@ai.with.andrew69k followers15d agotalking-head

Anthropic is training 10,000 engineers for a new job role that pays really well.

46×its baseline

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views: 4.9k
baseline: 1.1×
engagement: 11k
likes: 5.4k
saves: 1.7k
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Why it beat the baseline

hook · transcript
“Anthropic is training 10,000 engineers for a new job role that pays really well.”

talking-headnovelty

Names high-profile AI investments (Anthropic, AWS) funding a specific lucrative job role.
Reveals the job title (Forward Deployed Engineer) and outlines salary numbers across markets.
Explains job responsibilities and highlights industry talent shortages.

Why it worked. Capitalized on tech career anxiety and salary curiosity by framing a specific high-paying AI engineering role validated by massive corporate investments.

Grounded in the actual video and audio; analyzed by gemini-3.8-flash, cached.

Video analysis

Every shot, the spoken script, on-screen text, audio, editing and a recreation blueprint, from the actual video and audio.

talking-headtalking head advicehook: bold claim37s · 21 shots · 9:16speech · music · captionscta: none

Hook (spoken)Anthropic is training 10,000 engineers for a new job role that pays really well.

Hook (on screen)the new AI CAREER

Why it stops the scrollPromises high-income career insight backed by major tech firms.

TechniquePairing a major AI brand with large headcount numbers and high pay promise.

FormatSplit-screen / fast B-roll talking-head career breakdown

SettingHome studio desk setup with tech B-roll overlays

SubjectMale tech commentator speaking to camera at a desk with microphone and laptop

LookDark crew-neck t-shirt, groomed dark hair, short beard

Lighting / gradeSoft key light from front, neutral ambient background light; Natural clean digital color grade with high-contrast text graphics

Pacing / toneFast, cut-heavy informational pacing; Authoritative, informative, and urgent

AudioSingle male voiceover, clean audio, energetic tech-commentary cadence. Music: Lofi hip-hop instrumental beat with boom-bap drums ('Million Dolla Hip Hop'). SFX: Subtle UI whooshes on quick graphic cuts.

Editing21 cuts, 1.78s avg; Fast straight cuts synced to VO rhythm; captions: Single-word dynamic centered captions popping on screen in rhythm with speech

Topicstech jobs, ai careers, forward deployed engineer, software engineering, career growth

Products / appsAnthropic Claude (00:00.0: Mentioned as hiring entity; logo shown on screen); Amazon Web Services (AWS) (00:05.1: Mentioned as investing $1B in FDE roles); Wikipedia (00:11.7: Screen recording showing definition of Forward Deployed Engineer); OpenAI (00:24.7: Mentioned and shown as tech giant seeking talent)

Structure · 37s

00:00.0–00:09.9Big Company Investment Hook. Grabs attention using Anthropic and AWS investments in a lucrative role.
00:09.9–00:23.7Role Name & High Pay Proof. Reveals the acronym 'FDE' and highlights surging demand and top salaries.
00:23.7–00:27.2Talent Scarcity. Establishes huge hiring gaps across leading AI firms.
00:27.2–00:37.4Role Definition & Value. Breaks down what an FDE actually does to provide concrete takeaway value.

