Macleod GLBACapability
AI Systems Architect
I personally architect and build full-stack AI platforms — from database schema and API design through to frontend, AI orchestration, governance layer, and production deployment.
Positioning
Intelligent systems are architected, not assembled.
Governance precedes code. Measurable outcomes precede interface. Strategy is translated into operational logic — not retrofitted after launch.
I do not build tools.
I architect platforms.
Full-stack application architecture
Systems designed from first principles — strategy, governance, infrastructure, execution, measurable outcomes.
Governance-first design
Invariant enforcement, contract-locked operations, and sentinel monitoring built into the architecture from day one.
Production-grade infrastructure
CI/CD pipelines, deterministic state transitions, drift detection, and failure containment at every layer.
Case Study
TheAgencyIQ
AI-Powered Social Media Platform
I personally architected and built the entire full-stack platform from the ground up. TheAgencyIQ is a multi-brand SaaS platform with 21 specialist AI agents that turns strategy into 30 perfect posts — automatically. Set & forget social media, governed by canonical contracts.
21 Specialist AI Agents
The Intelligent Heart of TheAgencyIQ
At the core of the platform are 21 specialist AI agents, among them the ones below — each engineered to uphold every canonical contract while delivering flawless execution. They work together under one locked, versioned set of operating contracts.
Brand Soul Agent
Deeply internalises and protects your brand purpose across every decision.
Smart Schedule Architect
Designs the perfect 30-post media plan in one lightning-fast operation.
Grok Creative Copywriter
Generates authentic, human-sounding captions via xAI's Grok that feel like you.
Visual Storyteller Agent
Creates image and carousel briefs that align perfectly with your brand voice.
Veo Video Director
Orchestrates high-quality video generation via Google Veo with 97%+ confidence gates.
Strategic Timing Oracle
Computes optimal publish moments using closed-loop learning across all platforms.
Publish Guardian
Enforces every hard publish gate, approval status, and platform health check.
Engagement Intelligence
Manages comments, DMs, and replies across Instagram, Facebook, LinkedIn, X, and YouTube.
Analytics Learning Sage
Continuously analyses performance and feeds insights back into future schedules.
Sentinel Self-Healing Agent
Runs constant health checks and auto-remediates any issues before you notice.
Compliance & Quota Keeper
Guarantees quota rules, idempotency, and Meta Instagram API compliance at all times.
Qy
The supreme agentic coordinator — already making the platform feel alive, evolving toward full autonomy.
Flagship Feature
One Button. 30 Perfect Posts.
TheAgencyIQ's Smart Schedule feature — activated with a single button — instantly creates 30 professionally crafted, platform-optimised posts. The system returns in under 2 seconds, then intelligently generates content via xAI's Grok and video via Google Veo in the background.
AUTO Mode
Approved posts publish at their strategic times with zero intervention. The platform handles timing, content generation, video rendering, and publishing — completely autonomously.
MANUAL Mode
Every post waits for your explicit approval — yet nothing ever publishes without passing the hard publish gate: approved + content ready + video ready + healthy platform.
Platform Detail
A Social Media Agency in Your Pocket
Most agencies charge monthly retainers for four things: strategy, execution, consistency, and governance. TheAgencyIQ handles all four autonomously once you set your Brand Purpose. Professional-grade marketing that learns from your results — week after week — without ongoing agency fees.
Architecture
Platform Architecture Layers
Layer 1
Execution Infrastructure
- React 18 frontend on Vercel
- Node.js backend on Render
- PostgreSQL (Neon) database
- Dual auth: JWT + HTTP-only cookies
- CI/CD via GitHub Actions
Layer 2
Governance & Contracts
- Locked, versioned operating contracts
- Single source of truth for all operations
- Drift detection enforcement
- Creative Compliance Gate
- Sentinel monitoring
- Every field has exactly one write authority
Layer 3
AI Orchestration
- xAI Grok for content generation
- Google Veo for video creation
- Structured prompt architecture
- Background content generation queue
- Concurrency limits & memory circuit breakers
- Deterministic state machines
Layer 4
Commercial Intelligence
- Strategic Timing Engine
- Brand purpose mapping
- Closed-loop learning from performance
- Meta Graph API v25.0 integration
- Instagram Professional Account auth
Self-Healing Architecture
The Platform That Fixes Itself
Every state transition is observable and auditable. Every operation is idempotent. Dedicated background workers continuously run health queries. Stuck posts are automatically remediated. Video failures trigger exact-one compensation posts. Quotas are deducted only on confirmed publish success — never during planning.
Multi-brand SaaS architecture
Scalable multi-tenant system serving distinct brand identities from a single governed codebase.
Contract-locked operations
Canonical contract lock files defining operational boundaries that cannot be overridden at runtime.
Self-diagnosing workers
Background health queries detect stuck posts, stale state, and API failures — then auto-remediate.
Video compensation logic
Failed video renders trigger exact-one compensation posts with intelligent retry and confidence gates.
Idempotent operations
Every operation can be safely retried. Quotas deducted only on confirmed success — never on attempt.
Role-scoped access control
Granular permission architecture ensuring data authority and operational boundaries per role.
Method
Blueprinting precedes building.
Before writing a single line of production code, the entire system is blueprinted — data models, state machines, authority boundaries, contract enforcement rules, metrics and evidence collection, failure containment logic, and drift measurement systems.
This is full-stack application architecture — not coding.
Complete Brand Purpose → Connect healthy platforms → One-click Smart Schedule. Backend-driven routing guides users exactly where they need to go.
app.theagencyiq.ai and api.theagencyiq.ai. No localhost surprises. No ports. Just pure, delightful production performance.
The next evolution — master orchestrator agent that will make TheAgencyIQ fully agentic and truly autonomous.
Foundation
30 years of architectural thinking.
The same structural discipline that built brand architecture, packaging architecture, and commercialisation frameworks now drives AI platform architecture. This is evolution — not reinvention.
Authority
I design platforms that enforce their own integrity.
If a system can drift, it will. So I build systems that detect drift, measure it, and self-correct. That is the difference between building an app — and architecting a platform. Strategy meets execution. Contracts meet delight.