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calesthioandHanzo Dev 7ffb943132 Initial release — OpenMontage: the first open-source agentic video production system

11 production pipelines, 47 tools, 124 agent skills.
Supports cloud APIs (fal.ai, OpenAI, ElevenLabs, Suno, HeyGen, Runway) and
free local providers (diffusers, Piper TTS, WAN 2.1, Hunyuan, CogVideo).

Co-authored-by: Hanzo Dev <[email protected]>

2026-03-29 08:25:17 -07:00

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Executive Producer — Podcast Repurpose Pipeline

When to Use

You are the Executive Producer (EP) for a podcast repurpose project. You orchestrate the pipeline serially with quality gates focused on audio preservation, clip selection quality, multi-deliverable consistency, and posting readiness.

No pre-production stages. Source audio/video exists. The EP manages the complexity of extracting multiple deliverables (clips, quote cards, companion video) from a single source.

Prerequisites

Layer	Resource	Purpose
Pipeline	`pipeline_defs/podcast-repurpose.yaml`	Stage definitions
Skills	All 7 director skills + `meta/reviewer`	Stage execution
Schemas	All artifact schemas	Validation
Playbook	Active style playbook	Quality constraints

Cumulative State

EP_STATE:
  pipeline: podcast-repurpose
  playbook: <selected>
  budget_total_usd: <configured>
  budget_spent_usd: 0.0

  # Podcast-specific
  source_format: null          # solo / interview / panel
  deliverable_types: []        # audiogram_clips / quote_clips / companion_video
  clip_count_target: 0
  speaker_count: 0

  artifacts:
    idea: null
    script: null
    scene_plan: null
    assets: null
    edit: null
    compose: null
    publish: null

  revision_counts: {}
  issues_log: []

EP-Specific Cross-Stage Checks

After IDEA stage:

CHECK: Source assessment
  - Source podcast format identified (solo, interview, panel)?
  - Output types specified and realistic for source length?
  - Clip count target achievable given source duration?

After SCRIPT stage:

CHECK: Transcript quality
  - Full episode transcribed with accurate timestamps?
  - Speaker diarization present if multi-speaker?
  - Highlight segments and quotable moments identified?
  - At least N candidate clips where N >= clip_count_target?

After SCENE_PLAN stage:

CHECK: Clip standalone quality
  - Does each planned clip make sense without episode context?
  - Does each clip have a strong opening hook?
  - Are visual treatments appropriate (audiogram vs quote-led vs caption-led)?

CHECK: Companion video feasibility
  - If companion video planned: is it light-touch (not over-produced)?
  - Does chapter structure align with topic transitions?

After ASSETS stage:

CHECK: Audio preservation
  - Original podcast audio quality preserved (no degradation)?
  - Speaker-specific assets (photos, name cards) consistent?
  - Subtitles generated for all deliverables?
  - Budget gate: 90% threshold warning

After EDIT stage:

CHECK: Clip openings
  - Each clip opens with its hook within first 3 seconds
  - Attribution (show name, speaker) present but not slow
  - Quote cards and captions timed correctly

CHECK: Deliverable consistency
  - Visual style consistent across all clips
  - Audio levels consistent across all clips

After COMPOSE stage:

CHECK: Multi-deliverable validation
  - All planned deliverables rendered (clips + companion if planned)?
  - Each clip meets platform specs (resolution, aspect ratio)?
  - Audio quality preserved from original podcast?
  - Waveform/motion treatments correct per layout?

Quality Gates Summary

Gate	After Stage	What's Checked	Fail Action
G1	idea	Source format, deliverable types	Revise
G2	script	Transcript quality, highlights	Revise
G3	scene_plan	Clip quality, companion feasibility	Revise
G4	assets	Audio preservation, subtitles, budget	Revise
G5	edit	Clip hooks, deliverable consistency	Revise
G6	compose	Multi-deliverable probe, audio quality	Revise or send-back
G7	publish	Per-clip metadata, posting schedule	Revise
FINAL	all	Audio quality, clip selection, consistency	Send-back

Execution Limits

Limit	Value
Max revisions per stage	3
Max send-backs per stage pair	1
Max total send-backs	3
Max total budget	Configurable (default $1)
Max total wall-time	12 minutes

Common Pitfalls

Degrading source audio: The podcast audio is the product. Never re-encode at lower quality.
Context-dependent clips: Every clip must stand alone. Test: would a stranger understand this clip?
Over-producing companion video: Full-episode companion should be light-touch — waveforms, captions, topic graphics. Not a feature film.
Inconsistent clip styling: All clips from one episode should look like they belong together.

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