Shot list

#	time	shot	what is visible	spoken	on screen
1	00:00.0–00:01.0	split_screen eye-level static; static	Top half shows cloud graphic with text; bottom half shows creator speaking behind a microphone. Screen: 'AXT1 the new AI CAREER'	Anthropic is training	the new AI CAREER · anthropic
2	00:01.0–00:02.8	medium_shot eye-level static; static	B-roll of a man sitting on a chair talking against an educational backdrop. Screen: none	10,000 engineers for a	ten · engineers
3	00:02.8–00:03.5	overhead top-down macro; stop-motion animation	Grid paper on black background with green paper dot sliding into place. Screen: Paper grid animation	new job role that	engineers
4	00:03.5–00:05.1	medium_shot static sideways; static	Office worker working at desktop computer with file binders. Screen: none	pays really well.	pays · and
5	00:05.1–00:07.7	graphic_card digital graphic; motion graphic highlight	News headline regarding AWS investing $1 billion. Screen: News headline: AWS invests $1 billion to embed AI forward deployed engineers with customers	And AWS just put $1 billion	AWS invests $1 billion to embed AI forward deployed engineers with customers · billion · aws
6	00:07.7–00:09.9	medium_shot eye-level static; static	Two office coworkers reviewing code/data at a desk monitor. Screen: none	to train engineers for the same new job role.	train · same
7	00:09.9–00:11.7	motion_graphic digital text; text pop	Bold black text 'FDE' on white screen. Screen: 'FDE'	The role is called FDE,	FDE
8	00:11.7–00:13.7	screen_record digital screen; scroll down	Wikipedia article page for Forward deployed engineer. Screen: Wikipedia article for 'Forward deployed engineer'	or forward deployed engineers,	Forward deployed engineer · or · deployed
9	00:13.7–00:15.8	talking_head eye-level static; static	Creator speaking into studio microphone at desk. Screen: none	with demand surging up to	with · surging
10	00:15.8–00:17.6	motion_graphic digital graphic; sliding counter animation	'2100%' white bold text on black background. Screen: '2100%'	2100%,	2100%
11	00:17.6–00:20.4	b_roll macro static; roller motion	Currency printing press printing Euro banknotes under UV lights. Screen: none	roles in India averaging around 40 LPA	averaging · forty
12	00:20.4–00:23.7	split_screen macro static; machinery / laser motion	Top: laser scanner on banknote and Rupee note. Bottom: stacks of US 100 dollar bills. Screen: none	and roles in the US averaging around 2 CR+.	and · us · two · plus
13	00:23.7–00:24.7	motion_graphic digital logo; static	Claude logo and brand name centered on off-white background. Screen: 'Claude'	And a lot of companies	Claude · companies
14	00:24.7–00:27.2	motion_graphic digital logo; gradient animation	OpenAI logo on purple gradient with 'OpenAI' and 'FDE' labels. Screen: 'OpenAI', 'FDE'	are saying there aren't enough of these FDEs for hire.	aren't · OpenAI · FDE · hire
15	00:27.2–00:28.7	motion_graphic digital text; static	Bold white 'FDE' on black background. Screen: 'FDE'	FDEs are a combination	FDE · combination
16	00:28.7–00:30.0	b_roll eye-level medium; static	Developer wearing glasses and headphones coding at desk. Screen: none	of engineers and	engineers
17	00:30.0–00:31.0	b_roll medium shot; static	Office workers discussing paperwork around a desk. Screen: none	consultants.	consultants
18	00:31.0–00:32.4	screen_record digital capture; vertical scroll	Academic machine learning paper on Transformers. Screen: '1 Introduction and Motivation: The Transformer Revolution...'	They go into a company,	company
19	00:32.4–00:33.2	screen_record digital capture; static	Charts and metrics showing AI optimization rates and speedups. Screen: Data plots and flowchart showing AI optimization	figure out areas	areas
20	00:33.2–00:35.5	screen_record digital UI capture; static	AI output files table interface summarizing processed data. Screen: Output Files Summary panel with data tables and reports	where AI can improve its efficiencies and deploy those solutions.	improve · those
21	00:35.5–00:37.4	talking_head eye-level static; static	Creator at studio desk concluding explanation. Screen: none	They're actual solutions engineers.	actual · engineers

