BBiaz Labs

The methodology

How the engine works.

An agent workforce, three layers deep. WhatsApp at the front, structured data in the middle, pattern memory at the bottom. The same engine powers our client commissions and our in-house bets.

The three layers

Picture the engine as three concentric layers. From the outside in.

Layer 1

Surfaces

What you touch. WhatsApp on your phone, the portal in your browser, email digests, ship-day calls. You don't need to know it's AI — you just experience a buddy who texts and a guide who shows up.

Layer 2

Agent workforce

The brains. Eight specialised agents — one per job — with defined tools, memory, and escalation rules. They communicate through a shared state store and are orchestrated by a thin coordinator.

Layer 3

Foundation

The data and infrastructure. Engagement state, artefact store, playbook library, outcome history, pattern memory across all prior engagements. Invisible to you, but where the labs' compounding value lives.

The agent workforce

Eight specialised agents. One per job. Specialisation produces predictability; generalisation produces drift.

1

Triage

Pre-program qualification

Runs the intake conversation, recommends the right track, gates entry.

2

Coach

WhatsApp-first day-to-day

The persona you build a relationship with. 5 touchpoints/day in month 1, 3/week after.

3

Builder

Drafts every artefact

Landing pages, email sequences, framework PDFs, decks. Edited by you, reviewed by us.

4

Reviewer

Quality gate at Ship Hour

Final check against archetype-specific rubrics before anything goes public.

5

Distributor

Public launch + outreach

Drafts your ship post, your named-five outreach, and follow-up reminders.

6

Conversion

First-customer arc

Monitors replies and Stripe events, drafts follow-ups, helps you close the first ten.

7

Concierge

Tight-stack setup

Stripe, Calendly, ConvertKit, domain. Eats four to eight hours of historical setup pain.

8

Retention Watcher

The infrastructure tail

Months 4–12: monitors graduate health, flags upgrade or rescue moments.

Autonomy ladder

Agents earn autonomy as the data justifies it. Two non-negotiable rules: autonomy is per-domain, not global, and autonomy is reversible.

If a metric drops, the operator pulls the rung back. This is normal and expected, not a failure.

Rung 1
Drafts every message, operator approves every send
Trigger: First 30 engagements
Rung 2
Drafts every message, operator approves 50% sampled
Trigger: 90%+ approval rate at Rung 1
Rung 3
Sends routine messages autonomously, flags ambiguous ones
Trigger: 75 engagements with no harmful errors
Rung 4
Sends all messages, flags only escalations and identity-collapse
Trigger: 150 engagements, first-dollar rate stable
Rung 5
Operator reviews failure flags and weekly aggregate metrics
Trigger: 300 engagements, quality maintained
Rung 6
Engine runs unattended; operator focuses on strategy
Trigger: 1,000 engagements; guide network in place

Six design principles

The constitution. When in doubt, we return to these.

01

WhatsApp is primary, the portal is the artefact surface

Conversation, accountability, and decisions happen where you already live. The site is where the work is built and shipped.

02

Agents are specialised, not general

One agent per job. Specialisation produces predictability; generalisation produces drift.

03

Humans at high-leverage moments, not as fallback

Scheduled into three points where their presence raises ship rate by 15 percentage points. Outside those, the engine is autonomous.

04

Every interaction produces structured data

A voice note becomes a transcript becomes an extracted commitment becomes a row. No conversation is lost.

05

Memory of every prior engagement

Each new customer benefits from the patterns of the fifty or five hundred who came before. Memory is the moat.

06

Failure modes detected by agents, not humans noticing

When a customer goes silent for 14 hours, an agent flags it. Most engagement failures are visible 24 hours before the human catches them.

The engine is built. Bring us your idea.