Remote – Full-Time
Schedule: U.S. Eastern Time Business-Hour Overlap Required
Industry: Influencer Marketing / Creator Partnerships / Creative Production
About the Role
The AI Creative Production Specialist is a hands-on creative professional responsible for transforming briefs, brand direction, and source materials into polished creative assets using a combination of:
- Advanced AI prompting.
- AI image generation.
- AI video generation.
- Graphic design.
- Video editing.
- Professional post-production.
Advanced AI prompting and creative production are central to this position.
This is not an entry-level AI role. The successful candidate should already have substantial practical experience using AI tools in real creative projects and a strong portfolio demonstrating how AI-generated outputs were transformed into finished professional assets.
The AI Creative Production Specialist will take creative work through the complete production lifecycle:
Brief → Prompt Development → AI Generation → Iteration → Professional Editing → Quality Control → Final Asset
The Specialist will build upon existing:
- Prompts.
- Workflows.
- Brand direction.
- Creative standards.
They will also be responsible for:
- Writing new prompts.
- Troubleshooting weak AI outputs.
- Improving generation workflows.
- Building repeatable production systems.
- Documenting successful prompts and settings.
- Professionally finishing AI-generated work.
Strong creative judgment is essential.
The Specialist must understand when an AI-generated asset can be corrected through professional editing and when the appropriate solution is to regenerate the asset entirely.
As the role develops, the Specialist is expected to operate with increasing independence while maintaining high standards for:
- Brand consistency.
- Visual quality.
- Accuracy.
- Technical execution.
- Delivery timelines.
Key Responsibilities
Advanced AI Prompting
- Translate creative briefs into detailed, structured AI prompts.
- Write prompts for:
- AI image generation.
- AI video generation.
- Incorporate specific creative direction into prompts, including:
- Composition.
- Lighting.
- Visual style.
- Camera movement.
- References.
- Output requirements.
- Use visual references effectively.
- Control creative direction through deliberate prompt construction.
- Test multiple prompt approaches when necessary.
- Refine prompts systematically.
- Maintain consistency across related creative assets.
- Build upon established prompt frameworks.
- Develop new prompts when existing frameworks do not achieve the required result.
- Understand how different AI platforms interpret prompts.
- Select appropriate tools according to the desired creative output.
AI Image & Video Generation
- Produce AI-generated visual assets for real marketing and creative projects.
- Generate image-based creative assets.
- Generate AI video content.
- Direct AI outputs toward established:
- Brand standards.
- Campaign objectives.
- Creative briefs.
- Evaluate generated outputs critically.
- Compare variations.
- Select the strongest outputs for further production.
- Identify outputs requiring regeneration.
- Identify outputs that can be improved through professional editing.
- Maintain visual continuity across related assets.
- Ensure generated content is suitable for professional marketing use.
- Use approved AI tools and appropriately licensed or authorized source assets.
AI Iteration & Troubleshooting
When generated results do not meet the brief, the Specialist is expected to diagnose the problem rather than simply accept the output.
Responsibilities include:
- Identify why an AI output missed the creative brief.
- Adjust prompt structure.
- Adjust references.
- Adjust creative direction.
- Test alternative generations.
- Compare outputs systematically.
- Identify recurring generation problems.
- Refine workflows based on results.
- Correct visual inconsistencies.
- Maintain continuity across generated assets.
- Determine whether an asset requires:
- Regeneration.
- Retouching.
- Compositing.
- Manual correction.
- Document successful approaches for future use.
Graphic Design & Creative Production
- Create professional branded graphics.
- Produce:
- Social graphics.
- Infographics.
- Carousels.
- Presentation decks.
- Website assets.
- Combine AI-generated assets with professional graphic-design techniques.
- Refine generated content in Adobe Photoshop.
- Improve:
- Typography.
- Composition.
- Layout.
- Visual hierarchy.
- Image quality.
- Maintain editable source files.
- Produce clean final exports.
- Follow established brand guidelines.
- Adapt creative work according to platform requirements.
Video Production & Editing
- Produce AI-generated video assets.
- Edit short-form video content.
- Edit interviews.
- Edit campaign recaps.
- Edit promotional content.
- Use Adobe Premiere Pro for professional video editing.
- Improve:
- Pacing.
- Visual storytelling.
- Audio.
- Captions.
- Subtitles.
