{
  "schema_version": 1,
  "review_date": "2026-09-18",
  "route": "/videos/storytelling/close-readings/",
  "counts": {
    "films": 12,
    "dense_positions_inspected": 2517,
    "machine_words_mapped": 3447,
    "selected_words_inspected": 96,
    "native_transitions_inspected": 24,
    "caption_comparisons": 8,
    "public_stills": 192,
    "listening_reviews": 0,
    "continuous_playback_reviews": 0
  },
  "scope": "Twelve selected films from the frozen latest-100 cohort; depth does not apply to the other 88.",
  "word_timing": "Machine-estimated audio word timing, corrected for the decoded audio timeline origin; not human listening verification.",
  "frame_timing": "First decoded source frame at or after each selected estimated word onset; native PTS is not an exact speech alignment guarantee.",
  "full_transcripts_published": false,
  "films": [
    {
      "id": "bbNTY8O0GTY",
      "title": "Hold the artifact through the condition",
      "category": "Explanation",
      "thesis": "The speech makes human review a condition of reuse. The frame keeps the document available as the thing that needs that review.",
      "argument": "The presenters first explain why a data agent needs knowledge that is scattered across people and tools. A document then occupies the frame while the explanation moves through entities, metrics, filters and possible pitfalls. The speaker assigns review to a person familiar with the data before the material can be packaged and shared. The return to the two presenters broadens the discussion to existing semantic layers and the continuing work needed to maintain them. The story therefore qualifies its own promise: supplying a document is one step in an ongoing organizational practice.",
      "word_basis": "The four displayed words agree with the retained automatic captions. Their onsets come from machine analysis of the downloaded audio; they have not been checked by listening.",
      "word_notes": [
        {
          "from": 0,
          "to": 1,
          "label": "Inspection comes first",
          "text": "The first verb assigns work to the knowledgeable person introduced in the preceding clause. A populated table remains visible, giving that instruction a concrete object."
        },
        {
          "from": 1,
          "to": 3,
          "label": "Inspection can lead to a change",
          "text": "The conjunction joins checking to improvement. The images at these word estimates retain the same document composition; they do not demonstrate a person making a correction."
        },
        {
          "from": 3,
          "to": 4,
          "label": "A visible referent",
          "text": "The final word points back to the material already on screen. Keeping it visible supports that reference without adding another title or a new shot."
        }
      ],
      "composition": [
        {
          "label": "Establish the people",
          "text": "The opening conversation places two people behind laptops in one medium-wide view. Their shared table and eye lines keep the explanation conversational while the interface is still out of view."
        },
        {
          "label": "Give the document the frame",
          "text": "The cut at 34.900 seconds removes both presenters. A narrow prompt/history column stays on the left and the wider document occupies the rest of the image. Scrolling changes the inspected section while that layout persists."
        },
        {
          "label": "Hold through the qualification",
          "text": "The filter table remains on screen through the displayed review phrase and the following packaging/sharing explanation. The return to the presenters at 60.167 seconds restores the conversation for the wider conditions of adoption."
        }
      ],
      "timeline": [
        {
          "start": 0,
          "end": 3,
          "speech": "An opening topic card precedes the main explanation.",
          "picture": "Centered black type appears on white.",
          "job": "Name the question before asking the viewer to follow technical detail."
        },
        {
          "start": 3,
          "end": 34.9,
          "speech": "Trust depends on making distributed organizational knowledge accessible to the agent.",
          "picture": "Both presenters remain in a shared table composition.",
          "job": "Establish the problem and the people explaining it before introducing the artifact."
        },
        {
          "start": 34.9,
          "end": 48.2,
          "speech": "The explanation inventories the kinds of knowledge the document contains.",
          "picture": "A full-frame application view moves through document sections.",
          "job": "Give abstract categories visible places in one persistent document."
        },
        {
          "start": 48.2,
          "end": 60.167,
          "speech": "A knowledgeable person should inspect and improve the material before it is packaged for colleagues.",
          "picture": "The filter table stays visible; the document is not replaced by a celebratory result.",
          "job": "Keep the qualification attached to the artifact that requires it."
        },
        {
          "start": 60.167,
          "end": 107.933,
          "speech": "Existing semantic layers can be reused, but success needs sustained attention from people.",
          "picture": "The two-person conversation returns and continues into the closing exchange.",
          "job": "Broaden from the example to the organizational conditions around it."
        },
        {
          "start": 107.933,
          "end": 112.44,
          "speech": "The main spoken explanation has ended.",
          "picture": "The branded ending replaces the table scene.",
          "job": "Close the piece after the argument, rather than using the logo as its proof."
        }
      ],
      "transitions": [
        {
          "classification": "Hard cut to the document",
          "reading": "Adjacent source frames change from both presenters to the application at 34.900 seconds. The subsequent demonstrative explanation now has a document to point to. The word estimates do not establish an exact speech-to-cut synchronization.",
          "frames": [
            {
              "label": "Before",
              "time": 34.867,
              "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/transition-01-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 34.9,
              "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/transition-01-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=33s"
        },
        {
          "classification": "Hard cut back to the conversation",
          "reading": "The document is present at 60.133 seconds and both presenters are present at 60.167. That return accompanies the move from explaining the artifact to discussing when an organization should use it.",
          "frames": [
            {
              "label": "Before",
              "time": 60.133,
              "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/transition-02-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 60.167,
              "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/transition-02-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=59s"
        }
      ],
      "application": "When the all-hands recording introduces a review requirement, keep the actual Poe result visible during that clause. Show a real correction if the claim is that a person reviewed and changed it. Time that hold to the supplied recording, then introduce a new composition when the argument moves on.",
      "limit": "The visible document illustrates the subject of review. This sequence does not demonstrate the review being performed or establish that its definitions are correct. Product names and filler words elsewhere disagree between the two machine text sources and are not treated as certified wording.",
      "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY",
      "publication_date": "2026-09-18",
      "rank": 1,
      "source_title": "Use ChatGPT Work to ground analysis in your semantic layer",
      "words": [
        {
          "word": "review",
          "start": 52.35,
          "end": 52.73,
          "frame_pts": 52.367,
          "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/word-01.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=52s"
        },
        {
          "word": "and",
          "start": 52.73,
          "end": 52.93,
          "frame_pts": 52.733,
          "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/word-02.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=52s"
        },
        {
          "word": "refine",
          "start": 52.93,
          "end": 53.25,
          "frame_pts": 52.933,
          "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/word-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=52s"
        },
        {
          "word": "this.",
          "start": 53.25,
          "end": 53.67,
          "frame_pts": 53.267,
          "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/word-04.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=53s"
        }
      ],
      "excerpt": "review and refine this.",
      "frames": [
        {
          "time": 7.0,
          "label": "Establish the problem and the people explaining it before introducing the artifact.",
          "caption": "Both presenters remain in a shared table composition.",
          "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/composition-01.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=7s"
        },
        {
          "time": 36.0,
          "label": "Give abstract categories visible places in one persistent document.",
          "caption": "A full-frame application view moves through document sections.",
          "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/composition-02.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=36s"
        },
        {
          "time": 53.0,
          "label": "Keep the qualification attached to the artifact that requires it.",
          "caption": "The filter table stays visible; the document is not replaced by a celebratory result.",
          "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/composition-03.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=53s"
        },
        {
          "time": 86.0,
          "label": "Broaden from the example to the organizational conditions around it.",
          "caption": "The two-person conversation returns and continues into the closing exchange.",
          "image": "/videos/storytelling/close-readings/media/bbNTY8O0GTY/composition-04.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=86s"
        }
      ],
      "duration": 112.441,
      "evidence": {
        "dense_positions_inspected": 225,
        "machine_words_mapped": 309,
        "selected_words_inspected": 4,
        "native_transitions_inspected": 2,
        "caption_comparison_available": true,
        "human_listening_verified": false,
        "continuous_playback_reviewed": false,
        "audio_timeline_origin": 0.0,
        "frame_rate": "30/1"
      }
    },
    {
      "id": "Q_MEaNdMpZw",
      "title": "Make the alternatives visible",
      "category": "Customer account",
      "thesis": "The explanation describes several possible outcomes. A diagram turns those alternatives into branches while the filmed workplace keeps the account attached to people.",
      "argument": "The film moves from an organization-wide argument to several people's accounts of changing IT work. The opening speaker establishes three scales of change: individual, team and company. The help-desk section then describes advice, escalation and resolution as different outcomes. Software governance and reusable team skills provide further examples before the closing return to the opening speaker. The film alternates people, physical work, explanatory diagrams and shown software. Those surfaces serve different purposes: attribution, context, explanation and illustration. The on-screen performance figures add claims beyond the spoken argument; the film itself does not supply an independent measurement of those results.",
      "word_basis": "The nine displayed words agree with the retained automatic captions. Audio-derived onsets are machine estimates and have not been checked by listening.",
      "word_notes": [
        {
          "from": 0,
          "to": 2,
          "label": "Introduce another route",
          "text": "The clause opens an alternative to the advice described just before it. The picture has cut from the speaker to a close view of hands at a laptop, with an issue-to-agent diagram already present."
        },
        {
          "from": 2,
          "to": 7,
          "label": "Give the route a destination",
          "text": "As the clause names escalation and its human destination, the lower branch extends and a staff-member node appears. The graphic supplies spatial structure for the sentence."
        },
        {
          "from": 7,
          "to": 9,
          "label": "Keep the qualification",
          "text": "The last words qualify the handoff. The diagram identifies the destination but does not expose the transferred context, so that detail remains part of the speaker's account."
