Empowering Industry, Education & Community Services
We deliver agnostic-agentic artificial intelligence architectures, bespoke autonomous agent workflows, enterprise data pipelines, and certified workforce upskilling.
Agentic AI & Bespoke Ecosystems
Design and production deployment of multi-agent autonomous ecosystems that orchestrate complex multi-step reasoning, tool execution, and safe business operations.
- Autonomous task execution & reasoning loops
- Custom tool-calling and internal API connectors
- Vendor-agnostic private cloud / local deployment
Workflow Automation & Operations
Streamlining operational overhead for sole traders, contractors, and growing teams. Eliminate repetitive admin, client triage, scheduling, and document processing.
- 24/7 intelligent customer triage & automated dispatch
- Cross-platform CRM, calendar & invoice syncing
- Hands-off automated lead capture and follow-ups
Accredited Workforce Upskilling
Executive masterclasses and technical bootcamps developed by TAE40110 certified Australian Government Trainers and University Lecturers specializing in enterprise AI.
- Executive & leadership AI strategy briefings
- Hands-on prompt engineering & pair-programming
- Practical safety, IP protection & ethics workshops
Enterprise Knowledge & RAG Systems
Convert fragmented manuals, institutional records, and repositories into instant semantic search engines with zero hallucination and strict role-based access.
- High-precision Retrieval-Augmented Generation (RAG)
- Multimodal document, chart & table extraction
- On-premise air-gapped / secure cloud embeddings
Medical Regulatory & Governance Advisory
Specialized strategic counsel for high-compliance environments across medical regulatory frameworks, academic integrity, and corporate governance.
- Regulatory verification & algorithmic auditing
- Organizational AI governance policy formulation
- Privacy preservation & compliance assurance
Regional Education & AI Literacy
Bridging the digital divide across regional Australia and Southeast Asia. We deliver open educational platforms, subsidized training, and grassroots community learning.
- Open-source educational tooling (OzEdu & Classrooms)
- Community workshops & regional youth programs
- Non-profit digital transformation partnerships
Ready to Transform Your Organization?
Speak directly with our technical convenors and AI architects to map out a concrete implementation roadmap.
AI Foundation Classroom
Access your course materials, assignments, and resources through our dedicated learning portal.
Sign in to Google Classroom
About David Robertson
David Robertson is an Australian AI and digital transformation specialist, university lecturer, and founder of the AI Foundation. He holds an MBA in Digital Transformation, a Master's degree in Applied Linguistics, and is a certified Australian Government Trainer and Assessor (TAE40110) currently completing Higher Degree by Research (HDR) thesis work in AI for education and training.
As a university convenor specializing in business applications for artificial intelligence and agentic systems, his work bridges technical engineering and operational strategy by designing custom, vendor-agnostic AI agent ecosystems, structured data pipelines, and practical automation tools. Over a multi-decade career spanning Australia, Japan, and Southeast Asia, Robertson has spearheaded digital transformation across corporate, higher education, medical regulatory, and small-business sectors.
Currently developing an AI Centre in Bangkok, he focuses on scaling agentic AI capabilities, practical business automation, and workforce digital skills across Southeast Asia.
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Shared Database Inputs & Live Feeds
Multi-tenant Cloud Firestore explorer (ai-foundation-firebase). Inspect live records from AI Foundation and connected systems.
| Timestamp | Website / Tenant | Collection | Document Summary | Action |
|---|---|---|---|---|
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Data Contracts & System Integrity Specification
The authoritative, immutable Single Source of Truth (SSOT) governing all data ingestion channels across UI forms, REST endpoints, Cloud Firestore transactions, and AI agent tool invocations for AI Foundation Australia.
