POD // 01
Logic & Guardrail Engineering
7-Phase FDD & Prompt Precision
Deterministic AI coding guardrails, Shift-Left repository architecture, and agile facilitation tools engineered for high-velocity builders.
ZINE // ISSUE 2026.11KNOWLEDGE AT WORK[RAY GUN // BRUTALIST EDITION]
SABI /’SAH-BEE/ (V.) — TO UNDERSTAND DEEPLY
THE SABI ECOSYSTEMLAUNCHPAD // RAW CULTURAL & AI TOOLS
We build and broadcast projects that celebrate local identity on a global scale. From open-source AI coding guardrails and prompt engineering to live Lagos Afrobeat radio and coldwater telemetry — engineered without corporate polish.
SIGNAL MATRIX // VERIFIED
01 // LOGIC & AI
7-PHASE FDD GUARDRAIL + REFINE
02 // ON AIR NOW
MILE 2 RADIO + NAIJASPEAK + MUMU DON DO
03 // FIELD & SPORTLIVE
AQUALOG + G-KICKER + KIDS CUP
NODES: 10 REGISTERED // 7 ACTIVEEST. 2025–2026
SYSTEM ARCHITECTURE // 3 PILLARS
BUILT FOR SIGNAL, NOT NOISE
Every project under the Sabi AI umbrella is anchored in one of three foundational engineering and cultural pods.
POD // 02
Cultural Context & Signal
Lagos to Global Broadcast
High-fidelity Afrobeat streaming on Mile 2 Radio, Nigerian Pidgin intelligence on NaijaSpeak, and civic storytelling on Our Mumu Don Do.
POD // 03
Community & Field Utility
Real-World Wellness & Sport
Coldwater immersion telemetry with Aqualog, youth tournament coordination with Kids Cup Helpers, and AI soccer drills with G-Kicker Coach.
SECTOR 01 // LOGIC
Logic & Productivity
AI coding guardrails, prompt engineering & agile team facilitation.
Vibe Coding Guardrail
github.com/stefanasemota/vibe-coding-guardrail
Public AI coding guardrail library & plugin enforcing the 7-Phase Feature-Driven Development (FDD) workflow, Shift-Left Repository architecture, and automated compliance audits.
DeveloperApplicationOPEN APPLICATION ->
Refine
refine.sabiai.work
AI Toolkit for Prompt Engineers.
DeveloperApplicationINTERNAL BUILD
Facilitator
facilitator.sabiai.work
Agile coaching & team-building.
BusinessApplicationINTERNAL BUILD
Retro-Lite
retro.sabiai.work
Lean & Agile Retrospectives. Focused Drill-Downs for high-performing teams.
BusinessApplicationNo public access
SECTOR 02 // CULTURE
Culture & Context
Digitizing Lagos street intelligence, Afrobeat radio & civic heritage.
NaijaSpeak
naijaspeak.sabiai.work
The heartbeat of Lagos, digitized. High-fidelity radio and Pidgin translation for the global community.
EducationalApplicationOPEN APPLICATION ->
Mile 2 Radio
m2r.sabiai.work
Live Afrobeat radio & synchronized streaming.
MultimediaApplicationOPEN APPLICATION ->
Our Mumu don Do
our-mumu-don-do.sabiai.work
Nigerian heritage & education.
EducationalApplicationOPEN APPLICATION ->
SECTOR 03 // COMMUNITY
Community & Wellness
Coldwater immersion telemetry, youth sports coaching & volunteer ops.
Aqualog
aqualog.asemota.ch
Intelligent tracking for coldwater swimmers.
HealthApplicationOPEN APPLICATION ->
Kids Cup Helpers
studio--studio-8868769584-6a914.us-central1.hosted.app
Volunteer & shift planning for the FC Gelterkinden Kids Cup.
SportsApplicationOPEN APPLICATION ->
G-Kicker Coach
coach.g-kicker.sabiai.work
Digital training plans and drill management for soccer coaches for 6-7 years old.
SportsApplicationOPEN APPLICATION ->
DEV PROFILE // ARCHITECTROOT GITHUB README LIVE
Stephan Asemota (@stefanasemota)
Principal Ecosystem Architect & Creator of Sabi AI
Building culturally grounded AI products, open-source engineering guardrails, and community tools from Switzerland to Lagos. Explore the root GitHub profile README and public repositories.
- Creator of aos Vibe Coding Guardrail (7-Phase FDD Protocol)
- Architect of 10+ Sabi Ecosystem Web & AI Applications
- Open-Source Maintainer & Agile Technical Coach
GITHUB // ROOT PROFILE
github.com/stefanasemota
Inspect the root profile README.md, open-source repositories, and the 7-Phase FDD Vibe Coding Guardrail plugin directly on GitHub.
Visit @stefanasemota on GitHubvibe-coding-guardrail RepoACCESS & PATRONAGE // 3 TIERS
OPEN TOOLS. ZERO GATEKEEPING.
Stream live broadcasts for free, adopt the open-source AI guardrail plugin, or fuel the independent server infrastructure.
OPEN ACCESS
Public Launchpad
FREEforever // public pods
Instant browser access to live Sabi Ecosystem applications and cultural broadcasts.
- Live streaming on Mile 2 Radio (M2R)
- NaijaSpeak Pidgin translation & Our Mumu Don Do
- Aqualog, Kids Cup Helpers & G-Kicker Coach access
RECOMMENDED // OSS PLUGIN
Vibe Coding Guardrail
MIT OSSgithub plugin & library
Install our public AI coding guardrail plugin & 7-Phase FDD skill suite in your own repos.
- Engine-neutral 7-Phase FDD orchestrator (vibe-coder)
- Automated repo compliance auditor (aos-audit-project)
- Shift-Left Repository & security gates (aos-verify)
BACKER // PATRON
Fuel the Ecosystem
COFFEEcommunity patronage
Support independent hosting, radio streaming bandwidth, and open-source AI tooling.
- Directly backs Firebase & Hostpoint infrastructure
- Supports new cultural & community pod experiments
- Connect with @stefanasemota on GitHub
TUNE IN OR BUILD WITH THE GUARDRAIL
Jump straight into live Afrobeat streaming on Mile 2 Radio, translate Pidgin on NaijaSpeak, or enforce the 7-Phase FDD workflow in your repository today.