David Potgieter
Agentic AI systems. Practical business implementation.
Dubai-based low-code Agentic AI Engineer, AI Solutions Architect and AI transformation practitioner with applied AI work dating back to 2021. David specialises in turning real business processes, organisational knowledge and human decision-making into working AI systems.
Agentic AI Architecture
AI Transformation
AI Implementation
AI Solutions Architecture
Human-AI Operating Systems
Current scale
The work is operating at organisational scale.
The profile is grounded in a live human-plus-AI operating ecosystem rather than a collection of demos.
Professional profile
Executive transformation thinking with hands-on systems architecture.
What David does
Designs and implements agentic AI operating models that connect people, AI agents, reusable Skills, organisational context, live business systems and governed execution.
- Agentic AI architecture and multi-agent systems
- AI transformation and implementation planning
- Model Context Protocol and tool orchestration
- Context engineering, durable memory and source-of-truth design
- Human-in-the-loop governance and authority boundaries
- AI-assisted development, testing, debugging and integration
How he works technically
David is a low-code Agentic AI Engineer. His strongest capability is systems architecture, technical review, code reading, integration, orchestration and AI-assisted implementation rather than traditional deep manual coding.
Working familiarity: Python, TypeScript / JavaScript, SQL, Bash and PowerShell.
Operating environments: Linux, macOS, Windows, VPS, Docker, PostgreSQL, Redis, GitHub, OAuth, Cloudflare and distributed execution.
Selected outcomes
Measured proof, not generic AI claims.
21-stage AI-assisted lifecycle
Converted Talent Bridge's recruitment method into a durable 21-stage operating system. The founder-reported operating model releases workload capacity equivalent to two additional recruiters, representing approximately AED 600,000–1.08 million annualised payroll-equivalent capacity at the documented salary range.
92 seconds → 18 seconds
A measured AI routing/status workflow improved from 20 tool calls to 5, producing 80.4% lower turnaround and 75% fewer calls for that task class.
36-test regression suite
Designed and provider-tested a persistent-agent Skill delivery architecture using hosted execution, reusable Skills, independent review, deterministic state management and immutable Skills API publication.
~49% measured increase
One active sourcing batch grew from approximately 80 to 119 candidates while the same proof period processed 100+ vacancy signals, qualified 10 opportunities and supported 16+ controlled outreach actions.
7 minutes → ~3 hours
One documented operating workflow converted about seven minutes of executive direction into roughly three hours of structured manual-equivalent execution, an illustrative ~25:1 attention-leverage ratio for that workflow.
Staff-level with Principal-strength dimensions
An independent Agentic AI Systems Engineering assessment scored the integrated ecosystem at 76.7/100, supporting Staff-level overall capability with selected Principal-strength architecture dimensions.
Technical environment
A broad agentic AI systems stack.
The technical environment spans model providers, agent frameworks, business platforms, local inference and the execution layer needed to make AI work reliably inside a business.
AI & model ecosystem
OpenAI API, OpenAI Agents, OpenAI Skills API, ChatGPT, Codex / Codex CLI, Anthropic Claude, Claude Code, multi-model orchestration, local LLMs and MLX / oMLX environments.
Agentic engineering
AI agents, multi-agent systems, organisational AI roles, agent profiles, harnesses, Skills, MCP, tool calling, semantic routing, agent identity, context engineering, memory, evaluation and recovery.
Automation & integration
REST APIs, webhooks, n8n, Google Workspace, Gmail, Calendar, WhatsApp, CRM, ATS, recruitment systems, websites, OAuth and provider integrations.
Infrastructure
Linux, macOS, Windows, VPS environments, Docker, PostgreSQL, Redis, systemd, SSH, reverse SSH, Cloudflare, FastAPI environments, health checks, backup, recovery and failover.
AI-assisted development
Git, GitHub, Issues, Pull Requests, GitHub Actions, Claude Code, Codex, code review, architecture review, regression testing, debugging, Markdown, JSON and YAML.
Knowledge & memory
Organisational knowledge architecture, durable AI memory, progressive context loading, source-linked knowledge, provenance, file-native AI systems and long-term agent continuity.