Script

00:00.0–00:04.9“Anthropic is training 10,000 engineers for a new job role that pays really well.” · Engaging, punchy, declarative tone
00:04.9–00:09.9“And AWS just put $1 billion to train engineers for the same new job role.” · High energy with emphasis on '$1 billion'
00:09.9–00:17.6“The role is called FDE, or forward deployed engineers, with demand surging up to 2100%.” · Clear informational delivery with rapid tempo
00:17.6–00:23.7“Roles in India averaging around 40 LPA, and roles in the US averaging around 2 CR+.” · Direct and authoritative statement of earnings
00:23.7–00:27.2“And a lot of companies are saying there aren't enough of these FDEs for hire.” · Stressed urgency and scarcity
00:27.2–00:35.5“FDEs are a combination of engineers and consultants. They go into a company, figure out areas where AI can improve its efficiencies, and deploy those solutions.” · Instructive, analytical breakdown
00:35.5–00:37.4“They're actual solutions engineers.” · Decisive concluding wrap-up

On-screen text

00:00.0–00:01.0“the new AI CAREER” · hook · center upper half · white bold sans-serif over cloud background
00:05.1–00:07.7“AWS invests $1 billion to embed AI forward deployed engineers with customers” · embedded · center · bold black title on white background with red box highlight
00:09.9–00:11.7“FDE” · label · center · large bold sans-serif black text
00:11.7–00:13.7“Forward deployed engineer” · embedded · top third · Wikipedia page title typography
00:15.8–00:17.6“2100%” · label · center · extra large bold white text on black background
00:23.7–00:24.7“Claude” · embedded · center · serif brand typography with orange starburst logo
00:24.7–00:27.2“OpenAI” · embedded · center · white sans-serif brand logo on purple gradient
00:27.2–00:28.7“FDE” · label · center · large bold white text on black background
00:00.0–00:37.4“Single dynamic burned subtitles (e.g. 'anthropic', 'ten', 'engineers', 'pays', 'billion')” · caption · center lower third · bold white lowercase sans-serif with black outline, word-by-word pop

Recreation blueprint

High-value career trend breakdown combining big-tech investments, salary stats, and clear role explanation.

slot	s	visual	voiceover	overlay
Hook - Big Brand & Pay	5	Talking head + headline overlay featuring prominent tech brand hiring wave.	[Top Company] is investing millions into [Role Name] that pays exceptionally well.	THE NEW [FIELD] CAREER
Validation & Definition	6.7	News headline highlight cutting to large bold acronym typography card.	And [Second Major Brand] just backed it. The role is called [Role / Acronym].	[ROLE ACRONYM]
Demand & Salary Metrics	12	Animated % growth graphic followed by cash printing B-roll and regional salary callouts.	Demand is up [Percentage]%, with regional compensation reaching [Salary Figures].	[PERCENT]%
Role Breakdown & Conclusion	13.7	Fast cuts between coding footage, team consultation, technical architecture docs, and creator.	[Role] combines [Skill A] and [Skill B] to help companies implement [Technology].	Key role summary phrase

Keep

Rapid ~1.8s average shot rhythm with text/B-roll overlays
Specific brand names, money figures, and percentage stats
One-word pop-in captions timed to narration

Can change

The specific job role or technical discipline analyzed
Regional compensation references
Studio framing and creator background

Generation prompts per shot (4)

Shot 1. Split vertical video: top half minimal pastel clouds with bold headline text, bottom half male creator talking into desk microphone in modern home office, studio lighting.
Negative: clutter, blurry, low resolution, messy desk
Shot 5. Clean news article graphic on white background with red marker highlight over the investment figure, digital 4k text layout.
Negative: watermarks, distortion, grainy, unreadable text
Shot 11. Close-up cinematic macro shot of currency printing machinery rolling fresh banknotes under blue UV inspection lighting.
Negative: blurry, dark, overexposed, fake textures
Shot 16. Side angle shot of a focused software engineer with glasses and headphones typing code on mechanical keyboard in office.
Negative: unrealistic hands, oversaturated, amateur framing

Raw JSON (for a video pipeline)