        }
      ],
      "composition": [
        {
          "label": "Leave room beside the speaker",
          "text": "Interview crops place the speaker to one side with architectural background space available for diagrams. The early three-layer graphic grows beside the face while the individual, team and company explanation proceeds."
        },
        {
          "label": "Separate explanation from product UI",
          "text": "The selected sequence puts white outlined nodes across a close-up of hands typing. It is a graphic explanation over filmed activity, not a readable recording of the agent performing those operations."
        },
        {
          "label": "Carry the diagram over the edit",
          "text": "At 74.283 seconds the camera angle changes, but the issue, agent and human-escalation route remain visible. The subsequent clause adds a separate upper resolution route, preserving the alternatives already introduced."
        }
      ],
      "timeline": [
        {
          "start": 0,
          "end": 19.8,
          "speech": "The opening identifies the IT leader and argues for changing the whole process.",
          "picture": "Architecture, walking, a named portrait, interview framing and hands at a laptop establish the people and workplace.",
          "job": "Attribute the account before presenting organizational claims."
        },
        {
          "start": 19.8,
          "end": 49.5,
          "speech": "The explanation moves through individual, team and company scales, followed by reported gains.",
          "picture": "Layers build beside the speaker, followed by a separate throughput graphic.",
          "job": "Keep an abstract hierarchy visible while the speech enumerates it."
        },
        {
          "start": 49.5,
          "end": 98,
          "speech": "The help-desk account describes immediate advice, a human handoff and automatic resolution, then discusses the remaining work for people.",
          "picture": "A named speaker alternates with laptop activity, branching diagrams and result claims over workplace footage.",
          "job": "Explain distinct routes without making every task look fully automatic."
        },
        {
          "start": 98,
          "end": 154,
          "speech": "The software-governance example describes categorization, assessment and decisions about existing tools.",
          "picture": "A new named speaker, meeting views, dashboards and decision graphics replace the help-desk example.",
          "job": "Use a new person and artifact to mark a new part of the argument."
        },
        {
          "start": 154,
          "end": 187.6,
          "speech": "Team knowledge becomes a reusable skill that colleagues can share and keep current.",
          "picture": "Another named speaker, typing, a skill label and a readable repository window show the shared material.",
          "job": "End the examples on something that persists beyond one person's interaction."
        },
        {
          "start": 187.6,
          "end": 208.74,
          "speech": "The opening speaker returns to the organizational case for experimentation.",
          "picture": "Interview and workplace shots lead to the branded ending.",
          "job": "Return from the examples to the claim that organized them."
        }
      ],
      "transitions": [
        {
          "classification": "Hard cut into the explanation",
          "reading": "The speaker is visible at 71.697 seconds; hands and the initial diagram replace her at 71.738. This brings the visual model forward as the spoken explanation introduces an alternative outcome.",
          "frames": [
            {
              "label": "Before",
              "time": 71.697,
              "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/transition-01-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 71.738,
              "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/transition-01-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=70s"
        },
        {
          "classification": "Angle change with diagram continuity",
          "reading": "Adjacent frames at 74.241 and 74.283 seconds change the laptop angle. The already-built lower branch survives the cut, leaving room for the next route without making the viewer reconstruct the first one.",
          "frames": [
            {
              "label": "Before",
              "time": 74.241,
              "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/transition-02-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 74.283,
              "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/transition-02-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=73s"
        }
      ],
      "application": "When the recording describes alternatives, give each one a distinct place in an original diagram and retain earlier branches as later clauses arrive. Use a real Poe demonstration to substantiate any claimed behavior; a diagram explains a flow but does not prove that the product performed it.",
      "limit": "Only the two displayed edit boundaries receive the adjacent-frame verdicts here. The broader chapter intervals are approximate. The diagrams, throughput statements and other result figures are claims or illustrations in the film, not independently established product measurements. The caption track includes a short closing exchange that the machine transcription omits.",
      "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw",
      "publication_date": "2026-09-16",
      "rank": 11,
      "source_title": "Reimagining IT with ChatGPT",
      "words": [
        {
          "word": "or",
          "start": 71.76,
          "end": 72.1,
          "frame_pts": 71.78,
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/word-01.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=71s"
        },
        {
          "word": "it's",
          "start": 72.1,
          "end": 72.46,
          "frame_pts": 72.114,
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/word-02.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=72s"
        },
        {
          "word": "escalated",
          "start": 72.46,
          "end": 72.92,
          "frame_pts": 72.489,
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/word-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=72s"
        },
        {
          "word": "to",
          "start": 72.92,
          "end": 73.1,
          "frame_pts": 72.948,
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/word-04.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=72s"
        },
        {
          "word": "a",
          "start": 73.1,
          "end": 73.22,
          "frame_pts": 73.115,
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/word-05.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=73s"
        },
        {
          "word": "human",
          "start": 73.22,
          "end": 73.42,
          "frame_pts": 73.24,
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/word-06.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=73s"
        },
        {
          "word": "queue",
          "start": 73.42,
          "end": 73.66,
          "frame_pts": 73.448,
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/word-07.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=73s"
        },
        {
          "word": "with",
          "start": 73.66,
          "end": 73.82,
          "frame_pts": 73.699,
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/word-08.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=73s"
        },
        {
          "word": "context,",
          "start": 73.82,
          "end": 74.28,
          "frame_pts": 73.824,
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/word-09.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=73s"
        }
      ],
      "excerpt": "or it's escalated to a human queue with context,",
      "frames": [
        {
          "time": 28.529,
          "label": "Keep an abstract hierarchy visible while the speech enumerates it.",
          "caption": "Layers build beside the speaker, followed by a separate throughput graphic.",
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/composition-01.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=28s"
        },
        {
          "time": 73.031,
          "label": "Explain distinct routes without making every task look fully automatic.",
          "caption": "A named speaker alternates with laptop activity, branching diagrams and result claims over workplace footage.",
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/composition-02.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=73s"
        },
        {
          "time": 76.535,
          "label": "Explain distinct routes without making every task look fully automatic.",
          "caption": "A named speaker alternates with laptop activity, branching diagrams and result claims over workplace footage.",
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/composition-03.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=76s"
        },
        {
          "time": 176.009,
          "label": "End the examples on something that persists beyond one person's interaction.",
          "caption": "Another named speaker, typing, a skill label and a readable repository window show the shared material.",
          "image": "/videos/storytelling/close-readings/media/Q_MEaNdMpZw/composition-04.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=Q_MEaNdMpZw&t=176s"
        }
      ],
      "duration": 208.741,
      "evidence": {
        "dense_positions_inspected": 418,
        "machine_words_mapped": 613,
        "selected_words_inspected": 9,
        "native_transitions_inspected": 2,
        "caption_comparison_available": true,
        "human_listening_verified": false,
        "continuous_playback_reviewed": false,
        "audio_timeline_origin": 0.0,
        "frame_rate": "24000/1001"
      }
    },
    {
      "id": "4UTn7oWvSJc",
      "title": "Let the follow-up become the demonstration",
      "category": "Lesson",
      "thesis": "The lesson makes a small spoken request visible in the composer. Its payoff is teaching the next action; it does not show the answer to that follow-up.",
      "argument": "The instructor reduces the perceived difficulty of starting, explains the message and voice controls, and gives one small example. Three possible uses appear as a short response layout. The instructor then chooses to continue the conversation and speaks a request for a simpler first step as that request is typed. A recap follows immediately. The ending adds a qualification about mistakes and important decisions before returning to the invitation to begin. The script keeps the lesson narrow, and the compositions separate reassurance, control identification, example, follow-up and caution.",
      "word_basis": "The eleven displayed words agree with the retained automatic captions and appear in the on-screen prompt. Their word onsets are machine estimates from the audio, not certified listening timings.",
      "word_notes": [
        {
          "from": 0,
          "to": 4,
          "label": "A conversational request",
          "text": "The opening addresses the assistant and points back to the answer already shown. The composer is isolated on black, so the accumulating prompt is the main place to look."
        },
        {
          "from": 4,
          "to": 5,
          "label": "Change the level of detail",
          "text": "This word gives the requested transformation. The surrounding sentence stays visible, preserving what the instruction is modifying."
        },
        {
          "from": 5,
          "to": 11,
          "label": "Ask for an actionable unit",
          "text": "The remaining clause narrows the request to one beginning action. The complete prompt is left readable before the cut to a recap. No follow-up answer appears in that interval."
        }
      ],
      "composition": [
        {
          "label": "Use the person for reassurance",
          "text": "The instructor begins at a table in a warm room. Wider and tighter views keep a human guide present while the script lowers the pressure to produce a perfect first prompt."
