C6 row",
  "lecture": "10"
 },
 {
  "script_section": "§33.7 C7 row",
  "lecture": "10"
 },
 {
  "script_section": "§33.8 C8 row",
  "lecture": "10"
 },
 {
  "script_section": "§33.9 C9 row",
  "lecture": "10"
 },
 {
  "script_section": "§33.10 C10 row",
  "lecture": "10"
 },
 {
  "script_section": "§34 Reading the Matrix as a Whole (intro)",
  "lecture": "7"
 },
 {
  "script_section": "§34.1 Column patterns",
  "lecture": "7"
 },
 {
  "script_section": "§34.2 Row patterns and empirical support points (incl. thinkbox)",
  "lecture": "7"
 },
 {
  "script_section": "§35 Hybrids and Evolution Paths (intro)",
  "lecture": "10"
 },
 {
  "script_section": "§35.1 Hybrids are the normal case",
  "lecture": "10"
 },
 {
  "script_section": "§35.2 Fit is a function of time (fig:evolution, Maxim 5, ailinse)",
  "lecture": "10"
 },
 {
  "script_section": "§36 The Decision Procedure (eight steps, Maxim 6)",
  "lecture": "10"
 },
 {
  "script_section": "§36.1 Full worked example: course-project run, ADR-007",
  "lecture": "10"
 },
 {
  "script_section": "§37 The Measurement Contract (opening)",
  "lecture": "7 (introduction) + 11 (depth) -- intended overlap"
 },
 {
  "script_section": "§37.1 Fitness functions",
  "lecture": "7 (introduction) + 11 (depth) -- intended overlap"
 },
 {
  "script_section": "§37.2 DORA metrics: the delivery layer",
  "lecture": "7 (introduction) + 11 (depth) -- intended overlap; see low issue on the coupling finding"
 },
 {
  "script_section": "§37.3 The four-layer measurement cascade (tab:cascade, tab:contract)",
  "lecture": "11"
 },
 {
  "script_section": "§37.4 The cost of change (incl. §37 keypoint, ailinse, projektbox)",
  "lecture": "11"
 },
 {
  "script_section": "§38 The Third Fit Dimension: Conway's Law and Team Topologies",
  "lecture": "11"
 },
 {
  "script_section": "§39 Limits of the Theory -- Applied to Itself (Maxim 9, thinkbox)",
  "lecture": "11"
 },
 {
  "script_section": "§40 Two Axes, One Method",
  "lecture": "12"
 },
 {
  "script_section": "§41 Axis A (intro)",
  "lecture": "12"
 },
 {
  "script_section": "§41.1 Case 1 -- the Copilot RCT",
  "lecture": "12"
 },
 {
  "script_section": "§41.2 Case 2 -- the METR RCT",
  "lecture": "12"
 },
 {
  "script_section": "§41.3 The full empirical record",
  "lecture": "12"
 },
 {
  "script_section": "§41.4 Reconciling the divergence: moderator variables",
  "lecture": "12"
 },
 {
  "script_section": "§41.5 The verification bottleneck (Maxim 7)",
  "lecture": "12"
 },
 {
  "script_section": "§41.6 Architecture documentation as context for agents",
  "lecture": "12"
 },
 {
  "script_section": "§41.7 Guardrails as the precondition for safe agent use",
  "lecture": "12"
 },
 {
  "script_section": "§41.8 The agentic tool landscape 2025/2026",
  "lecture": "12"
 },
 {
  "script_section": "§41.9 Risks and responsibility (incl. projektbox)",
  "lecture": "12"
 },
 {
  "script_section": "§42 Axis B (intro)",
  "lecture": "12"
 },
 {
  "script_section": "§42.1 Case: the news-sentiment call, wired the obvious way",
  "lecture": "12"
 },
 {
  "script_section": "§42.2 The three component types",
  "lecture": "12"
 },
 {
  "script_section": "§42.3 Why containment: the SE4AI classics",
  "lecture": "12"
 },
 {
  "script_section": "§42.4 Integration patterns: a reference architecture",
  "lecture": "12"
 },
 {
  "script_section": "§42.5 The eval harness as an engineering artefact",
  "lecture": "12"
 },
 {
  "script_section": "§42.6 A new threat class: OWASP LLM Top 10 and prompt injection",
  "lecture": "13"
 },
 {
  "script_section": "§42.7 Regulation as a hard constraint: the EU AI Act",
  "lecture": "13"
 },
 {
  "script_section": "§43 How AI Shifts the Matrix (intro)",
  "lecture": "13"
 },
 {
  "script_section": "§43.1 The C10 row, cell by cell",
  "lecture": "13"
 },
 {
  "script_section": "§43.2 D12 across the seven patterns",
  "lecture": "13"
 },
 {
  "script_section": "§43.3 Which existing cells shift, and why",
  "lecture": "13"
 },
 {
  "script_section": "§43.4 MLOps maturity (incl. A6 restated)",
  "lecture": "13"
 },
 {
  "script_section": "§44 Agent Orchestration: The Emergent Eighth Pattern (intro)",
  "lecture": "13"
 },
 {
  "script_section": "§44.1 Case: the course project's advisor workflow",
  "lecture": "13"
 },
 {
  "script_section": "§44.2 What an agent is -- and is not",
  "lecture": "13"
 },
 {
  "script_section": "§44.3 Topologies and their classical analogues",
  "lecture": "13"
 },
 {
  "script_section": "§44.4 The economics of autonomy",
  "lecture": "13"
 },
 {
  "script_section": "§44.5 A capability-profile sketch (incl. projektbox)",
  "lecture": "13"
 },
 {
  "script_section": "§45 Synthesis: One Theory, Five Parts (Maxim 8, thinkbox)",
  "lecture": "13"
 }
]