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      "duration_seconds": 0.8,
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        "areas"
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      "camera": "digital UI capture",
      "framing": "split dark UI and document",
      "movement": "static",
      "shot_type": "screen_record",
      "transition_in": "hard cut",
      "screen_content": "Output Files Summary panel with data tables and reports",
      "subject_action": "Software summary interface.",
      "what_is_visible": "AI output files table interface summarizing processed data.",
      "duration_seconds": 2.3,
      "spoken_during_shot": "where AI can improve its efficiencies and deploy those solutions.",
      "on_screen_text_during_shot": [
        "improve",
        "those"
      ],
      "facial_expression_or_gesture": "none"
    },
    {
      "end": "00:37.4",
      "index": 21,
      "start": "00:35.5",
      "camera": "eye-level static",
      "framing": "medium close-up",
      "movement": "static",
      "shot_type": "talking_head",
      "transition_in": "hard cut",
      "screen_content": "none",
      "subject_action": "Speaking and gesturing outward with hands.",
      "what_is_visible": "Creator at studio desk concluding explanation.",
      "duration_seconds": 1.9,
      "spoken_during_shot": "They're actual solutions engineers.",
      "on_screen_text_during_shot": [
        "actual",
        "engineers"
      ],
      "facial_expression_or_gesture": "Affirmative, concluding smile."
    }
  ],
  "video": {
    "pacing": "Fast, cut-heavy informational pacing",
    "setting": "Home studio desk setup with tech B-roll overlays",
    "subject": "Male tech commentator speaking to camera at a desk with microphone and laptop",
    "lighting": "Soft key light from front, neutral ambient background light",
    "color_grade": "Natural clean digital color grade with high-contrast text graphics",
    "orientation": "vertical",
    "aspect_ratio": "9:16",
    "overall_format": "Split-screen / fast B-roll talking-head career breakdown",
    "tone_and_energy": "Authoritative, informative, and urgent",
    "duration_seconds": 37.4,
    "wardrobe_and_look": "Dark crew-neck t-shirt, groomed dark hair, short beard"
  },
  "script": [
    {
      "end": "00:04.9",
      "line": "Anthropic is training 10,000 engineers for a new job role that pays really well.",
      "start": "00:00.0",
      "delivery": "Engaging, punchy, declarative tone",
      "uncertain": false
    },
    {
      "end": "00:09.9",
      "line": "And AWS just put $1 billion to train engineers for the same new job role.",
      "start": "00:04.9",
      "delivery": "High energy with emphasis on '$1 billion'",
      "uncertain": false
    },
    {
      "end": "00:17.6",
      "line": "The role is called FDE, or forward deployed engineers, with demand surging up to 2100%.",
      "start": "00:09.9",
      "delivery": "Clear informational delivery with rapid tempo",
      "uncertain": false
    },
    {
      "end": "00:23.7",
      "line": "Roles in India averaging around 40 LPA, and roles in the US averaging around 2 CR+.",
      "start": "00:17.6",
      "delivery": "Direct and authoritative statement of earnings",
      "uncertain": false
    },
    {
      "end": "00:27.2",
      "line": "And a lot of companies are saying there aren't enough of these FDEs for hire.",
      "start": "00:23.7",
      "delivery": "Stressed urgency and scarcity",
      "uncertain": false
    },
    {
      "end": "00:35.5",
      "line": "FDEs are a combination of engineers and consultants. They go into a company, figure out areas where AI can improve its efficiencies, and deploy those solutions.",
      "start": "00:27.2",
      "delivery": "Instructive, analytical breakdown",
      "uncertain": false
    },
    {
      "end": "00:37.4",
      "line": "They're actual solutions engineers.",
      "start": "00:35.5",
      "delivery": "Decisive concluding wrap-up",
      "uncertain": false
    }
  ],
  "editing": {
    "cut_count": 21,
    "transitions": "Fast straight cuts synced to VO rhythm",