        },
        {
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          "time": 91.008,
          "label": "End with ownership of the decision.",
          "caption": "The table view holds through the final sentence, then cuts to the Academy ending.",
          "image": "/videos/storytelling/close-readings/media/gKyEzP_jhZc/composition-04.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=gKyEzP_jhZc&t=91s"
        }
      ],
      "duration": 97.621,
      "evidence": {
        "dense_positions_inspected": 196,
        "machine_words_mapped": 254,
        "selected_words_inspected": 12,
        "native_transitions_inspected": 2,
        "caption_comparison_available": true,
        "human_listening_verified": false,
        "continuous_playback_reviewed": false,
        "audio_timeline_origin": 0.0,
        "frame_rate": "24000/1001"
      }
    },
    {
      "id": "2YHa1vhnmK0",
      "title": "Explain the mechanism before holding the comparison",
      "category": "Technical launch",
      "thesis": "An incident investigation gives the technical features a common purpose. A sparse two-column diagram then turns one efficiency claim into a comparison the viewer can read.",
      "argument": "The opening names the infrastructure work around an agent before introducing the API. A simple app–harness–sandbox diagram explains the division of responsibility. The film then follows one incident investigation through connected tools, instructions, environment choices, log filtering, delegated work, compaction and a final report. These are distinct capabilities, but the incident supplies continuity. The report is the sequence's concrete destination; the closing returns to the developer benefit introduced at the start.",
      "word_basis": "The seven displayed words agree with the retained channel subtitle track. Their individual onsets are machine estimates from the source audio, not listening-verified synchronization points.",
      "word_notes": [
        {
          "from": 0,
          "to": 2,
          "label": "Name the quantity being compared",
          "text": "The left side already holds a large token count. On the right, a compact filtered result sits in a model-context box. The sentence makes this spatial contrast about token use."
        },
        {
          "from": 2,
          "to": 4,
          "label": "Connect the count to a mechanism",
          "text": "The right-hand result remains visible as the clause describes spending tokens on moving data. The preceding diagram supplies the explanation: code filters the logs before a compact result enters context."
        },
        {
          "from": 4,
          "to": 7,
          "label": "Let the comparison settle",
          "text": "By these sampled word onsets, both columns have resolved into counts. The frame holds through the remaining contrast, giving the viewer a stable pair to inspect. Those figures are the film's illustration, not a benchmark independently verified by this study."
        }
      ],
      "composition": [
        {
          "label": "Use three visual modes for three jobs",
          "text": "The presenter introduces and interprets the claim. Dark terminal captures show the technical material. White diagrams strip that material down to a relationship. Moving between them helps distinguish explanation from the detailed example."
        },
        {
          "label": "Keep the comparison spatially consistent",
          "text": "The direct-call approach stays on the left and the programmatic approach on the right. Each side develops within its own column, then resolves into a count at the same visual level. The audience can compare without relocating the subjects."
        },
        {
          "label": "Finish with an artifact that can be reviewed",
          "text": "The investigation ends in a document containing an assessment, evidence and proposed response. Showing the report after the terminal sequence changes the scale from internal process to something an on-call team could inspect."
        }
      ],
      "timeline": [
        {
          "start": 0,
          "end": 16.058,
          "speech": "The presenter names the surrounding infrastructure work and introduces a service intended to handle it.",
          "picture": "A table view gives way to a closer view and a brief product label.",
          "job": "Establish the problem before naming the offering."
        },
        {
          "start": 16.058,
          "end": 26.276,
          "speech": "The hosted harness and its responsibilities are explained.",
          "picture": "A white diagram places the harness between the application and sandbox, then adds responsibilities inside it.",
          "job": "Make the division of work legible."
        },
        {
          "start": 26.276,
          "end": 47.297,
          "speech": "An incident investigation needs data, recent changes and a runbook.",
          "picture": "The presenter introduces the example; terminal views alternate with selected configuration beside him.",
          "job": "Give the feature list one continuing task."
        },
        {
          "start": 47.297,
          "end": 66.608,
          "speech": "Environment choices are followed by the problem of too many logs for context.",
          "picture": "Configuration appears beside the presenter, then dense log output fills a dark terminal view.",
          "job": "Show both control and the scale of the information problem."
        },
        {
          "start": 66.608,
          "end": 78.287,
          "speech": "Filtering in code is explained as a way to reduce the raw data passed into context.",
          "picture": "A two-column diagram progresses from calls and results to a pair of token counts.",
          "job": "Make a technical mechanism comparable at a glance."
        },
        {
          "start": 78.287,
          "end": 105.23,
          "speech": "The example expands to delegated investigation and continuation through compaction.",
          "picture": "Terminal work returns, followed by table and close views of the presenter.",
          "job": "Explain additional capabilities within the same incident."
        },
        {
          "start": 105.23,
          "end": 116.742,
          "speech": "The completed investigation should become a report with evidence and next steps.",
          "picture": "A terminal result leads into a document that scrolls from assessment to proposed response.",
          "job": "Give the workflow a reviewable destination."
        },
        {
          "start": 116.742,
          "end": 137.741,
          "speech": "The presenter returns to the benefit of maintaining less infrastructure and closes the launch.",
          "picture": "Close and table views lead into the brand ending.",
          "job": "Resolve the original developer problem."
        }
      ],
      "transitions": [
        {
          "classification": "Hard cut from logs to comparison diagram",
          "reading": "Dense terminal logs remain at 66.567 seconds. At 66.608 the white two-column diagram appears. The cut changes the task from perceiving volume to understanding how the information is handled.",
          "frames": [
            {
              "label": "Before",
              "time": 66.567,
              "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/transition-01-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 66.608,
              "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/transition-01-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=65s"
        },
        {
          "classification": "Hard cut after the comparison hold",
          "reading": "The two counts are still visible at 78.245 seconds. At 78.287 a dark terminal window replaces them for the next capability. The finished comparison is given a hold before the technical example resumes.",
          "frames": [
            {
              "label": "Before",
              "time": 78.245,
              "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/transition-02-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 78.287,
              "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/transition-02-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=77s"
        }
      ],
      "application": "Carry one real task through a technical explanation. When a mechanism is difficult to read in a screen capture, use a simple diagram that preserves the task's actual relationships. Return to the real result afterward. If using a numerical comparison, retain the measurement basis and avoid presenting an illustrative number as a validated result.",
      "limit": "The diagrams and on-screen counts communicate the film's claims. This review does not verify API behavior, reproduce the incident investigation or establish a benchmark. The small captures support composition analysis; they are not a substitute for reading or executing the source code.",
      "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0",
      "publication_date": "2026-09-10",
      "rank": 27,
      "source_title": "Introducing the Agents API",
      "words": [
        {
          "word": "fewer",
          "start": 72.54,
          "end": 72.86,
          "frame_pts": 72.573,
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/word-01.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=72s"
        },
        {
          "word": "tokens",
          "start": 72.86,
          "end": 73.18,
          "frame_pts": 72.864,
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/word-02.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=72s"
        },
        {
          "word": "spent",
          "start": 73.18,
          "end": 73.54,
          "frame_pts": 73.198,
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/word-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=73s"
        },
        {
          "word": "passing",
          "start": 73.54,
          "end": 73.98,
          "frame_pts": 73.574,
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/word-04.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=73s"
        },
        {
          "word": "around",
          "start": 73.98,
          "end": 74.26,
          "frame_pts": 73.991,
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/word-05.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=73s"
        },
        {
          "word": "raw",
          "start": 74.26,
          "end": 74.54,
          "frame_pts": 74.283,
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/word-06.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=74s"
        },
        {
          "word": "data",
          "start": 74.54,
          "end": 74.86,
          "frame_pts": 74.575,
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/word-07.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=74s"
        }
      ],
      "excerpt": "fewer tokens spent passing around raw data",
      "frames": [
        {
          "time": 22.022,
          "label": "Make the division of work legible.",
          "caption": "A white diagram places the harness between the application and sandbox, then adds responsibilities inside it.",
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/composition-01.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=22s"
        },
        {
          "time": 44.503,
          "label": "Give the feature list one continuing task.",
          "caption": "The presenter introduces the example; terminal views alternate with selected configuration beside him.",
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/composition-02.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=44s"
        },
        {
          "time": 77.035,
          "label": "Make a technical mechanism comparable at a glance.",
          "caption": "A two-column diagram progresses from calls and results to a pair of token counts.",
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/composition-03.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=77s"
        },
        {
          "time": 114.031,
          "label": "Give the workflow a reviewable destination.",
          "caption": "A terminal result leads into a document that scrolls from assessment to proposed response.",
          "image": "/videos/storytelling/close-readings/media/2YHa1vhnmK0/composition-04.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=114s"
        }
      ],
      "duration": 137.741,
      "evidence": {
        "dense_positions_inspected": 276,
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        "selected_words_inspected": 7,
        "native_transitions_inspected": 2,
        "caption_comparison_available": true,
        "human_listening_verified": false,
        "continuous_playback_reviewed": false,
        "audio_timeline_origin": 0.0,
        "frame_rate": "24000/1001"
      }
    },
    {
      "id": "0XLGisanEAs",
      "title": "Connect the computer to the world it is meant to help",
      "category": "Research portrait",
      "thesis": "The opening does not illustrate every noun literally. It places a computational promise over physical laboratory work, then uses repeated biological imagery to connect methods, stakes and aspiration.",
      "argument": "An invitation to imagine a useful molecule opens over microscope work. The film contrasts gathering material in nature with computational investigation, then introduces the scientific and human stakes of antibiotic research. Laboratory actions, discussions, screens and illustrated examples give that large subject several scales. The final passage returns to the hope that this work might help people. That ending matters: the desired human benefit is presented as a goal, while the visible evidence remains research activity, visualizations and testimony.",
      "word_basis": "These nine words come from the local machine transcript. No independent usable channel caption track was available. Treat the wording and individual onsets as provisional until checked by listening to the official source.",
      "word_notes": [
        {
          "from": 0,
          "to": 3,
          "label": "Invite a possibility",
          "text": "The sentence begins as an invitation. The image shows a researcher using a microscope, locating the imagined object in a recognizable practice before showing any product interface."