- Overall presentation.
- Integrate AI-generated visuals into finished video content.
- Create platform-specific cutdowns.
- Support teaser production.
- Prepare video content for:
- LinkedIn.
- Instagram.
- TikTok.
- YouTube.
- Other approved placements.
- Maintain continuity throughout edited sequences.
- Ensure subtitles and on-screen text are accurate.
Retouching, Compositing & Professional Finishing
AI-generated content must not be treated as automatically finished content.
The Specialist is responsible for professional finishing, including:
- Retouching.
- Compositing.
- Image correction.
- Layout refinement.
- Typography correction.
- Visual cleanup.
- Audio cleanup.
- Caption refinement.
- Subtitle accuracy.
- Final export preparation.
The Specialist must identify and correct common AI-generation issues such as:
- Visual artifacts.
- Distorted details.
- Inaccurate text.
- Continuity problems.
- Inconsistent visual elements.
- Poor composition.
- Weak typography.
- Technical-quality issues.
Social & Platform Adaptation
- Adapt creative assets for:
- Instagram.
- LinkedIn.
- TikTok.
- YouTube.
- Other applicable placements.
- Adjust:
- Dimensions.
- Layout.
- Pacing.
- Duration.
- Creative structure.
according to platform requirements.
- Maintain brand consistency across platforms.
- Ensure each asset is optimized for its intended placement.
- Support a consistent flow of:
- LinkedIn content.
- Static creative.
- Video assets.
Founder & Business Development Content
- Draft and produce LinkedIn content supporting the founder's professional presence.
- Support LinkedIn content for the organization's business-development efforts.
- Work from:
- Approved insights.
- Source materials.
- Established brand voice.
- Prepare content for review before publication.
- Understand the distinction between:
- Company brand content.
- Founder content.
- Maintain the appropriate voice and creative direction for each.
Interview, Podcast & Campaign Content
- Support assigned interview content.
- Support podcast-related content.
- Support campaign recap content.
- Create:
- Teasers.
- Captions.
- Short-form cutdowns.
- Platform-specific versions.
- Support applicable People of Interest content.
- Repurpose longer-form material into shorter creative assets.
- Maintain consistency between original source material and repurposed content.
Presentation Design
- Create clean, professional, editable presentations.
- Work in:
- PowerPoint.
- Google Slides.
- Integrate:
- AI-generated visuals.
- Brand assets.
- Graphics.
- Typography.
- Maintain clear visual hierarchy.
- Ensure presentations remain editable by the team when required.
- Apply established brand direction consistently.
Quality Assurance
Every creative asset must be reviewed before submission.
The Specialist is responsible for checking:
- Accuracy.
- Spelling.
- Grammar.
- On-screen text.
- Visual consistency.
- Brand consistency.
- Technical quality.
- Typography.
- Composition.
- Layout.
- Image quality.
- Captions.
- Subtitles.
- Audio.
- Continuity.
The Specialist must proactively identify and correct:
- AI artifacts.
- Distorted visual details.
- Incorrect generated text.
- Continuity issues.
- Poor-quality generations.
- Avoidable editing mistakes.
Production Workflow Documentation
- Build repeatable creative-production workflows.
- Document effective:
- Prompts.
- AI settings.
- Reference approaches.
- Production steps.
- Maintain an organized prompt library.
- Document successful production processes.
- Ensure effective results can be reproduced.
- Maintain editable project files.
- Apply consistent naming conventions.
- Organize source files.
- Organize final exports.
- Improve workflows as new techniques are validated.
- Help create a scalable creative-production system rather than relying on one-off experimentation.
AI Tool Evaluation & Innovation
- Test new AI tools.
- Test new AI creative techniques.
- Evaluate whether new tools provide practical production value.
- Recommend useful improvements.
- Compare new tools against existing workflows.
- Avoid adopting tools solely because they are new.
- Identify technologies that can improve:
- Quality.
- Speed.
- Consistency.
- Creative capabilities.
- Use only approved platforms and appropriately licensed or authorized assets.
Marketing Operations & Accountability
The AI Creative Production Specialist also supports the operating rhythm of the marketing function.
Responsibilities include:
- Own and maintain the shared Marketing Level 10 (L10) document or equivalent marketing tracker.
- Keep the marketing Scorecard current.
- Maintain quarterly priorities or Rocks.