    "caption_style": "Single-word dynamic centered captions popping on screen in rhythm with speech",
    "end_card_or_cta": "None; ends abruptly on concluding summary phrase",
    "average_shot_seconds": 1.78,
    "effects_and_overlays": "High-contrast typography cards, screen recordings, stock tech B-roll"
  },
  "teardown": {
    "hook": "Anthropic is training 10,000 engineers for a new job role that pays really well.",
    "format": "talking-head",
    "mechanism": "novelty",
    "structure": [
      "Names high-profile AI investments (Anthropic, AWS) funding a specific lucrative job role.",
      "Reveals the job title (Forward Deployed Engineer) and outlines salary numbers across markets.",
      "Explains job responsibilities and highlights industry talent shortages."
    ],
    "hook_source": "transcript",
    "why_it_worked": "Capitalized on tech career anxiety and salary curiosity by framing a specific high-paying AI engineering role validated by massive corporate investments."
  },
  "on_screen_text": [
    {
      "end": "00:01.0",
      "kind": "hook",
      "text": "the new AI CAREER",
      "start": "00:00.0",
      "style": "white bold sans-serif over cloud background",
      "source": "creator overlay",
      "position": "center upper half"
    },
    {
      "end": "00:07.7",
      "kind": "embedded",
      "text": "AWS invests $1 billion to embed AI forward deployed engineers with customers",
      "start": "00:05.1",
      "style": "bold black title on white background with red box highlight",
      "source": "headline graphic",
      "position": "center"
    },
    {
      "end": "00:11.7",
      "kind": "label",
      "text": "FDE",
      "start": "00:09.9",
      "style": "large bold sans-serif black text",
      "source": "creator graphic",
      "position": "center"
    },
    {
      "end": "00:13.7",
      "kind": "embedded",
      "text": "Forward deployed engineer",
      "start": "00:11.7",
      "style": "Wikipedia page title typography",
      "source": "screen capture",
      "position": "top third"
    },
    {
      "end": "00:17.6",
      "kind": "label",
      "text": "2100%",
      "start": "00:15.8",
      "style": "extra large bold white text on black background",
      "source": "motion graphic",
      "position": "center"
    },
    {
      "end": "00:24.7",
      "kind": "embedded",
      "text": "Claude",
      "start": "00:23.7",
      "style": "serif brand typography with orange starburst logo",
      "source": "brand graphic",
      "position": "center"
    },
    {
      "end": "00:27.2",
      "kind": "embedded",
      "text": "OpenAI",
      "start": "00:24.7",
      "style": "white sans-serif brand logo on purple gradient",
      "source": "brand graphic",
      "position": "center"
    },
    {
      "end": "00:28.7",
      "kind": "label",
      "text": "FDE",
      "start": "00:27.2",
      "style": "large bold white text on black background",
      "source": "creator graphic",
      "position": "center"
    },
    {
      "end": "00:37.4",
      "kind": "caption",
      "text": "Single dynamic burned subtitles (e.g. 'anthropic', 'ten', 'engineers', 'pays', 'billion')",
      "start": "00:00.0",
      "style": "bold white lowercase sans-serif with black outline, word-by-word pop",
      "source": "auto burned captions",
      "position": "center lower third"
    }
  ],
  "structure_beats": [
    {
      "end": "00:09.9",
      "beat": "Big Company Investment Hook",
      "start": "00:00.0",
      "purpose": "Grabs attention using Anthropic and AWS investments in a lucrative role."
    },
    {
      "end": "00:23.7",
      "beat": "Role Name & High Pay Proof",
      "start": "00:09.9",
      "purpose": "Reveals the acronym 'FDE' and highlights surging demand and top salaries."
    },
    {
      "end": "00:27.2",
      "beat": "Talent Scarcity",
      "start": "00:23.7",
      "purpose": "Establishes huge hiring gaps across leading AI firms."
    },
    {
      "end": "00:37.4",
      "beat": "Role Definition & Value",
      "start": "00:27.2",
      "purpose": "Breaks down what an FDE actually does to provide concrete takeaway value."
    }
  ],
