| 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 substratekallaway-content-psychology — viral engineering, buyer intent, monetization rampskallaway-addictive-storytelling — retention and dopamine loop scriptingkallaway-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:
- Validated Signal — topic and format are supported by outlier evidence, not taste alone.
- Human Substance — the contrarian take comes from the creator's judgment or lived expertise.
- Evidence Load — the take is supported by proof, contrast, examples, story, metaphor, or psychology.
- Hook Triad Fit — spoken hook, text hook, and visual hook work together instead of repeating each other.
- Format Integrity — the chosen format constrains the script instead of being decorative.
- Batch Logic — single posts feed a 10-video learning loop.
- 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