        },
        {
          "from": 3,
          "to": 6,
          "label": "Make the work physical",
          "text": "A close view of a gloved hand adjusting the microscope replaces the wider laboratory view during this clause. The action provides a concrete detail of work rather than an illustration of a finished therapeutic result."
        },
        {
          "from": 6,
          "to": 9,
          "label": "Let the image add context",
          "text": "The phrase names the computer while the microscope detail remains. The image and words carry different parts of the idea: a computational method and the physical world it concerns. The opening subsequently cuts into microscopic imagery."
        }
      ],
      "composition": [
        {
          "label": "Change scale without changing the subject",
          "text": "The opening moves from a researcher at a microscope, to the focusing control, to a circular microscopic image. That progression gives the audience a route from person to action to the material under study."
        },
        {
          "label": "Give abstract information a recurring visual form",
          "text": "Colorful biological patterns recur behind archival-style pictures, behind a researcher at a desk and across the closing portraits. Read as a motif, they connect nature, data and the people examining it. They do not establish a scientific result by themselves."
        },
        {
          "label": "Place screens inside a working environment",
          "text": "The computer views include hands, reflections, angled displays and colleagues looking together. They locate the tool within laboratory practice. The film is not structured as an isolated sequence of product controls and responses."
        }
      ],
      "timeline": [
        {
          "start": 0,
          "end": 6,
          "speech": "The opening invites the viewer to imagine a computer-designed molecule with a human benefit.",
          "picture": "A researcher, a microscope control and biological imagery form a sequence of changing scales.",
          "job": "Connect the proposed method to a physical purpose."
        },
        {
          "start": 6,
          "end": 13.3,
          "speech": "Gathering material in nature is contrasted with computational work.",
          "picture": "A person among plants leads into inset images of field collection over colorful patterns.",
          "job": "Give the older search process a concrete form."
        },
        {
          "start": 13.3,
          "end": 28.5,
          "speech": "The narration introduces computational assistance and a claim about accelerating discovery.",
          "picture": "Colleagues, code, pipetting and a projected-pattern title sequence.",
          "job": "Establish the working world and the film's subject."
        },
        {
          "start": 28.5,
          "end": 57.8,
          "speech": "The narration explains why effective antibiotics matter and describes the stakes of resistance.",
          "picture": "Laboratory actions and a group discussion lead to medical illustrations.",
          "job": "Make the motivation larger than a software task."
        },
        {
          "start": 57.8,
          "end": 85.3,
          "speech": "Biology is described as information, with several sources of molecular investigation.",
          "picture": "Chat and code views, researchers, projected patterns, animal illustrations and a molecular visualization.",
          "job": "Move between the computational idea and examples of what it examines."
        },
        {
          "start": 85.3,
          "end": 98.5,
          "speech": "The account describes broader access to computational analysis and algorithms.",
          "picture": "Colleagues work together; angled displays show chat, code and data.",
          "job": "Locate the tool's role within ongoing research."
        },
        {
          "start": 98.5,
          "end": 110.3,
          "speech": "The narration returns to biological complexity and identifying patterns.",
          "picture": "A meeting, plant-filled surroundings and a montage of biological forms.",
          "job": "Reconnect the technical work to the larger field of inquiry."
        },
        {
          "start": 110.3,
          "end": 129.361,
          "speech": "The closing describes the hope that the work could help people and the motivation to continue.",
          "picture": "A reflective desk portrait, screens, projected imagery and smiling colleagues lead into the brand ending.",
          "job": "Resolve the portrait with an aspiration, not a demonstrated clinical outcome."
        }
      ],
      "transitions": [
        {
          "classification": "Hard cut from person to working detail",
          "reading": "The researcher at the microscope remains at 1.835 seconds. At 1.877 the frame changes to a gloved hand on its focusing control. The object and activity maintain continuity while the scale tightens.",
          "frames": [
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              "label": "Before",
              "time": 1.835,
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              "height": 135
            },
            {
              "label": "After",
              "time": 1.877,
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              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=0s"
        },
        {
          "classification": "Hard cut from instrument to microscopic image",
          "reading": "The focusing control remains at 3.587 seconds. At 3.629 a circular microscopic image replaces it. This completes the opening's progression toward the material being examined; it does not identify a particular molecule or outcome.",
          "frames": [
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              "label": "Before",
              "time": 3.587,
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              "time": 3.629,
              "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/transition-02-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=2s"
        }
      ],
      "application": "For a human account, let the pictures establish the real work, people and stakes around a product. A visual need not repeat the spoken noun if it adds necessary context. Keep ambitions and achieved results distinct: if the recording expresses a future hope, do not give it an image that implies the outcome has already occurred.",
      "limit": "The transcript is machine-only and includes uncertain proper names and a brief conversational interjection. This reading makes no claim about vocal delivery or speaker attribution. Laboratory footage and scientific illustrations do not independently establish efficacy, clinical benefit or the narration's scientific claims.",
      "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs",
      "publication_date": "2026-09-10",
      "rank": 31,
      "source_title": "Discovering new antibiotics with ChatGPT",
      "words": [
        {
          "word": "Imagine",
          "start": 0.14,
          "end": 0.82,
          "frame_pts": 0.167,
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/word-01.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=0s"
        },
        {
          "word": "a",
          "start": 0.82,
          "end": 1.28,
          "frame_pts": 0.834,
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/word-02.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=0s"
        },
        {
          "word": "molecule",
          "start": 1.28,
          "end": 1.68,
          "frame_pts": 1.293,
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/word-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=1s"
        },
        {
          "word": "that",
          "start": 1.68,
          "end": 1.9,
          "frame_pts": 1.71,
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/word-04.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=1s"
        },
        {
          "word": "you",
          "start": 1.9,
          "end": 1.98,
          "frame_pts": 1.919,
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/word-05.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=1s"
        },
        {
          "word": "created",
          "start": 1.98,
          "end": 2.32,
          "frame_pts": 2.002,
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/word-06.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=1s"
        },
        {
          "word": "on",
          "start": 2.32,
          "end": 2.56,
          "frame_pts": 2.336,
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/word-07.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=2s"
        },
        {
          "word": "a",
          "start": 2.56,
          "end": 2.68,
          "frame_pts": 2.586,
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/word-08.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=2s"
        },
        {
          "word": "computer",
          "start": 2.68,
          "end": 3.1,
          "frame_pts": 2.711,
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/word-09.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=2s"
        }
      ],
      "excerpt": "Imagine a molecule that you created on a computer",
      "frames": [
        {
          "time": 2.503,
          "label": "Connect the proposed method to a physical purpose.",
          "caption": "A researcher, a microscope control and biological imagery form a sequence of changing scales.",
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/composition-01.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=2s"
        },
        {
          "time": 17.017,
          "label": "Establish the working world and the film's subject.",
          "caption": "Colleagues, code, pipetting and a projected-pattern title sequence.",
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/composition-02.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=17s"
        },
        {
          "time": 75.033,
          "label": "Move between the computational idea and examples of what it examines.",
          "caption": "Chat and code views, researchers, projected patterns, animal illustrations and a molecular visualization.",
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/composition-03.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=75s"
        },
        {
          "time": 111.028,
          "label": "Resolve the portrait with an aspiration, not a demonstrated clinical outcome.",
          "caption": "A reflective desk portrait, screens, projected imagery and smiling colleagues lead into the brand ending.",
          "image": "/videos/storytelling/close-readings/media/0XLGisanEAs/composition-04.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=0XLGisanEAs&t=111s"
        }
      ],
      "duration": 129.361,
      "evidence": {
        "dense_positions_inspected": 259,
        "machine_words_mapped": 320,
        "selected_words_inspected": 9,
        "native_transitions_inspected": 2,
        "caption_comparison_available": false,
        "human_listening_verified": false,
        "continuous_playback_reviewed": false,
        "audio_timeline_origin": 0.0,
        "frame_rate": "24000/1001"
      }
    },
    {
      "id": "mPAmXQnhv2E",
      "title": "Show the work behind the spectacle",
      "category": "Business portrait",
      "thesis": "The stunt show provides the spectacle, but the story's problem is the work required to make it happen. A wide view of two people handling equipment makes a short statement about capacity tangible.",
      "argument": "The film opens with a practical request at a laptop, then reveals the scale of the live show. Travel and interview material establish the family business. The middle moves through setup, sound, design, merchandise and administration as examples of the owners' workload. Family moments lead into the performance and spectators' reactions, giving those practical tasks a human payoff. A fresh request while traveling to the next event closes the loop: the need for assistance continues with the business, rather than ending at one software result.",
      "word_basis": "The five displayed words come from the local machine transcript. No independent usable caption track was available. The wording and individual onsets remain provisional until checked by listening to the source.",
      "word_notes": [
        {
          "from": 0,
          "to": 2,
          "label": "Locate the people doing the work",
          "text": "The interview has already cut to a wide trailer view. Two people are handling equipment in front of the empty grandstand, giving the first-person statement an observable activity."
        },
        {
          "from": 2,
          "to": 4,
          "label": "Make a relationship visible",
          "text": "Both people remain within one frame. The shared task and the large pieces of equipment help the audience read the effort involved, without a graphic explaining workload."
        },
        {
          "from": 4,
          "to": 5,
          "label": "Preserve the statement's scope",
          "text": "The wide view holds through this estimated word onset before the next closer angle. The phrase is the owners' self-description; the wider film also shows other crew, so it should not be turned into an independently established staffing count."
        }
      ],
      "composition": [
        {
          "label": "Give setup the scale of the venue",
          "text": "Wide frames place the owners, trailer and large equipment against an empty grandstand. Those proportions make the preparation legible as substantial work before the crowd arrives."