  "recreation_blueprint": {
    "shot_template": [
      {
        "slot": "Hook - Big Brand & Pay",
        "visual": "Talking head + headline overlay featuring prominent tech brand hiring wave.",
        "seconds": 5,
        "voiceover": "[Top Company] is investing millions into [Role Name] that pays exceptionally well.",
        "text_overlay": "THE NEW [FIELD] CAREER"
      },
      {
        "slot": "Validation & Definition",
        "visual": "News headline highlight cutting to large bold acronym typography card.",
        "seconds": 6.7,
        "voiceover": "And [Second Major Brand] just backed it. The role is called [Role / Acronym].",
        "text_overlay": "[ROLE ACRONYM]"
      },
      {
        "slot": "Demand & Salary Metrics",
        "visual": "Animated % growth graphic followed by cash printing B-roll and regional salary callouts.",
        "seconds": 12,
        "voiceover": "Demand is up [Percentage]%, with regional compensation reaching [Salary Figures].",
        "text_overlay": "[PERCENT]%"
      },
      {
        "slot": "Role Breakdown & Conclusion",
        "visual": "Fast cuts between coding footage, team consultation, technical architecture docs, and creator.",
        "seconds": 13.7,
        "voiceover": "[Role] combines [Skill A] and [Skill B] to help companies implement [Technology].",
        "text_overlay": "Key role summary phrase"
      }
    ],
    "what_can_change": [
      "The specific job role or technical discipline analyzed",
      "Regional compensation references",
      "Studio framing and creator background"
    ],
    "template_summary": "High-value career trend breakdown combining big-tech investments, salary stats, and clear role explanation.",
    "what_must_be_kept": [
      "Rapid ~1.8s average shot rhythm with text/B-roll overlays",
      "Specific brand names, money figures, and percentage stats",
      "One-word pop-in captions timed to narration"
    ],
    "generation_prompts": [
      {
        "prompt": "Split vertical video: top half minimal pastel clouds with bold headline text, bottom half male creator talking into desk microphone in modern home office, studio lighting.",
        "shot_index": 1,
        "negative_prompt": "clutter, blurry, low resolution, messy desk"
      },
      {
        "prompt": "Clean news article graphic on white background with red marker highlight over the investment figure, digital 4k text layout.",
        "shot_index": 5,
        "negative_prompt": "watermarks, distortion, grainy, unreadable text"
      },
      {
        "prompt": "Close-up cinematic macro shot of currency printing machinery rolling fresh banknotes under blue UV inspection lighting.",
        "shot_index": 11,
        "negative_prompt": "blurry, dark, overexposed, fake textures"
      },
      {
        "prompt": "Side angle shot of a focused software engineer with glasses and headphones typing code on mechanical keyboard in office.",
        "shot_index": 16,
        "negative_prompt": "unrealistic hands, oversaturated, amateur framing"
      }
    ]
  },
  "props_apps_and_products": [
    {
      "name": "Anthropic Claude",
      "how_used": "Mentioned as hiring entity; logo shown on screen",
      "first_seen": "00:00.0"
    },
    {
      "name": "Amazon Web Services (AWS)",
      "how_used": "Mentioned as investing $1B in FDE roles",
      "first_seen": "00:05.1"
    },
    {
      "name": "Wikipedia",
      "how_used": "Screen recording showing definition of Forward Deployed Engineer",
      "first_seen": "00:11.7"
    },
    {
      "name": "OpenAI",
      "how_used": "Mentioned and shown as tech giant seeking talent",
      "first_seen": "00:24.7"
    }
  ]
}

model gemini-3.8-flash · analyzed from the actual video and audio · 2026-10-24 · timestamps are estimates

Caption

Anthropic and AWS are booming the Forward Deployed Engineer (FDE) role with massive demand and top salaries. FDEs combine engineering and consulting to deploy AI solutions, making this a viral career trend with huge opportunities worldwide. #AI #TechJobs #CareerGrowth #FDE #EngineeringJobs

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