CM Content Factory v2.0 — AI Content Machine Platform

Config-driven, self-improving content factory with real-time dashboard, multi-agent independence, and token management. Gets smarter with use through memory + reward system.

Architecture

┌─────────────────────────────────────────────┐
│         🌐 DASHBOARD (localhost:5050)        │
│  Pipeline │ Tasks │ Tokens │ Logs │ Landing  │
└───────────┬─────────────────────────────────┘
            │ SSE / Polling
┌───────────┴─────────────────────────────────┐
│            🏭 PIPELINE ENGINE               │
│  ┌──────────┐ ┌──────────┐ ┌────────────┐  │
│  │  State   │ │  Token   │ │   Agent    │  │
│  │ Manager  │ │ Manager  │ │ Dispatcher │  │
│  └──────────┘ └──────────┘ └────────────┘  │
│                    │                         │
│  EXTRACT → PLAN → WRITE → AUDIT → SEO → PUB│
│                    │         │              │
│              📊 SCOREBOARD (reward/penalty)  │
│                    │                         │
│              🧠 MEMORY (3-layer learning)   │
└─────────────────────────────────────────────┘

Config file: content-factory.config.json at project root. Schema: config.schema.json.

---

🚀 Quick Start

# New project (interactive wizard)
python3 scripts/wizard.py

# Full pipeline WITH dashboard
python3 scripts/pipeline.py --dashboard

# Pipeline with budget limit
python3 scripts/pipeline.py --dashboard --budget 5.0

# Dashboard only (standalone)
python3 scripts/dashboard_server.py

Phase 0: Discovery (MANDATORY)

AI MUST ask 5 question groups in order:

#	Group	Key Questions
Q1	Niche Info	Industry, brand, address, phone, USP
Q2	Reference & Avoid	Reference websites, styles to avoid, tone
Q3	Data Sources	Existing files, URLs to extract, images
Q4	Content Goals	Number of articles, keywords, language, region
Q5	Deploy	Cloudflare account, domain, milestone

Phase 0.5: Confirm

Display summary table → WAIT for user OK → then proceed.

---

Operating Modes (12)

Mode	Script	Purpose
📦 EXTRACT	extract.py	Source docs → JSON knowledge-base
📋 PLAN	plan.py	Knowledge → topic queue
✍️ WRITE	write.py	AI content generation (batch/single)
🔍 AUDIT	audit.py	Quality check + auto-fix
🔎 SEO	seo.py	Metadata optimization
🚀 PUBLISH	publish.py	Build + deploy
🧠 LEARN	scoreboard.py + memory.py	Extract patterns from feedback
🔬 RESEARCH	research.py	Auto-research new topics
💰 REVIEW	monetize.py	Monetization scoring
🏭 PIPELINE	pipeline.py	Full automated A→Z
📊 DASHBOARD	dashboard_server.py	Real-time web dashboard
🎯 LANDING	landing_generator.py	Persona-based landing pages

All scripts: python3 scripts/<script> --config content-factory.config.json

---

Dashboard (NEW in v2.0)

Real-time web dashboard at http://localhost:5050:

• Pipeline Progress: Visual 6-phase timeline with progress bars
• Task Queue: Active/queued/completed/failed task cards
• Token Tracker: Cost by provider, budget progress bar
• Event Log: Filterable real-time log viewer
• Error Panel: Highlighted error details

# Auto-start with pipeline
python3 scripts/pipeline.py --dashboard --dashboard-port 5050

# Standalone
python3 scripts/dashboard_server.py --port 5050

---

Multi-Agent Support (NEW in v2.0)

Multiple agents can work independently on the same pipeline via file-based task queue.

from agent_dispatcher import AgentDispatcher
d = AgentDispatcher()

# Enqueue tasks
d.enqueue("write-article-1", "write", {"topic": "SEO Tips"}, priority=3)
d.enqueue_batch([{"id": "w-2", "type": "write"}, {"id": "w-3", "type": "write"}])

# Agent claims next task
task = d.claim_next("gemini-agent-1")
d.heartbeat("gemini-agent-1", task["id"])  # Keep alive

# Complete or fail
d.complete(task["id"], "gemini-agent-1", {"result": "ok"})
d.fail(task["id"], "gemini-agent-1", "API timeout")  # Auto-retry up to 3x

Features: priority ordering, stale lock detection (10min), auto-retry (3x), heartbeat.

---

Token Management (NEW in v2.0)

Track token usage, costs, rate limits, and budget across all providers.

from token_manager import TokenManager
tm = TokenManager(budget_usd=5.0)

# Record usage
tm.record_usage("gemini", input_tokens=1000, output_tokens=500, task_id="w-1")

# Check budget
if not tm.check_budget():
    print("Budget exceeded!")

# Rate limiting
tm.wait_if_rate_limited("gemini")

# Circuit breaker (auto-stop after 5 consecutive failures)
if tm.is_circuit_open("gemini"):
    print("Provider down, switching...")

python3 scripts/token_manager.py status

---

Landing Pages (NEW in v2.0)

Generate persona-based landing pages using Content Mastery SB7 framework.