        },
        {
          "label": "Use close details to connect different jobs",
          "text": "The sequence moves between equipment, a phone, signs, clothing and small merchandise. These details provide concrete referents for the different kinds of work discussed in the account. The montage links them thematically; it does not show every item being produced."
        },
        {
          "label": "Let the audience complete the performance",
          "text": "The stunt passages include wide airborne views and spectators looking up, smiling or reacting. The reaction shots make the effect on people part of the payoff, alongside the physical feat itself."
        }
      ],
      "timeline": [
        {
          "start": 0,
          "end": 14.4,
          "speech": "A practical request opens the film, followed by an introduction to the show.",
          "picture": "A laptop conversation leads into stunt footage, spectators and a title arranged over an overhead jump.",
          "job": "Connect everyday assistance with the scale of the business."
        },
        {
          "start": 14.4,
          "end": 32.366,
          "speech": "The owners describe travel, the family tour and the challenge of competing as a small business.",
          "picture": "The RV, an interview, crew preparation and the couple looking at a phone.",
          "job": "Establish the people and the constraints around the spectacle."
        },
        {
          "start": 32.366,
          "end": 42,
          "speech": "The account describes a small team with many tasks and gaps in expertise.",
          "picture": "Two people unload and position equipment; a phone request is intercut with the sound setup.",
          "job": "Make the capacity problem physical and specific."
        },
        {
          "start": 42,
          "end": 62.8,
          "speech": "Design, media and administration become examples of work the owners need help with.",
          "picture": "Phone views, signs, merchandise, an interview and the setup of a sales tent.",
          "job": "Broaden the need through recognizable jobs."
        },
        {
          "start": 62.8,
          "end": 73,
          "speech": "The account brings family demands into show day and turns toward the live audience.",
          "picture": "Children, the owners and crew give way to a microphone and the grandstand.",
          "job": "Move from preparation to the reason for it."
        },
        {
          "start": 73,
          "end": 85.5,
          "speech": "The account describes the reward of seeing people respond to the show.",
          "picture": "Airborne stunts alternate with spectators' visible reactions and applause.",
          "job": "Give the work an emotional payoff."
        },
        {
          "start": 85.5,
          "end": 98.1,
          "speech": "The owners connect entrepreneurship with freedom and family pride.",
          "picture": "Autographs, merchandise activity and the family moving around the grounds.",
          "job": "Extend the payoff beyond the performance."
        },
        {
          "start": 98.1,
          "end": 113.141,
          "speech": "A new planning request accompanies the next journey, followed by a statement of ambition.",
          "picture": "The RV travels through fields; a phone conversation and interview lead into a wide road view.",
          "job": "Close the day while leaving the business moving forward."
        }
      ],
      "transitions": [
        {
          "classification": "Hard cut from interview to shared work",
          "reading": "The interview close view remains at 32.324 seconds. At 32.366 the wide trailer and grandstand view appears. The image supplies the working context before the selected phrase begins.",
          "frames": [
            {
              "label": "Before",
              "time": 32.324,
              "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/transition-01-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 32.366,
              "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/transition-01-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=31s"
        },
        {
          "classification": "Hard cut into the equipment's space",
          "reading": "The wide trailer view remains at 33.867 seconds. At 33.909 the camera position changes to a view framed by the open equipment enclosure. The activity continues while its physical detail becomes more prominent.",
          "frames": [
            {
              "label": "Before",
              "time": 33.867,
              "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/transition-02-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 33.909,
              "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/transition-02-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=32s"
        }
      ],
      "application": "Give a product benefit a visible cost it helps address. Show the actual work around the task, then return to what that work makes possible for people. For the all-hands, distinguish a real before-and-after product demonstration from a montage that associates the product with several business activities.",
      "limit": "The account and montage do not establish which merchandise was generated with the tool, quantify saved time or validate the example answers. Machine transcription contains uncertain technical terms and proper names outside the selected phrase. No claims about sound design or vocal delivery are made.",
      "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E",
      "publication_date": "2026-09-10",
      "rank": 30,
      "source_title": "Helping a small business go big with ChatGPT",
      "words": [
        {
          "word": "We're",
          "start": 32.93,
          "end": 33.29,
          "frame_pts": 32.95,
          "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/word-01.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=32s"
        },
        {
          "word": "a",
          "start": 33.29,
          "end": 33.39,
          "frame_pts": 33.325,
          "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/word-02.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=33s"
        },
        {
          "word": "team",
          "start": 33.39,
          "end": 33.55,
          "frame_pts": 33.408,
          "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/word-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=33s"
        },
        {
          "word": "of",
          "start": 33.55,
          "end": 33.71,
          "frame_pts": 33.575,
          "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/word-04.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=33s"
        },
        {
          "word": "two",
          "start": 33.71,
          "end": 33.91,
          "frame_pts": 33.742,
          "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/word-05.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=33s"
        }
      ],
      "excerpt": "We're a team of two",
      "frames": [
        {
          "time": 1.502,
          "label": "Connect everyday assistance with the scale of the business.",
          "caption": "A laptop conversation leads into stunt footage, spectators and a title arranged over an overhead jump.",
          "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/composition-01.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=1s"
        },
        {
          "time": 34.535,
          "label": "Make the capacity problem physical and specific.",
          "caption": "Two people unload and position equipment; a phone request is intercut with the sound setup.",
          "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/composition-02.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=34s"
        },
        {
          "time": 58.517,
          "label": "Broaden the need through recognizable jobs.",
          "caption": "Phone views, signs, merchandise, an interview and the setup of a sales tent.",
          "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/composition-03.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=58s"
        },
        {
          "time": 78.036,
          "label": "Give the work an emotional payoff.",
          "caption": "Airborne stunts alternate with spectators' visible reactions and applause.",
          "image": "/videos/storytelling/close-readings/media/mPAmXQnhv2E/composition-04.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=mPAmXQnhv2E&t=78s"
        }
      ],
      "duration": 113.141,
      "evidence": {
        "dense_positions_inspected": 227,
        "machine_words_mapped": 318,
        "selected_words_inspected": 5,
        "native_transitions_inspected": 2,
        "caption_comparison_available": false,
        "human_listening_verified": false,
        "continuous_playback_reviewed": false,
        "audio_timeline_origin": 0.0,
        "frame_rate": "24000/1001"
      }
    },
    {
      "id": "PbfXbDbCthA",
      "title": "Let one instruction organize the whole scene",
      "category": "Short brand film",
      "thesis": "A short request gives the film a concrete task. The surrounding office movement becomes a visual interpretation of coordinated work, while screen inserts carry the actual request, progress and result.",
      "argument": "The protagonist speaks into a phone while entering an office. The frame expands to include the people and desks around her, then bridges from the phone to a laptop. A longer written request and a progress list establish the task more explicitly than the brief spoken setup. Office movement surrounds the seated protagonist before the film shows a presentation and several of its slides. A return to her, followed by the closing line over the wider room, joins the concrete result to the film's broader idea of directing work. This is a staged brand narrative, not a real-time record of the workflow.",
      "word_basis": "These six machine-transcribed words also appear in the later on-screen request. No independent caption track was available. The written request is longer than the recovered spoken sentence and is not a verbatim transcript of it; word onsets remain estimated.",
      "word_notes": [
        {
          "from": 0,
          "to": 2,
          "label": "Attach a source to the request",
          "text": "This part of the sentence connects the requested update to its input. The image still follows the protagonist from behind, with the phone and the office ahead of her in the same frame."
        },
        {
          "from": 2,
          "to": 3,
          "label": "Open the frame to the team",
          "text": "The wider office view is present at this estimated onset. People and desks now occupy several depths of the image. That creates a visual association with the group named by the request, without establishing that each person represents a software action."
        },
        {
          "from": 3,
          "to": 6,
          "label": "Keep the task specific",
          "text": "The last words specify recent meeting material. People continue to cross the office composition while the request finishes. The later screen insert, rather than these background actions, provides the readable task context."
        }
      ],
      "composition": [
        {
          "label": "Move from the person into her working world",
          "text": "A frontal phone view becomes a rear view and then a wider office angle. This progression keeps the protagonist as the thread while adding the environment in which the request matters."
        },
        {
          "label": "Use depth for the surrounding activity",
          "text": "People cross foreground aisles, work around middle-distance desks and make larger gestures farther back. The seated protagonist supplies a relatively stable focal point in later views. The contrast can be read as a metaphor for work coordinated around one instruction."
        },
        {
          "label": "Reserve screen inserts for readable evidence",
          "text": "The laptop shots identify the written request, progress through connected material and the resulting presentation. The film revisits several slides before returning to the person, so the physical staging is supported by a visible artifact."
        }
      ],
      "timeline": [
        {
          "start": 0,
          "end": 4.671,
          "speech": "A brief instruction asks for a launch presentation update using recent meeting material.",
          "picture": "A phone request leads from a frontal view to the wider office.",
          "job": "Give the visual sequence a specific task."
        },
        {
          "start": 4.671,
          "end": 7.758,
          "speech": "No additional speech was recovered in this interval.",
          "picture": "A desk view connects phone and laptop, followed by the longer written request.",
          "job": "Bridge the physical action to its screen context."
        },
        {
          "start": 7.758,
          "end": 11.136,
          "speech": "The opening request remains the verbal setup; no further words were recovered.",
          "picture": "The protagonist is followed by close views of the task's progress list.",
          "job": "Make the work behind the request visible."