Domain 1: Billing & Financial Contributions
Financial / PCI| Field Name | Type | Ingestion Channel | Validation & Constraints | Target Storage & Retention |
|---|---|---|---|---|
| transactionId | String | API Route (/api/transactions/*) | Required. Stripe (pi_*, cs_*) or PayPal 17-char ID. | Firestore transactions/{id} (7 Years) |
| tag | Enum String | Server Injection | Immutable Constant: 'aifoundation'. Partition key. | Firestore Root Field (7 Years) |
| amount | Integer | UI Form / API Route | Positive integer 1 <= amount <= 1,000,000. Whole AUD only. | Firestore + Gateway (7 Years) |
| currency | Enum String | Server Default | Constant: 'aud' (normalized lowercase). | Firestore Root Field (7 Years) |
| paymentMethod | Enum String | UI Tab / API Route | Strict Enum: 'stripe' | 'paypal'. | Firestore Root Field (7 Years) |
| status | Enum String | API / Webhook | State Machine: initiated → succeeded | failed. | Firestore Root Field (7 Years) |
| Card PAN / CVC | PCI Object | Stripe Elements iframe | Direct browser tokenization. Zero server transmission. | Stripe Vault Only (PCI DSS SAQ A) |
Domain 2: Content Publishing & Syndication
Public Content| Field Name | Type | Ingestion Channel | Validation & Constraints | Target Storage & Retention |
|---|---|---|---|---|
| title | String | UI Admin / API | Required. Length 1–250 chars. Trimmed. HTML entities encoded. | Local JSON (data/*.json) |
| summary | String | UI Admin / API | Optional. Length 0–3,000 chars. Auto-truncated to 30 words on cards. | Local JSON (data/*.json) |
| link | String (URI) | UI Admin / API | Required. Valid HTTP/HTTPS URI. Max length 2,048 chars. | Local JSON (data/*.json) |
| imageUrl | String (URI) | UI Admin / ImgBB | Required. Valid URI. Non-post images enforced on i.ibb.co. | Local JSON (data/*.json) |
| platform | Enum String | UI / Auto-Detect | Enum: linkedin, youtube, google, twitter, etc. | Local JSON (data/*.json) |
Domain 3: Media Hosting & Asset Ingestion
Media Asset| Field Name | Type | Ingestion Channel | Validation & Constraints | Target Storage & Lifecycle |
|---|---|---|---|---|
| imageBase64 | String (Base64) | UI Dropzone / API | MIME image/*. Max payload 10MB. | Ephemeral Memory Transit Buffer |
| name | String | UI Input / API | Optional. 1–128 chars. Path traversal characters stripped. | ImgBB Album 1MZdyd |
Domain 4: Web Scraping & Metadata Extraction
SSRF GuardDomain 5: Administrative Access & Security Credentials
High Security| Credential | Format | Ingestion Channel | Validation Standard | Storage & Evaluation |
|---|---|---|---|---|
| Email String | Google OAuth 2.0 | Authorized AI Foundation Domain or Admin Email | Verified via /api/auth/admin-verify | |
| uid | String (UID) | Firebase Auth | Unique Firebase UID | Firestore users/{uid} with role: admin |
| adminAuth | Cookie String | Browser Cookie | adminAuth=true; Path: / | Max-Age 31,536,000s (1 Year) |
Domain 6: Public Inquiries & Community Communication
PII / APP| Field Name | Type | Ingestion Channel | Constraints | Storage & Retention |
|---|---|---|---|---|
| contactFirstName | String | UI Contact Form | 1–50 chars. Required. Letters and hyphens only. | Corporate Mailbox (7 Years) |
| contactLastName | String | UI Contact Form | 1–50 chars. Required. Letters and hyphens only. | Corporate Mailbox (7 Years) |
| contactSubject | String | UI Contact Form | 1–150 chars. Newlines stripped to block header injection. | Corporate Mailbox (7 Years) |
| contactMessage | String | UI Contact Form | 1–5,000 chars. Script and HTML tags stripped. | Corporate Mailbox (7 Years) |
Domain 7: AI Agent Tool Calls & Extraction Slots
AI Platform| Slot / Tool Name | Type | Validation Rule | Fail-Safe Rejection Behavior |
|---|---|---|---|
| amount_slot | Integer | Clamped to 1 <= value <= 10,000 | Reject vague strings ("a lot"). Reprompt for whole AUD dollar amount. |
| category_slot | Enum String | Must match: ['articles', 'projects', 'tech', 'community'] | Reject hallucinated categories. Return allowable enum list. |
| tag_enforcement | Enum String | Always forced to 'aifoundation' | Server overrides any conflicting tool argument. |
Domain 8: User Identity & Firebase Google Authentication
Identity & AuthGoverns Firebase Client SDK Google Authentication, multi-tenant user profile synchronization, and session management. Enforces mandatory partition keys (tag: 'aifoundation') and 7-year audit retention.
| Field Name | Data Type | Ingestion Channel | Classification | Invariants & Constraints | Storage & Retention |
|---|---|---|---|---|---|
| uid | String | Google OAuth / Firebase SDK | Unique User ID | Required. Firebase UID format. | Firestore Document ID. Indexed. |
| String (Email) | Google Account Profile | PII | Required. Valid RFC 5322 email. Lowercased, trimmed. | Stored in users/{uid}. AES-256. 7-Year retention. | |
| displayName | String | Google Account Profile | Public Identity | Optional. Max 120 chars. HTML entities escaped. | Firestore root field. |
| photoURL | String (URI) | Google Account Profile | Public Identity | Optional. Valid HTTPS avatar URI (Google CDN). | Firestore root field. |
| tag | Enum String | System Enforcement | Partition Key | Constant: 'aifoundation' | Firestore root field. Indexed. |
| businessId | Enum String | System Enforcement | Partition Key | Constant: 'aifoundation' | Firestore root field. |
| authProvider | Enum String | System Enforcement | Auth Metadata | Constant: 'google' | Firestore root field. |
| role | Enum String | Server Verification | Access Control | Value: 'supporter' | 'admin' | Firestore root field. |
| lastLoginAt | ISO 8601 Timestamp | Client / Server Sync | Audit | UTC timestamp of most recent authentication. | Firestore root field. 7-Year statutory retention. |
tag: 'aifoundation', and user-associated donation transactions automatically tie into their verified Google identity.
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