aaas.academy // system architecture

Stop Learning.
Start Doing.

"10x more effective in 10 hours" — The Neverending Improvement Flow. Not an academy. A continuous capability upgrade system.
10h
Time Investment
10x
Effectiveness
∞
Continuous Flow
80%
Infra Reused

The Three Engines

Raw intelligence flows in. Action Packs flow out. Personalized delivery never stops.
1. Intake Engine
GravityClaw 12 scanners
YouTube Digest pipeline
aaas.blog entities
User-submitted URLs
Pinecone (5,865 skills)
2. Forge Engine
TL;DR (30 sec read)
The Play (step-by-step)
Copy-Paste Starter
Time-to-Value estimate
AaaS Agent connector
3. Flow Engine
Daily Email (micro-action)
10h Guided Tracks (web)
Live Feed (dashboard)
Telegram digest (bot)
API (/api/feed)

Data Flow

End-to-end automated pipeline from research discovery to personalized action delivery.
  SOURCES                    PROCESSING                 DELIVERY               FEEDBACK
  -------                    ----------                 --------               --------

  GravityClaw ---+
  (12 scanners)  |
                 |        +----------------+         +--------------+
  YouTube -------+        |                |         | Daily Email  |--- open/click
  Digest         |        |    CONTENT     |         | (micro-act)  |   tracking
                 +------> |    PIPELINE    |-------> +--------------+
  Blog ----------+        |                |         | Web Tracks   |--- completion
  Entities       |        | scout > intake |         | (10h paths)  |   + time-saved
                 |        | > forge > pack |         +--------------+
  User URLs -----+        | > digest       |         | Live Feed    |--- engagement
                 |        |                |         | (dashboard)  |   signals
  Skill Vault ---+        +-------+--------+         +--------------+
  (5,865 skills)                  |                  | Telegram     |--- replies
                                  |                  | (GravityClaw)|
                           +------v--------+         +--------------+        +---------+
                           | ACTION PACK   |         | API          |------> | AaaS    |
                           | GENERATOR     |         | (/api/feed)  |        | Platform|
                           |               |         +--------------+        +---------+
                           | LLM enriches  |                |
                           | each piece:   |                |        +------------------+
                           | * TL;DR       |                +------> | PERSONALIZATION  |
                           | * The Play    |<------------------------| ENGINE           |
                           | * Starter     |    interest vectors     | (Pinecone +      |
                           | * Time est    |    + completion data    |  Knowledge Graph) |
                           +---------------+                        +------------------+

Action Pack Format

Every piece of content becomes an Action Pack — not a lesson, but a play you can run immediately.
Action Pack #042
Auto-Triage Your Email in 10 Minutes
Set up an AI agent that reads your inbox, categorizes messages into 4 tiers (skip / info / meeting / action), and drafts replies for tier 4. Takes 10 minutes. Saves 45 minutes every morning.
The Play
Create a new agent project with the AaaS template
Connect your Gmail via OAuth (one-click in AaaS)
Configure the 4-tier classification prompt below
Set the cron schedule to run every morning at 7 AM
Test with yesterday's inbox - verify classifications
Copy-Paste Starter
classification_prompt: |
  You are an email triage agent.
  Classify each email into exactly one tier:
  - SKIP: newsletters, notifications, no action
  - INFO: FYI only, read later
  - MEETING: calendar-related, RSVP needed
  - ACTION: requires a response or task
  For ACTION emails, draft a concise reply.
Saves ~3h/week
Deploy as Agent on AaaS

Infrastructure Reuse

80% of the system already exists. The academy wires together proven production components.

Reuse As-Is (Production)

  • GravityClaw Scout pipeline (12 scanners)
  • YouTube Digest skill (transcript + summarize)
  • Content Pipeline (5 stages)
  • Knowledge Graph (SQLite + Pinecone)
  • Email scheduler + Resend delivery
  • 5-day crash course (templates + scheduler)
  • Pinecone aaas-context index (5,865 skills)
  • Firebase Auth (cross-domain)
  • Firestore (user profiles)
  • AaaS brand tokens + design system

Build New

  • Action Pack Generator (Cloud Function)
  • aaas.academy Next.js app
  • Personalization Engine (Pinecone query)
  • 10h Track Sequencer (Cloud Function)
  • Progress + time-saved tracking
  • Academy API (/api/feed)
  • New Pinecone namespace: academy
  • DNS: aaas.academy domain

Ecosystem Connection

aaas.academy sits at the center of the AaaS ecosystem — converting research into action and learners into platform users.
  +---------------------------------------------------------------+
  |                      AaaS ECOSYSTEM                           |
  |                                                               |
  |  aaas.name --- signup --> aaas.academy ---- graduate --> aaas.com
  |  (landing)               (capability    )    (platform)       |
  |                           upgrade system)                     |
  |                                                               |
  |  aaas.blog <-- content -- GravityClaw ---- research --> academy|
  |  (knowledge)              (agent)                     (actions)|
  |                                                               |
  |  aaas.diy --- engine ---> academy                             |
  |  (ingestion)              (uses diy's YouTube/content tech)   |
  |                                                               |
  |  aaas-vault -- skills --> academy                             |
  |  (5,865 skills)           (searchable skill catalog)          |
  |                                                               |
  |  Supervisor -- monitors - academy                             |
  |  (this repo)              (health, deploys, content flow)     |
  +---------------------------------------------------------------+

User Journey

From signup to platform customer in a seamless, automated flow.
Day 0
Sign Up
aaas.name or direct
Day 1-5
Crash Course
Existing 5-day email
Day 6-15
10h Track
20 Action Packs
Day 16+
The Flow
1 pack/day forever
Ongoing
AaaS Platform
Deploy agents
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