        },
        {
          "start": 11.136,
          "end": 17.851,
          "speech": "No additional speech was recovered in this interval.",
          "picture": "Office activity continues around desks, a doorway and the seated protagonist.",
          "job": "Develop the film's visual metaphor of coordinated work."
        },
        {
          "start": 17.851,
          "end": 22.814,
          "speech": "No additional speech was recovered in this interval.",
          "picture": "The laptop reveals a presentation, followed by the protagonist and a wide room view.",
          "job": "Connect the surrounding activity to a concrete output."
        },
        {
          "start": 22.814,
          "end": 25.067,
          "speech": "The result is presented visually; no new narration was recovered.",
          "picture": "Several presentation slides are shown in sequence.",
          "job": "Let the audience inspect the type of artifact produced."
        },
        {
          "start": 25.067,
          "end": 30.061,
          "speech": "The closing message is on screen; the transcript supplies no further spoken line.",
          "picture": "The protagonist returns, followed by the wider office and closing typography.",
          "job": "Join the completed task to the brand idea."
        }
      ],
      "transitions": [
        {
          "classification": "Hard cut from following view to wider office",
          "reading": "The protagonist's back and phone remain at 2.920 seconds. At 2.961 the wider side view opens the frame to the office. This occurs within the machine-estimated excerpt, but it is not a listening-verified cut on a particular word.",
          "frames": [
            {
              "label": "Before",
              "time": 2.92,
              "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/transition-01-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 2.961,
              "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/transition-01-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=1s"
        },
        {
          "classification": "Hard cut from finished slide to protagonist",
          "reading": "A presentation slide remains at 25.025 seconds. At 25.067 the protagonist returns in a frontal desk view with office activity behind her. The person receives the ending after the artifact has been shown.",
          "frames": [
            {
              "label": "Before",
              "time": 25.025,
              "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/transition-02-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 25.067,
              "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/transition-02-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=24s"
        }
      ],
      "application": "Use one clear instruction to organize a short sequence, and give the audience a visible artifact before the closing claim. If surrounding motion serves as a metaphor, retain enough real product evidence to explain what was actually done. Keep the metaphor's timing separate from any claim about product latency.",
      "limit": "The machine transcript recovered only the short opening request. That is not a certification of silence or an analysis of the rest of the soundtrack. Office staging is interpreted as metaphor; this study does not verify connector behavior, presentation accuracy, elapsed task time or synchronization to music.",
      "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA",
      "publication_date": "2026-09-10",
      "rank": 28,
      "source_title": "In Harmony",
      "words": [
        {
          "word": "with",
          "start": 2.73,
          "end": 2.89,
          "frame_pts": 2.753,
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/word-01.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=2s"
        },
        {
          "word": "the",
          "start": 2.89,
          "end": 2.99,
          "frame_pts": 2.92,
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/word-02.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=2s"
        },
        {
          "word": "team's",
          "start": 2.99,
          "end": 3.33,
          "frame_pts": 3.003,
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/word-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=2s"
        },
        {
          "word": "latest",
          "start": 3.33,
          "end": 3.55,
          "frame_pts": 3.337,
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/word-04.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=3s"
        },
        {
          "word": "meeting",
          "start": 3.55,
          "end": 3.79,
          "frame_pts": 3.587,
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/word-05.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=3s"
        },
        {
          "word": "notes",
          "start": 3.79,
          "end": 4.13,
          "frame_pts": 3.795,
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/word-06.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=3s"
        }
      ],
      "excerpt": "with the team's latest meeting notes",
      "frames": [
        {
          "time": 3.003,
          "label": "Give the visual sequence a specific task.",
          "caption": "A phone request leads from a frontal view to the wider office.",
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/composition-01.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=3s"
        },
        {
          "time": 9.51,
          "label": "Make the work behind the request visible.",
          "caption": "The protagonist is followed by close views of the task's progress list.",
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/composition-02.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=9s"
        },
        {
          "time": 16.016,
          "label": "Develop the film's visual metaphor of coordinated work.",
          "caption": "Office activity continues around desks, a doorway and the seated protagonist.",
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/composition-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=16s"
        },
        {
          "time": 23.524,
          "label": "Let the audience inspect the type of artifact produced.",
          "caption": "Several presentation slides are shown in sequence.",
          "image": "/videos/storytelling/close-readings/media/PbfXbDbCthA/composition-04.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PbfXbDbCthA&t=23s"
        }
      ],
      "duration": 30.061,
      "evidence": {
        "dense_positions_inspected": 60,
        "machine_words_mapped": 14,
        "selected_words_inspected": 6,
        "native_transitions_inspected": 2,
        "caption_comparison_available": false,
        "human_listening_verified": false,
        "continuous_playback_reviewed": false,
        "audio_timeline_origin": 0.0,
        "frame_rate": "24000/1001"
      }
    },
    {
      "id": "ceBruD6v5Bk",
      "title": "Keep the conversation present while the work changes",
      "category": "Interface demonstration",
      "thesis": "A voice request accumulates in a quiet composition before the film opens the documents behind it. The recurring orb connects speaking, waiting, inspection and the returned explanation.",
      "argument": "The opening typography proposes voice as the way into the task. A mode switch and an enlarged control show the entry point, then a request about recipe versions builds above the orb. The interface shifts from capturing the request to displaying work in progress. A brief desktop sequence exposes an email and successive recipe documents before the film returns to the conversational layout with a specific ingredient comparison. The closing expands back to the broader product message. The story has a request, supporting material and an answer; the edited status labels do not establish real elapsed time.",
      "word_basis": "This five-word passage agrees with the available caption text. The full comparison also found differences elsewhere, including a task verb and an ingredient name. Both text sources are machine evidence, and the displayed word onsets are estimates.",
      "word_notes": [
        {
          "from": 0,
          "to": 2,
          "label": "Hand the task to the assistant",
          "text": "The phrase begins while the orb is small near the lower right and a pale thinking state occupies the left. The change in the pronoun's role is supported by this changed layout, rather than a new camera view."
        },
        {
          "from": 2,
          "to": 3,
          "label": "Name the operation before showing the material",
          "text": "At the estimated onset of the verb, the on-screen sentence is still building its opening. The large text and small orb divide attention between the stated operation and the continuing conversation. The text reveal does not match each estimated word onset exactly."
        },
        {
          "from": 3,
          "to": 5,
          "label": "Refer back to the requested versions",
          "text": "The sentence continues across the same white field. Its objects are still verbal here; the email and recipe pages arrive later. That delay lets the viewer understand the comparison task before inspecting the material used to perform it."
        }
      ],
      "composition": [
        {
          "label": "Give the request room to accumulate",
          "text": "A narrow rounded text block grows near the top of an otherwise sparse frame, above a blue-purple orb. There is little competing detail while the user adds the comparison, a taste problem and an approval deadline."
        },
        {
          "label": "Keep an anchor through the scale changes",
          "text": "The orb moves from a prominent lower position to a small corner presence as status text and then the desktop take over. Its recurrence makes those different views read as parts of the same conversation."
        },
        {
          "label": "Separate source inspection from the answer",
          "text": "The colorful desktop carries small surrounding files and notes while a central email or recipe window becomes the focus. The answer returns to the sparse white layout, so the viewer can distinguish the consulted material from the explanation derived from it."
        }
      ],
      "timeline": [
        {
          "start": 0,
          "end": 4.3,
          "speech": "No speech was recovered during the opening message and mode selection.",
          "picture": "Brief kinetic typography resolves into a voice proposition, then a Chat/Work toggle selects Work.",
          "job": "Introduce the interaction and locate its mode."
        },
        {
          "start": 4.3,
          "end": 7.22,
          "speech": "A short conversational acknowledgment begins the request.",
          "picture": "The voice control is enlarged, activated and replaced by a minimal orb view.",
          "job": "Make the entry action legible before the example develops."
        },
        {
          "start": 7.22,
          "end": 18.3,
          "speech": "The request compares a newer recipe with earlier versions in email, identifies excessive spice and adds an approval deadline.",
          "picture": "The request accumulates in a text block above the orb.",
          "job": "Give the work a specific object, problem and constraint."
        },
        {
          "start": 18.3,
          "end": 23.4,
          "speech": "A brief handoff leads into the assistant's statement that it will compare the versions.",
          "picture": "The orb becomes smaller, status labels change and the assistant's sentence grows across the left of the frame.",
          "job": "Bridge from the request into the work being represented."
        },
        {
          "start": 23.4,
          "end": 26.86,
          "speech": "No new speech was recovered during the brief document inspection sequence.",
          "picture": "A desktop appears, a central email window expands and successive recipe sheets are shown.",
          "job": "Expose the material behind the comparison."
        },
        {
          "start": 26.86,
          "end": 32.8,
          "speech": "The answer identifies ingredients added in the newer recipe and attributes extra spice to one of them.",
          "picture": "The sparse conversational view returns and the response builds above the enlarged orb.",
          "job": "Return a specific explanation to the original problem."
        },
        {
          "start": 32.8,
          "end": 39.581,
          "speech": "No additional speech was recovered during the closing typography.",
          "picture": "The voice proposition returns, followed by product naming, surrounding recipe assets and the closing mark.",
          "job": "Generalize from the example after its answer is visible."