- Maintain the Issues List.
- Maintain action items.
- Maintain assigned owners.
- Maintain deadlines.
- Update the tracker throughout the week.
- Prepare the tracker for the weekly marketing meeting.
- Capture decisions from the meeting.
- Capture follow-up actions.
- Coordinate updates with:
- Leadership.
- Other contributors.
Leadership retains responsibility for:
- Marketing strategy.
- Approval of priorities.
The Specialist owns the accurate maintenance and operational follow-through of the marketing tracker.
Daily Huddles
- Be available for daily huddles with leadership at agreed times.
- Participate actively.
- Communicate:
- Current progress.
- Immediate priorities.
- Dependencies.
- Blockers.
- Raise production problems early.
- Avoid allowing preventable issues to affect deadlines.
Training Accountability
- Track required X100 training completion.
- Track weekly live coaching attendance.
- Track monthly community participation.
- Maintain this information in the shared tracker.
- Ensure training participation can be reviewed alongside creative-production performance.
Qualifications
Required
- Substantial practical experience using AI image and video tools in real creative projects.
- Strong portfolio of finished AI-assisted creative work.
- Advanced AI prompting skills.
- Ability to translate a creative brief into structured prompts.
- Experience using visual references in AI generation.
- Ability to control creative direction through prompting.
- Ability to deliberately iterate and improve generated results.
- Strong hands-on experience with platforms such as:
- Midjourney.
- Google Flow.
- Runway.
- Comparable AI image/video platforms.
- Ability to explain:
- Why a specific AI tool was selected.
- How its output was improved.
- Ability to manage creative work from:
- Concept.
- Generation.
- Editing.
- Final export.
- Ability to determine whether an asset requires:
- Regeneration.
- Manual correction.
- Hands-on proficiency in Adobe Photoshop.
- Hands-on proficiency in Adobe Premiere Pro.
- Strong portfolio demonstrating:
- Graphic design.
- Video editing.
- Strong fundamentals in:
- Typography.
- Composition.
- Layout.
- Visual hierarchy.
- Storytelling.
- Pacing.
- Audio cleanup.
- Accurate subtitles.
- Ability to create clean, editable presentations using:
- PowerPoint.
- Google Slides.
- Strong English comprehension.
- Strong English communication.
- Ability to understand nuanced creative direction in English.
- Ability to proofread on-screen English text.
- Excellent attention to detail.
- Strong organization.
- Strong follow-through.
- Ability to work independently.
- Ability to ask focused questions when direction is unclear.
- Reliable computer suitable for:
- Graphic design.
- AI generation.
- Video production.
- Reliable high-speed internet connection.
Helpful Additional Experience
- Adobe After Effects.
- Motion graphics.
- Basic character animation.
- Experience working with:
- U.S. brands.
- Marketing agencies.
- Creator content.
- Familiarity with:
- Content calendars.
- Project-management tools.
- Digital asset organization.
Portfolio Requirement
Candidates should have a strong body of work demonstrating practical AI creative production.
The portfolio should show the candidate's actual contribution to the creative process and ideally demonstrate:
- Initial brief.
- Prompt development.
- AI generation.
- Iteration.
- Professional finishing.
- Final result.
Candidates should be able to explain their creative decisions rather than simply showing final AI-generated outputs.
Core Competencies
The ideal AI Creative Production Specialist demonstrates strength in:
- Advanced AI Prompting
- AI Image Generation
- AI Video Generation
- Generative Creative Production
- Prompt Engineering
- Creative Direction
- Graphic Design
- Video Editing
- Adobe Photoshop
- Adobe Premiere Pro
- Retouching
- Compositing
- Typography
- Layout
- Visual Hierarchy
- Visual Storytelling
- Short-Form Video
- Social Media Creative
- Presentation Design
- Brand Consistency
- Creative Quality Assurance
- Prompt Documentation
- Workflow Documentation
- Content Repurposing
- Production Organization
- Creative Troubleshooting
- Independent Execution
- Attention to Detail
- Deadline Management
- Continuous Improvement
Typical Workday
A typical workday may include:
Daily Alignment
- Participate in the daily leadership huddle.
- Communicate current priorities.
- Review active deadlines.
- Identify dependencies.
- Surface blockers.
Creative Production
- Review active briefs.
- Develop AI prompts.