Add personas array to config:

{
  "personas": [{
    "name": "Economic Buyer",
    "headline": "Save 50% on Marketing Costs",
    "subheadline": "AI creates professional content, 10x faster",
    "pain_points": ["High marketing costs", "Lack of content staff"],
    "benefits": [{"title": "Cost Savings", "description": "Reduce costs by 50%"}],
    "social_proof": [{"number": "2,347", "label": "Businesses trust us"}],
    "steps": [{"title": "Configure", "description": "Enter your business information"}],
    "cta_text": "Try It Free"
  }]
}

python3 scripts/landing_generator.py --config content-factory.config.json
python3 scripts/landing_generator.py --config content-factory.config.json --list

---

Pipeline Execution

1. INIT     → wizard.py + scaffold.py → Astro project + config
2. RESEARCH → pipeline:research → 30+ topics
3. EXPAND   → expand-topics.py → 30 → target (100/200/...)
4. WRITE    → pipeline:write → 3 workers, 8s sleep, ~3 articles/min
5. MILESTONE → audit → build → deploy (at 50%/100%)
6. SHIP     → Final audit → deploy → notify user

🛡️ Golden Rules (Score 95+)

• Performance: Font preload, critical CSS inline, preconnect, img width/height, GTM defer
• Accessibility: WCAG AA contrast (#555+ on white), semantic HTML, h1-h3 hierarchy
• Security: CSP/HSTS/XFO headers via public/_headers, cache immutable for /_astro/*
• SEO: robots.txt → sitemap, proper meta tags

---

Self-Learning System

Memory (3 layers)

Layer	Path	Purpose
Semantic	memory/semantic/	Long-term patterns, style, SEO rules
Episodic	memory/episodic/	Per-session experiences + outcomes
Working	memory/working/	Current session context

Scoreboard

Event	Points
User praise	+10
Engagement (share/bookmark)	+5
Article passes audit first try	+3
User edits article	-5
User deletes article	-10
Audit fail	-3

---

Scripts Reference

Core Pipeline

Script	Purpose
pipeline.py	Master orchestrator (6-phase) + dashboard integration
extract.py	Source extraction
plan.py	Topic planning
write.py	AI content writer
audit.py	Quality audit + fixer
seo.py	SEO optimization
validate.py	Content validation
publish.py	Build + deploy
deploy.py	Multi-platform deploy

Platform Layer (NEW v2.0)

Script	Purpose
state_manager.py	Central state management (JSON + JSONL events)
token_manager.py	Token tracking, cost, rate limits, circuit breaker
dashboard_server.py	HTTP server + SSE for dashboard
agent_dispatcher.py	Multi-agent task queue with file locking
landing_generator.py	Persona → Landing page generator

Intelligence Layer

Script	Purpose
memory.py	3-layer memory engine
scoreboard.py	Reward/penalty system
research.py	Auto-research engine
monetize.py	Monetization scoring

Setup

Script	Purpose
wizard.py	Interactive project setup
scaffold.py	Website scaffolding (Astro)

---

⚠️ Rules

1. ALWAYS ask before doing — Phase 0 Discovery is mandatory
2. ALWAYS confirm — Display summary, wait for user OK
3. ALWAYS notify milestones — At 50%, deploy milestone, completion
4. NEVER deploy without audit — Always audit before deploy
5. NEVER skip questions — If user doesn't provide info, use default + confirm
6. ALWAYS use dashboard — When running pipeline, add --dashboard

---

Content Mastery Framework — High-Conversion Content Writing

Unified content writing system. Synthesized from 8+ frameworks: StoryBrand (SB7), SUCCESs, Cialdini (7 Principles), STEPPS, Hook Model, JTBD, CRO, Grand Slam Offers.

Core Principle: Excellent content is not art — it is systematic science. Every word guides the reader: "unaware" → "interested" → "desire" → "action".