        }
      ],
      "transitions": [
        {
          "classification": "Hard cut from mode choice to voice control",
          "reading": "The mode toggle remains at 4.267 seconds. At 4.300 the composition jumps to an enlarged voice control and pointer. The change turns a mode choice into a concrete next action.",
          "frames": [
            {
              "label": "Before",
              "time": 4.267,
              "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/transition-01-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 4.3,
              "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/transition-01-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=3s"
        },
        {
          "classification": "Window expansion within the desktop, not a hard cut",
          "reading": "At 23.500 seconds the desktop is visible without the central email window. At 23.533 the window is entering and it continues enlarging through the neighboring frames. The surrounding desktop and orb persist. A scene-change score marks a useful inspection point here, not an edit boundary.",
          "frames": [
            {
              "label": "Before",
              "time": 23.5,
              "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/transition-02-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 23.533,
              "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/transition-02-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=22s"
        }
      ],
      "application": "When a demo crosses conversation, source material and a result, keep a visible anchor and make each view serve one stage of the task. Show the relevant inputs before the answer makes a claim about them. Use the actual Poe workflow and verify any timing claim independently of an edited progress display.",
      "limit": "This reading establishes the displayed progression, not the accuracy of the recipe comparison, current product behavior or task latency. Full transcripts and caption differences were inspected, but neither the speech nor the soundtrack received direct listening verification.",
      "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk",
      "publication_date": "2026-08-24",
      "rank": 69,
      "source_title": "You can just use your voice | ChatGPT Work",
      "words": [
        {
          "word": "Let",
          "start": 19.96,
          "end": 20.36,
          "frame_pts": 19.967,
          "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/word-01.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=19s"
        },
        {
          "word": "me",
          "start": 20.36,
          "end": 20.5,
          "frame_pts": 20.367,
          "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/word-02.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=20s"
        },
        {
          "word": "compare",
          "start": 20.5,
          "end": 20.88,
          "frame_pts": 20.5,
          "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/word-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=20s"
        },
        {
          "word": "those",
          "start": 20.88,
          "end": 21.24,
          "frame_pts": 20.9,
          "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/word-04.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=20s"
        },
        {
          "word": "versions.",
          "start": 21.24,
          "end": 21.68,
          "frame_pts": 21.267,
          "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/word-05.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=21s"
        }
      ],
      "excerpt": "Let me compare those versions.",
      "frames": [
        {
          "time": 10.0,
          "label": "Give the work a specific object, problem and constraint.",
          "caption": "The request accumulates in a text block above the orb.",
          "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/composition-01.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=10s"
        },
        {
          "time": 21.0,
          "label": "Bridge from the request into the work being represented.",
          "caption": "The orb becomes smaller, status labels change and the assistant's sentence grows across the left of the frame.",
          "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/composition-02.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=21s"
        },
        {
          "time": 25.5,
          "label": "Expose the material behind the comparison.",
          "caption": "A desktop appears, a central email window expands and successive recipe sheets are shown.",
          "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/composition-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=25s"
        },
        {
          "time": 31.0,
          "label": "Return a specific explanation to the original problem.",
          "caption": "The sparse conversational view returns and the response builds above the enlarged orb.",
          "image": "/videos/storytelling/close-readings/media/ceBruD6v5Bk/composition-04.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=31s"
        }
      ],
      "duration": 39.581,
      "evidence": {
        "dense_positions_inspected": 80,
        "machine_words_mapped": 53,
        "selected_words_inspected": 5,
        "native_transitions_inspected": 2,
        "caption_comparison_available": true,
        "human_listening_verified": false,
        "continuous_playback_reviewed": false,
        "audio_timeline_origin": 0.0,
        "frame_rate": "30/1"
      }
    },
    {
      "id": "0qK3KqvtRrg",
      "title": "Make the revision part of the result",
      "category": "Workflow tutorial",
      "thesis": "The tutorial gives an existing site a second request, then shows its revised expense view. Keeping the request and the artifact together makes user control part of the demonstration.",
      "argument": "An opening introduction promises a usable website and previews a trip site. The tutorial then returns to the presenter, explains the context and dictates a detailed building request over the actual composer. A site appears, followed by a second request about shared expenses and a revised expense view. Sharing is introduced as another decision, and a professional dashboard extends the use case to recurring work. The closing locates the sites and their links. The first preview and later trip example have different titles and designs: this is an edited tutorial organized by a use case, not one uninterrupted record of a single build.",
      "word_basis": "These seven machine-transcribed words agree with the available caption passage. The full comparison contains errors and disagreements elsewhere, especially product names and several dictated phrases. This short excerpt's onsets are still machine estimates.",
      "word_notes": [
        {
          "from": 0,
          "to": 2,
          "label": "Keep the requested change beside the existing page",
          "text": "The first two word frames show the completed revision request in the composer and the earlier expense view to its right. The requested receipt support is visible as text; an actual receipt upload is not shown in these frames."
        },
        {
          "from": 2,
          "to": 4,
          "label": "Widen the view when the result becomes the subject",
          "text": "By these word onsets, the composition has moved to the updated expense page. Summary amounts occupy the top of the result, with the request and response beside them. The transition joins an instruction to an inspectable output without showing all the intervening work."
        },
        {
          "from": 4,
          "to": 7,
          "label": "Hold the financial summary through the payoff",
          "text": "The revised expense view stays visible through the end of the clause. Its totals and rows give the statement a concrete referent. Their presence demonstrates the displayed artifact, not the independent correctness of its arithmetic."
        }
      ],
      "composition": [
        {
          "label": "Let the presenter establish the task",
          "text": "A frontal desk view and a closer three-quarter angle handle explanation and transitions between examples. When the demo matters, the software becomes the main image and the presenter remains in a small upper-right inset."
        },
        {
          "label": "Keep context above the composer",
          "text": "The first long dictated request holds a close software view with trip details above the input waveform. It is a sustained context-and-input composition, rather than a separate shot for every requested feature. The written prompt appears after dictation finishes."
        },
        {
          "label": "Give instruction and artifact neighboring space",
          "text": "During revision, the request occupies the left and the site occupies the right. The wider result view lets the audience connect the requested expense behavior to the visible summary. The small presenter inset briefly disappears around the change, leaving the interface as the focus."
        }
      ],
      "timeline": [
        {
          "start": 0,
          "end": 17.851,
          "speech": "The presenter introduces website building through a group-trip use case.",
          "picture": "An overhead arrival and laptop detail lead into the presenter, then a browser preview of a trip site and its itinerary.",
          "job": "Show the kind of destination before explaining how to request it."
        },
        {
          "start": 17.851,
          "end": 32.074,
          "speech": "The explanation identifies the app, available trip context and dictation as the input method.",
          "picture": "Frontal and three-quarter presenter views carry the setup.",
          "job": "Establish the starting conditions for the demonstration."
        },
        {
          "start": 32.074,
          "end": 50.467,
          "speech": "A detailed request specifies the trip site's information, activities, expenses and review before sharing.",
          "picture": "Trip details remain above a recording waveform; the dictated request later appears as composer text.",
          "job": "Make the request concrete while preserving its source context."
        },
        {
          "start": 50.467,
          "end": 64.648,
          "speech": "The explanation describes hosting, stored information and the ability to ask for changes without writing code.",
          "picture": "The view widens through a building state and a site preview, then returns to the presenter.",
          "job": "Connect the request to an emerging artifact and introduce iteration."
        },
        {
          "start": 64.648,
          "end": 79.037,
          "speech": "A second instruction asks for expense splitting, individual amounts and receipts; the narration describes the resulting shared activity.",
          "picture": "The existing expense page sits beside the recorded request, followed by a reframed view of the updated expense summary.",
          "job": "Make revision an observable part of the workflow."
        },
        {
          "start": 79.037,
          "end": 95.637,
          "speech": "The presenter explains private, selective and public sharing and asks for the trip group to receive access.",
          "picture": "The presenter gives way to a typed sharing request beside the site.",
          "job": "Treat distribution as a separate decision after creation."
        },
        {
          "start": 95.637,
          "end": 112.404,
          "speech": "A product-launch dashboard introduces a professional use case that combines metrics, team information and public feedback.",
          "picture": "Alternating presenter views explain the new purpose before the interface returns.",
          "job": "Broaden the application through another specific need."
        },
        {
          "start": 112.404,
          "end": 131.757,
          "speech": "A recurring-update request names sources and a schedule, followed by an explanation of finding sites and their links.",
          "picture": "The dashboard's composer records and displays the instruction, then the Sites list and sharing dialog appear.",
          "job": "Show how the artifact is requested, found and shared."
        },
        {
          "start": 131.757,
          "end": 140.521,
          "speech": "The closing joins group planning and an ongoing dashboard as two uses of the same capability.",
          "picture": "The presenter returns before the closing typography and mark.",
          "job": "Resolve the two examples into a concise product proposition."