- Generate image or video assets.
- Test variations.
- Refine prompts.
- Select the strongest outputs.
- Move selected assets into professional post-production.
Professional Editing
- Retouch images in Photoshop.
- Edit videos in Premiere Pro.
- Improve:
- Typography.
- Composition.
- Pacing.
- Audio.
- Captions.
- Subtitles.
- Prepare finished creative assets.
Content Production
Depending on active priorities, production may include:
- LinkedIn content.
- Social graphics.
- Infographics.
- Carousels.
- Presentations.
- Short-form videos.
- Interviews.
- Campaign recaps.
- Promotional content.
- Website assets.
- Founder content.
Quality Control
Before submission:
- Review accuracy.
- Proofread text.
- Inspect AI-generated details.
- Check brand consistency.
- Check continuity.
- Verify technical quality.
- Correct avoidable errors.
Documentation
- Save effective prompts.
- Update the prompt library.
- Organize editable project files.
- Document successful workflows.
- Maintain appropriate production records.
Marketing Operations
- Update the Marketing L10 or shared tracker.
- Maintain:
- Scorecard.
- Rocks.
- Issues.
- Action items.
- Owners.
- Deadlines.
- Communicate progress or blockers early.
Typical Workweek
Throughout a typical week, the Specialist will:
- Participate in daily leadership huddles.
- Maintain active creative production.
- Attend the weekly marketing meeting.
- Prepare and maintain the marketing tracker.
- Attend one required X100 live coaching session.
- Produce and edit assigned creative assets.
- Document effective AI workflows.
- Maintain prompt libraries.
- Apply leadership feedback.
- Track production performance.
- Maintain the agreed content-production calendar.
- Review relevant content performance where data is available.
- Identify opportunities for creative improvement.
Performance Evaluation & Accountability
Performance is evaluated according to the Specialist's ability to consistently deliver:
- Polished creative work.
- On-brand creative work.
- On-time production.
- Accurate work.
- Professionally finished work.
- Documented production workflows.
- Increasing independence.
Performance should be evaluated against baseline measures established during onboarding.
These include:
- Creative output.
- Turnaround time.
- Revision rounds.
- On-time delivery.
- Published content performance where data is available.
Audience growth should not be treated as a guaranteed performance outcome.
Instead, engagement trends should be reviewed to inform creative improvements.
Key Performance Indicators (KPIs)
The source establishes that specific production targets and reporting metrics should be agreed with leadership during onboarding rather than imposing fixed numerical output targets in advance.
Performance should include:
Production Output
- Creative assets completed against the agreed production calendar.
On-Time Delivery
- Percentage of assigned deliverables completed according to agreed deadlines.
Turnaround Time
- Baseline turnaround time established during onboarding.
- Measurable improvement over the initial production baseline.
Revision Efficiency
- Track revision rounds.
- Reduce avoidable revision cycles as the Specialist develops familiarity with:
- Brand standards.
- Creative direction.
- Production requirements.
Creative Quality
Evaluate:
- Brand consistency.
- Visual quality.
- Technical quality.
- Accuracy.
- Professional finishing.
Content Performance
Where data is available, monitor relevant metrics such as:
- Reach.
- Engagement.
- Video retention.
- Attributable inquiries.
Workflow Documentation
- Effective prompts are documented.
- Production workflows are documented.
- Templates are maintained.
- Successful production processes are reproducible.
Training Compliance
Maintain required:
- Bootcamp completion.
- Weekly live coaching attendance.
- Monthly X100 community participation.
Marketing Operations
Maintain an accurate:
- Marketing tracker.
- Scorecard.
- Rocks.
- Issues List.
- Action-item list.
- Ownership structure.
- Deadline tracker.
Reporting Structure
The AI Creative Production Specialist works closely with:
- Leadership.
- Creative team.
- Account team.
- Other marketing contributors.
- X100 coaches.
Leadership retains responsibility for:
- Strategy.
- Priority approval.
- Brand direction.
The Specialist is responsible for:
- Creative execution.
- Production.
- Workflow organization.
- Marketing tracker maintenance.
- Production reporting.
- Continuous improvement.
Software & Tools
AI Image & Video Platforms
The Specialist should have strong hands-on experience with platforms such as:
- Midjourney.
- Google Flow.
- Runway.
- Comparable professional AI image/video tools.
