kallaway-content-system

name	Kallaway Content System
description	End-to-end AI-enabled content production system: validated topics, format locking, substance, hook triads, script profiles, edit path, and 10x batch iteration.
version	1.0
format	companion-skill
workflows	9
routing	long-tail

Kallaway Content System

Domain

Premium short-form content operations for creators, founders, and teams who need consistent output without handing the creative soul of the work to AI.

Expert

Kallaway — expanding the existing Kallaway ecosystem from content psychology and AI research into a complete production operating system.

Core Thesis

Great content at volume does not come from making AI more "creative." It comes from using AI to remove the boring work so the creator can spend more time on the actual creative edge: the contrarian take, the evidence, the emotional pacing, and the final judgment.

The repeatable unit is:

Topic -> Format -> Substance -> Hook -> Script -> Edit -> Batch Feedback

AI should dominate topic and format research, assist evidence and script structure, and stay away from the creator's point of view. The system wins when every video starts with validated signal and still feels like a human with earned taste made it.

Build Shape

This is a companion skill, not a replacement for:

• kallaway-ai-content-engine — research and AI workflow substrate
• kallaway-content-psychology — viral engineering, buyer intent, monetization ramps
• kallaway-addictive-storytelling — retention and dopamine loop scripting
• kallaway-audience-obsession — audience implant and worldview design

Use this skill when the user needs the whole production loop, not only one component.

Workflow Table

Tier 1 — Foundation

Workflow	Slash Command	Produces	Use When
one-rep-system-architect	/kcs-one-rep	One-video production blueprint	Turning one topic into a finished premium short-form rep
validated-topic-format-lock	/kcs-topic-format	Data-validated topic and format lock	Starting a content sprint and needing signal before creation
substance-sauce-forge	/kcs-substance	Contrarian take and evidence map	A topic is validated but the idea is still generic
ten-x-batch-engine	/kcs-10x-batch	10-video batch plan and iteration rules	Running the system repeatedly until winning formulas emerge

Tier 2 — Practitioner

Workflow	Slash Command	Produces	Use When
hook-triad-engine	/kcs-hook-triad	Visual, text, and spoken hook suite	The topic and format are locked and the opening needs lift
script-profile-builder	/kcs-script-profile	Voice/rhythm model and script brief	Building repeatable scripts from winning transcripts
edit-path-selector	/kcs-edit-path	Editing strategy and delegation brief	Deciding raw, DIY, AI-assisted, or outsourced editing

Tier 3 — System And Feedback

Workflow	Slash Command	Produces	Use When
performance-loop-diagnostic	/kcs-performance-loop	Batch analytics decision memo	Reviewing 10 posts and deciding what carries forward
content-system-audit	/kcs-system-audit	Full content system audit and repair plan	The creator has output but volume, quality, or results are inconsistent

Recommended Chains

Single Premium Rep

/kcs-topic-format -> /kcs-substance -> /kcs-hook-triad -> /kcs-script-profile -> /kcs-edit-path

10-Day Performance Sprint

/kcs-topic-format -> /kcs-10x-batch -> publish 10 -> /kcs-performance-loop

Kallaway Full Stack

/ai-topic-mining -> /kcs-topic-format -> /kcs-substance -> /addiction-loop-architect -> /kcs-hook-triad -> /kcs-10x-batch

Buyer-Driven Content Engine

/ai-topic-mining -> /kcs-topic-format -> /kcs-substance -> /revenue-ramp-builder -> /kcs-performance-loop

Quality Bar

Every output from this skill must pass these gates:

1. Validated Signal — topic and format are supported by outlier evidence, not taste alone.
2. Human Substance — the contrarian take comes from the creator's judgment or lived expertise.
3. Evidence Load — the take is supported by proof, contrast, examples, story, metaphor, or psychology.
4. Hook Triad Fit — spoken hook, text hook, and visual hook work together instead of repeating each other.
5. Format Integrity — the chosen format constrains the script instead of being decorative.
6. Batch Logic — single posts feed a 10-video learning loop.
7. Conversion Priority — conversions per view beat followers per view, and followers per view beat raw views.

Source Evidence

• Transcript: extractions/kallaway-content-system/transcript.txt
• Extraction report: extractions/kallaway-content-system/extraction-report.md
• Source notes: skills/kallaway-content-system/references/source-map.md

Execution Prompts (structure-pure v2)

9 deterministic practitioner prompts — each carries an Output Contract, Output Skeleton, and Quality Gate. When a deliverable matches one, Read it and honor its contract instead of improvising the output shape.

• Batch Performance Decision Memo — [BATCH ID/DATE RANGE] — skills/kallaway-content-system/references/prompts-v2/batch-performance-diagnostic.md
• Content System Audit + Repair Plan — [CREATOR/BUSINESS] — skills/kallaway-content-system/references/prompts-v2/content-system-audit.md
• Edit Path Decision + Editor Brief — [FORMAT] — skills/kallaway-content-system/references/prompts-v2/edit-path-brief.md
• Hook Triad Sheet — [TOPIC] / [FORMAT] — skills/kallaway-content-system/references/prompts-v2/hook-triad-sheet.md
• One-Rep Production Blueprint — [CREATOR/BUSINESS] — skills/kallaway-content-system/references/prompts-v2/one-rep-blueprint.md
• Script Profile + Script Brief — [TOPIC] / [FORMAT] — skills/kallaway-content-system/references/prompts-v2/script-profile-brief.md
• Substance Brief — [TOPIC] / [FORMAT] — skills/kallaway-content-system/references/prompts-v2/substance-brief.md
• 10x Batch Plan — [CREATOR/BUSINESS] — skills/kallaway-content-system/references/prompts-v2/ten-x-batch-plan.md
• Topic + Format Lock Memo — skills/kallaway-content-system/references/prompts-v2/topic-format-lock.md