        }
      ],
      "transitions": [
        {
          "classification": "Hard cut from presenter to the dictated request",
          "reading": "The presenter fills the main image at 32.032 seconds. At 32.074 the software takes over, with trip details above the recording waveform and the presenter in an inset. The composition changes as the general explanation becomes a specific instruction.",
          "frames": [
            {
              "label": "Before",
              "time": 32.032,
              "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/transition-01-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 32.074,
              "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/transition-01-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=31s"
        },
        {
          "classification": "Rapid reframing into the revised expense view",
          "reading": "The earlier expense layout and completed request are visible at 72.906 seconds. At 72.948 an updated view appears within a brief blurred reframe, which continues through the neighboring frames. This is an edited change of state and framing, not continuous evidence of the time needed to perform the revision.",
          "frames": [
            {
              "label": "Before",
              "time": 72.906,
              "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/transition-02-before.webp",
              "width": 240,
              "height": 135
            },
            {
              "label": "After",
              "time": 72.948,
              "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/transition-02-after.webp",
              "width": 240,
              "height": 135
            }
          ],
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=71s"
        }
      ],
      "application": "Build a demo around an initial artifact, one meaningful revision and a result the audience can inspect. Hold the request's context during dictation, then give the changed output enough space and time. Verify the actual Poe behavior, including sharing or scheduled execution, whenever the recorded claim depends on it.",
      "limit": "The inspected images show a revision request, a changed expense page, a sharing request and a scheduling request. They do not establish recipient access, a future scheduled run, receipt-upload success, calculation correctness or real build latency. The source's presenter inset does not change the all-hands requirement for separate talking-head and presentation videos.",
      "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg",
      "publication_date": "2026-08-28",
      "rank": 59,
      "source_title": "Build a Shareable Site",
      "words": [
        {
          "word": "add",
          "start": 72.6,
          "end": 72.78,
          "frame_pts": 72.614,
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/word-01.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=72s"
        },
        {
          "word": "receipts,",
          "start": 72.78,
          "end": 73.22,
          "frame_pts": 72.781,
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/word-02.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=72s"
        },
        {
          "word": "and",
          "start": 73.38,
          "end": 73.72,
          "frame_pts": 73.407,
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/word-03.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=73s"
        },
        {
          "word": "see",
          "start": 73.72,
          "end": 73.88,
          "frame_pts": 73.74,
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/word-04.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=73s"
        },
        {
          "word": "what",
          "start": 73.88,
          "end": 74.0,
          "frame_pts": 73.907,
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/word-05.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=73s"
        },
        {
          "word": "they",
          "start": 74.0,
          "end": 74.1,
          "frame_pts": 74.032,
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/word-06.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=74s"
        },
        {
          "word": "owe.",
          "start": 74.1,
          "end": 74.32,
          "frame_pts": 74.116,
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/word-07.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=74s"
        }
      ],
      "excerpt": "add receipts, and see what they owe.",
      "frames": [
        {
          "time": 15.015,
          "label": "Show the kind of destination before explaining how to request it.",
          "caption": "An overhead arrival and laptop detail lead into the presenter, then a browser preview of a trip site and its itinerary.",
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/composition-01.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=15s"
        },
        {
          "time": 47.005,
          "label": "Make the request concrete while preserving its source context.",
          "caption": "Trip details remain above a recording waveform; the dictated request later appears as composer text.",
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/composition-02.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=47s"
        },
        {
          "time": 77.035,
          "label": "Make revision an observable part of the workflow.",
          "caption": "The existing expense page sits beside the recorded request, followed by a reframed view of the updated expense summary.",
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/composition-03.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=77s"
        },
        {
          "time": 128.003,
          "label": "Show how the artifact is requested, found and shared.",
          "caption": "The dashboard's composer records and displays the instruction, then the Sites list and sharing dialog appear.",
          "image": "/videos/storytelling/close-readings/media/0qK3KqvtRrg/composition-04.webp",
          "width": 640,
          "height": 360,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=128s"
        }
      ],
      "duration": 140.521,
      "evidence": {
        "dense_positions_inspected": 281,
        "machine_words_mapped": 479,
        "selected_words_inspected": 7,
        "native_transitions_inspected": 2,
        "caption_comparison_available": true,
        "human_listening_verified": false,
        "continuous_playback_reviewed": false,
        "audio_timeline_origin": 0.0,
        "frame_rate": "24000/1001"
      }
    },
    {
      "id": "0NUm552iB3U",
      "title": "Make the variable visible while it is named",
      "category": "Portrait-format conversation",
      "thesis": "The short moves from a personal account of making a tool to a sustained view of that tool changing. A stacked composition keeps the demonstration and the conversation visible together while the speaker names adjustable properties.",
      "argument": "A close-up opens with a claim about quickly making a design tool. The other participant asks what that enables. A laptop view first supplies a broad field of generated forms; the composition then stacks the software above both participants. The example narrows from a pattern library to a letterform, shows a font grid and returns to a single letter whose treatment changes. Only after this visual exploration does the film return to a close-up for the broader claim about making small tools for designers. The excerpt demonstrates variation within a tool; it does not show the complete process of building it.",
      "word_basis": "The selected machine wording is consistent with the burned-in subtitle phrases visible in these frames. No separate usable caption track was available. Subtitle changes and machine word boundaries are not identical clocks; the word timings remain estimates.",
      "word_notes": [
        {
          "from": 0,
          "to": 1,
          "label": "Turn the verb into a visible change",
          "text": "At this estimated onset, the upper panel contains a sparse arrangement of strokes. In the following word frames it gathers into the letter shape. The lower panel continues to show the two people looking toward the demonstration."
        },
        {
          "from": 1,
          "to": 6,
          "label": "Keep one form available for comparison",
          "text": "The same letter occupies the center of the upper panel while its line treatment changes. The spoken property has a visible object to attach to. These frames support the observation of variation, without proving which individual control movement caused each change."
        },
        {
          "from": 6,
          "to": 9,
          "label": "Continue the example instead of changing scenes",
          "text": "The composition holds as the next property is named. The letter breaks into a more open line arrangement across these frames. The stable split gives the viewer a continuing reference for the visual differences."
        }
      ],
      "composition": [
        {
          "label": "Give the question its own face",
          "text": "The opening speaker and questioner each receive a close-up. The question supplies a reason to leave the faces and inspect what the tool makes, so the screen material enters as an answer to a conversational need."
        },
        {
          "label": "Stack the result above its discussion",
          "text": "The portrait frame places software in the upper region and the two-person view below. A central letter is easier to follow at this scale than every small control label. Short subtitle fragments sit near the join, competing with fewer screen details than a full sentence would."
        },
        {
          "label": "Move from a field of options to one specimen",
          "text": "A grid establishes many possible forms. The later isolated letter gives the eye a repeatable object while the settings change. The tool's breadth and the example's legibility are handled in different compositions."
        }
      ],
      "timeline": [
        {
          "start": 0,
          "end": 8.258,
          "speech": "The speaker says the tool was assembled quickly and allowed immediate experimentation.",
          "picture": "A close-up carries the account, with a short opening title and burned-in subtitle fragments.",
          "job": "Introduce the maker's claim and the result to be discussed."
        },
        {
          "start": 8.258,
          "end": 12.888,
          "speech": "The other participant asks what the tool enables.",
          "picture": "The questioner receives a close-up.",
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          "picture": "Software appears above both participants; a single letter, an alphabet grid and another isolated letter follow.",
          "job": "Move from a broad library to a specific design question."
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        {
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        },
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          "picture": "The same stacked composition holds as controls and the letter's line arrangement change.",
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          "picture": "The film returns to the opening speaker's close-up and ends on his face.",
          "job": "Return ownership of the conclusion to the person after the demonstration."
        }
      ],
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              "height": 320
            }
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      "application": "Hold one readable product result on screen while the supplied narration names the properties being changed. Show enough of the real control interaction to establish cause and effect. Borrow this relationship between speech and result while preserving the all-hands setup's separate talking-head and presentation videos.",
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        {
          "word": "density,",
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        }
      ],
      "excerpt": "change the amplitude of the waves, the line density,",
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          "width": 361,
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        {
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          "caption": "Software appears above both participants; a single letter, an alphabet grid and another isolated letter follow.",
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          "width": 361,
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        {
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          "height": 640,
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    {
      "id": "cXUmFec2PNY",
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      "word_basis": "This twelve-word excerpt agrees with the available caption wording. Most differences elsewhere involve fillers, a repeated phrase and product-name spelling. Agreement supports the short quotation but does not verify its machine-estimated onsets by listening.",
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          "from": 0,
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          "label": "Name the artifact already in view",
          "text": "The speaker supplies a name for the context being prepared while the right-hand document remains open. The document has been visible for some time; this is an identification of an established object, not a reveal timed to the noun."
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          "from": 3,
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          "text": "The relative clause identifies the displayed document as the example of that context. Keeping the source request visible at the left preserves the relationship between the inputs and the artifact being discussed."
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        {
          "label": "Keep navigation available during orientation",
          "text": "The initial product view retains the sidebar and then the full plugin catalog. This is a relatively wide screen composition: the narrator's location words help the viewer find the relevant area, while the surrounding interface provides orientation."
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          "label": "Give the result more space than the request",
          "text": "The later screen uses a narrow left conversation column and a wider right document pane. The light-blue request remains visible while the document moves from its introductory reference material to a table of definitions. That geometry supports both the source explanation and the later direction to the right."
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        },
        {
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          "speech": "The explanation identifies the plugin area and an already installed data agent.",
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          "speech": "A knowledgeable data teammate should review and refine the context before it is packaged and shared.",
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          "speech": "No further speech was recovered during the closing graphics.",
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          "job": "Close after the workflow's human-review condition has been stated."
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      ],
      "application": "When the recording points to something by name or direction, place that object clearly and keep it stable through the clause. Use a neighboring input-and-result layout when their relationship is the point. If the narration claims review, authorization or successful sharing, plan the corresponding real product evidence in the storyboard.",
      "limit": "The source shows configuration surfaces and an already displayed reference document. It does not independently establish source correctness, a completed sign-in or administrator action, a human review, plugin packaging or company-wide access. Those actions are described in the film; their full execution is not demonstrated here.",
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      "rank": 6,
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      "excerpt": "data context skill which is what we have on our right here.",
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