Adobe Creative Suite
Adobe Photoshop
- Image editing.
- Retouching.
- Compositing.
- Graphic design.
- Professional finishing.
Adobe Premiere Pro
- Video editing.
- Short-form content.
- Interviews.
- Campaign recaps.
- Promotional content.
- Captions.
- Audio.
- Final exports.
Presentation Tools
- PowerPoint.
- Google Slides.
Additional Helpful Tools
- Adobe After Effects.
- Motion graphics tools.
- Character animation tools.
- Project-management platforms.
- Content-calendar tools.
- Digital asset organization platforms.
The Specialist may test new AI tools and techniques but should use approved tools and appropriately licensed or authorized source assets.
Required X100 Training & Participation
Full participation in the X100 Course & Coaching Program is a core responsibility of this position and a condition of continued employment.
Participation requirements include:
- Bootcamp completion.
- Weekly live coaching.
- Community participation.
- Practical application of training.
Training completion and participation are tracked alongside production performance.
X100 10-Day AI Bootcamp
The Specialist must complete every module of the X100 10-Day AI Bootcamp within 10 calendar days of the official program start date assigned by the organization.
Completion by Day 10 is mandatory.
The Specialist must demonstrate functional mastery of:
- AI tools.
- Prompting techniques.
- Production frameworks.
This mastery must be demonstrated through practical production samples before moving into fully independent production.
The training builds upon—not replaces—the advanced AI, design, and editing experience required at hiring.
Weekly Live Coaching
The Specialist must attend one full live group coaching call every week with camera on.
Available sessions currently include:
- Monday – 4:00 PM Pacific / 7:00 PM Eastern
- Wednesday – 1:00 PM Pacific / 4:00 PM Eastern
Attendance at either session satisfies the weekly requirement.
Missing both sessions does not satisfy the requirement.
Recordings may supplement learning but do not replace live attendance.
The Specialist should:
- Bring relevant questions.
- Apply useful coaching feedback to active projects.
- Follow the official program calendar for schedule changes.
X100 Community Participation
- Join the private X100 WhatsApp channel during the first week of employment.
- Contribute at least one:
- Question.
- Progress update.
- Useful insight.
each month.
- Participate proactively when:
- Questions arise.
- Blockers occur.
- Relevant wins can be shared.
Only materials approved for external sharing may be used.
The Specialist must not share:
- Confidential company information.
- Confidential client information.
- Unreleased content.
- Restricted assets.
90-Day Training & Onboarding Plan
Days 1–10 – Training, Brand Immersion & Production Foundation
The Specialist will:
- Complete the full X100 AI Bootcamp within the mandatory 10-calendar-day window.
- Demonstrate practical application by producing:
- One AI image asset.
- One short video asset.
- Show:
- Prompts.
- Iterations.
- Professional finishing.
- Join the X100 WhatsApp community.
- Attend the first required live coaching call with camera on.
- Take ownership of the marketing tracker.
- Participate in daily huddles beginning Week 1.
- Learn:
- Services.
- Brand voice.
- Visual standards.
- Audiences.
- Business-development objectives.
- Understand the distinction between:
- Company brand content.
- Founder content.
- Organize:
- Approved brand assets.
- Prompt libraries.
- Editable project files.
- Naming conventions.
- Review workflows.
- Agree with leadership on:
- Content calendar.
- Production targets.
- Reporting metrics.
Days 11–60 – Active Production & Workflow Development
The Specialist will:
- Maintain weekly live coaching attendance.
- Maintain monthly WhatsApp participation.
- Participate in daily huddles.
- Maintain an accurate marketing tracker.
- Raise production blockers early.
- Draft and produce LinkedIn content.
- Support founder content.
- Support business-development content.
- Use approved:
- Insights.
- Source materials.
- Brand voice.
- Prepare content for review before publication.
- Build reusable templates for:
- Social graphics.
- Infographics.
- Carousels.
- Presentations.
- Document effective AI prompts.
- Document production steps.
- Edit:
- Short-form videos.
- Campaign recaps.
- Interviews.
- Promotional content.
- Support assigned interview and podcast content.
- Create:
- Teasers.
- Captions.
- Platform-specific cutdowns.
- Establish production baselines for:
- Output.
- Turnaround time.
- Revision rounds.
- On-time delivery.
- Published content performance.