Phase 0: Persona & JTBD

User Persona Canvas (complete BEFORE writing):

Dimension	Questions
Demographics	Age, gender, occupation, income
Pain Points	3-5 most urgent problems
Goals & Dreams	Dream Outcome — in their own language
Fears & Objections	What concerns do they have when buying?
Decision Triggers	What makes them BUY NOW?
Language	Voice of Customer — words they use to describe problems

Buyer Persona: Economic (ROI) | User (UX) | Technical (specs) | Coach (case studies)

Job Statement (JTBD): When [situation], I want [outcome], so that [end result]

• 3 dimensions: Functional + Emotional + Social
• 4 forces: Push + Pull > Habit + Anxiety

Phase 1: Hook — 12 Formulas

#	Hook Type	Formula
1	Contrarian	"[What everyone believes] is actually wrong..."
2	Curiosity Gap	"How [person/competitor] [achieved result] without [surprise]"
3	Data Shock	"[Shocking statistic] — here's what you need to know"
4	Before/After	"Before: [pain]. After: [dream]. In [timeframe]"
5	Question	"[Question that hits deepest pain point]?"
6	Story Open	"At [moment], [character] discovered..."
7	Authority	"[Credential] + [surprising insight]"
8	FOMO	"[X people] have [achieved result]. Are you missing out?"
9	Pain Agitation	"If you're experiencing [specific pain], keep reading..."
10	Promise	"You'll [result] in [timeframe], even if [obstacle]"
11	Villain	"[Enemy] is [doing harm] — here's how to fight back"
12	Insider Secret	"What [experts] don't want you to know..."

Rule: 1 hook = 1 message. Test 3-5 hooks for each important piece of content.

Phase 2: SB7 Narrative

1. Hero (Customer) → has ONE desire
2. Problem → Villain + External + Internal + Philosophical
3. Guide (You) → Empathy + Authority
4. Plan → 3 simple steps
5. CTA → Direct + Transitional
6. Failure → consequences of inaction
7. Success → the picture of success

Golden Rule: Customer = HERO. You = GUIDE. Never make the brand the main character.

Phase 3: 7 Cialdini Weapons

Principle	Application	Copy Pattern
Reciprocity	Free guide/trial/tool	"Here's a gift for you..."
Commitment	Quiz, micro-actions	"You've completed step 1!"
Social Proof	Testimonials, logos	"2,347 businesses trust us..."
Authority	Credentials, data	"Research from Harvard..."
Liking	Friendly brand voice	"We've been there too..."
Scarcity/FOMO	Limited spots, deadline	"Only 5 spots remaining..."
Unity	Shared identity	"For those who are building..."

FOMO 5 layers: Time Scarcity → Quantity Scarcity → Exclusive Access → Social FOMO → Opportunity Cost

Ethical boundary: FOMO must be BASED ON TRUTH. Fake countdowns = permanent brand destruction.

Phase 4: SUCCESs + STEPPS

SUCCESs (Made to Stick) — ≥4/6: Simple, Unexpected, Concrete, Credible, Emotional, Stories

STEPPS (Viral Check): Social Currency, Triggers, Emotion (high-arousal), Public, Practical Value, Stories

Phase 5: Offer & CTA

Grand Slam Offer: Perceived Value = (Dream Outcome × Likelihood) / (Time Delay × Effort)

CTA Type	When to Use	Example
Direct	Primary conversion	"Sign Up Now — Free"
Transitional	Not ready to buy	"Download Free Checklist"
Urgency	Real scarcity	"Only 3 Spots Left — Before 23:59"

O/CO (Objection/Counter-Objection): Trust → Testimonials. Price → ROI calc. Fit → Case study. Timing → Deadline. Effort → "Done-for-you".

Phase 6: SEO Checklist

• Title Tag ≤ 60 chars + primary keyword
• Meta Description ≤ 155 chars + CTA
• H1 × 1 + keyword. H2-H3 hierarchy + secondary keywords
• First 100 words contain primary keyword
• ≥ 3 internal links + 2-5 external authoritative links
• Schema Markup: FAQ, How-to, Article as appropriate

Phase 7: Cross-Audit 7 Dimensions (each /10)

1. Hook Power — Does the first 3 seconds retain attention?
2. Persona Fit — Correct VoC + pain + dream?
3. Persuasion Depth — ≥3 Cialdini + O/CO?
4. Narrative Flow — SB7 compliant?
5. Stickiness — ≥4/6 SUCCESs?
6. SEO Compliance — Title/Meta/H1/links?
7. CTA Clarity — 1 Direct CTA + repeat?

63-70: Exceptional | 49-62: Strong | 35-48: Average | <35: Fail — rewrite

Content Type Matrix

Type	Hook Focus	Persuasion	CTA
Landing Page	Contrarian/Data Shock	Social Proof + Scarcity	Direct
Blog Post	Curiosity Gap/Question	Authority + Value	Transitional
Email	Pain Agitation/Story	Reciprocity + Commitment	Direct
Social Media	Insider Secret/FOMO	Social Currency + Emotion	Mixed
Ad Copy	Villain/Question	Scarcity + Emotion	Direct

Ethical Boundaries

1. No fake scarcity (fake timers, fake "sold out")
2. No fabricated testimonials
3. No exploiting vulnerable groups
4. No promising undeliverable results
5. No hidden costs
6. No fear-mongering

Final test: "Would you be willing to apply this technique to your own family?"