- Deliver against the agreed production calendar.
Days 61–90 – Independent Creative Production
The Specialist will increasingly own the complete content-production workflow from:
Brief / Recording Coordination → AI Generation → Editing → Repurposing → Approval → Approved Scheduling or Publishing
Responsibilities include:
- Maintain organized source files.
- Maintain final exports.
- Deliver consistent LinkedIn content.
- Deliver static creative.
- Deliver video assets.
- Work with less detailed direction.
- Reduce avoidable errors.
- Demonstrate measurable improvement in:
- Turnaround time.
- On-time delivery.
- Revision efficiency.
- Review engagement trends.
- Recommend creative improvements.
- Provide weekly reporting covering:
- Completed output.
- Delivery status.
- Production efficiency.
- Relevant content KPIs.
- Maintain required:
- Coaching attendance.
- Community participation.
- Daily huddles.
- Weekly marketing meeting rhythm.
- Build productive working relationships across:
- Leadership.
- Creative team.
- Account team.
- X100 coaching team.
Day 90 Success Standard
By Day 90, the Specialist should have:
- Completed the required X100 Bootcamp on time.
- Maintained required training participation.
- Established an organized content-production system.
- Delivered consistent creative output.
- Built reusable templates.
- Built an organized prompt library.
- Documented repeatable production workflows.
- Maintained an accurate marketing tracker.
- Established weekly reporting.
- Provided leadership with clear visibility into:
- Priorities.
- Progress.
- Production.
- Results.
- Demonstrated increasing independence.
- Reduced avoidable creative errors.
- Improved production efficiency from the initial baseline.
Work Environment
- Fully remote.
- Full-Time.
- Working schedule agreed during hiring.
- Required overlap with U.S. Eastern Time business hours.
- Required attendance at:
- Daily leadership huddles.
- Weekly marketing meeting.
- One weekly X100 live coaching session.
- Reliable computer suitable for:
- AI image generation.
- AI video production.
- Graphic design.
- Professional video editing.
- Reliable high-speed internet connection.
- Ability to work independently.
- Ability to manage deadlines.
- Ability to communicate production blockers early.
- Professional handling of confidential company and client materials.
About the Company
Our client is a white-glove influencer marketing and creator partnerships firm working with:
- Consumer brands.
- Agencies.
The organization combines:
- Influencer marketing.
- Creator partnerships.
- Brand strategy.
- Creative production.
- Business-development content.
The AI Creative Production Specialist supports the organization's creative output by combining advanced generative AI capabilities with professional graphic-design and video-editing skills.
Rather than relying on raw AI-generated content, the organization expects creative work to be:
- Intentionally directed.
- Iterated.
- Professionally edited.
- Quality controlled.
- Consistent with brand standards.
The position also supports both the organization's brand presence and founder-led content while helping build repeatable AI-enabled creative-production workflows.
Final Notes
The AI Creative Production Specialist is expected to become a highly capable owner of AI-assisted creative production.
Success in this position means:
- Creative briefs are translated into effective, structured AI prompts.
- AI image and video outputs are deliberately directed rather than accepted at face value.
- Weak generations are systematically diagnosed and improved.
- AI-generated assets receive professional finishing.
- Photoshop and Premiere Pro are used proficiently.
- Finished creative work meets professional brand standards.
- AI artifacts, inaccurate text, continuity problems, and technical errors are caught before submission.
- Social graphics, infographics, carousels, presentations, website assets, and videos are produced consistently.
- Assets are properly adapted for LinkedIn, Instagram, TikTok, YouTube, and applicable placements.
- Founder and company content maintain their appropriate distinct voices.
- Prompt libraries and workflows are documented.
- Successful production approaches can be reproduced.
- Editable files and final exports remain organized.
- The Marketing L10 or equivalent tracker remains current.
- Daily huddles and weekly marketing meetings are consistently supported.
- The mandatory X100 Bootcamp is completed within 10 calendar days.
- Weekly live coaching attendance is maintained with camera on.
- Monthly X100 community participation is maintained.
- Confidential company and client information is protected.
- Production output, turnaround time, revision efficiency, and on-time delivery are measured.
- Relevant engagement trends are used to improve creative decisions without treating audience growth as guaranteed.
- By Day 90, the Specialist is operating with increasing independence and has established a repeatable, organized AI creative-production system.