Flagship architecture
FolderDesk OS: humans and AI operating the same business system.
David architected the evolution from file-native agent systems into a layered AI Business Operating System that keeps organisational identity, reusable methods, business state and execution separate but connected.
Human + AI experience
Business UI, collaboration, Mission Control and shared operating surfaces.
Structured business platform
Twenty-based business state across identity, CRM/GTM, recruitment, meetings and related operational capabilities.
FolderDesk Agents
Persistent organisational role profiles, Skills composition, context, memory, authority and replaceable model/host/harness bindings.
Execution + durable truth
FD0, AI Engine, MCP, APIs, deterministic automation, Mac/VPS/local runtimes, GitHub canon and retained systems of record.
AI organisation design
13 active AI roles with real accountability.
Rather than anonymous bots, the operating model uses position-led role profiles with explicit reporting lines, mission, authority, owner and reusable capability.
Group CEO
Chief Revenue Officer
Chief Financial Officer
Revenue Intelligence Director
Chief Marketing Officer
Social Media Manager
Search & AI Visibility Director
Design Director
Head of Hiring Intelligence
Recruitment Director
Assessment Director
Email & Communications Manager
WhatsApp Platform Manager
Career journey
Two decades across systems, operations, recruitment and AI.
2025–Present
AI Implementation Lead | Agentic AI Solutions Architect
iMPLEMENTAi · Dubai / Global Remote
AI implementation, agentic architecture, solution design, human-AI operating models, MCP, reusable Skills, context engineering and production-style delivery.
2021–Present
Applied AI Practitioner → AI Consultant | AI Coach
Independent Applied AI Practice / Business Implementation
Progressed from applied AI and automation into generative AI, organisational memory, AI consulting, coaching and advanced agentic systems architecture.
2018–Present
AI Recruiter | Recruitment & Talent Acquisition Consultant
Talent Bridge HR Consultancy · Dubai
Executive search, structured interviewing, AI-assisted recruitment and process architecture. Career scale includes 10,000+ personal interviews and 1,000+ personal placements.
2014–2018
Recruitment Consultant
DANSULT Management Consultancy Group · Dubai
Concurrent recruitment consulting alongside the Emirates role, covering client requirements, sourcing, interviewing, evaluation and placement.
2011–2019
Maintenance Supervisor & Coordinator
Emirates Group · Dubai
Large-company operations, contractors, service coordination, Oracle-based enterprise systems and operational governance.
2010–2011
Restaurant Manager
Park Central Cafe · Dubai
Opening-team recruitment, rostering, training, performance, service standards and daily operations.
2008–2010
Technical Systems Lead | Security Systems Engineer
Think Secure · South Africa
Designed and delivered CCTV, IP camera, access-control, networking, server, UPS, intercom, electric-fencing, gate-automation and satellite systems.
2006–2008
Earlier Operations & Team Leadership
Hospitality sector · South Africa
People leadership, training, customer service and frontline operational discipline.
Selected portfolio
Systems and operating capability personally architected or implemented.
FolderDesk OS
Layered human-plus-AI business operating architecture spanning business UI, Twenty, FolderDesk Agents, reusable Skills, specialist execution and durable organisational truth.
Skills Architecture
124+ personally authored reusable AI Skills inside a current 137-Skill organisation catalogue covering technical and business operating capability.
OpenAI Agent & Skill Delivery
Persistent Agents, hosted execution, reusable builder Skills, independent review, validation, deterministic workflow state and immutable Skills API publication.
MCP & Multi-System Integration
Operational MCP patterns connecting authorised AI agents to business and infrastructure systems across Mac, Windows, VPS and GitHub environments.
Talent Bridge Recruitment OS
21-stage AI-assisted recruitment operating lifecycle spanning vacancy activation, sourcing, screening, assessment, interview, submission and placement follow-up.
Enterprise Intelligence Architecture
AI Estimation Brain architecture converting historical departmental information into source-linked, auditable intelligence while retaining human decision authority.
Credentials & professional development
Formal learning layered onto practical implementation.
AI
Certified AI Consultant — AICoaches.com
Certified AI Coach — AICoaches.com
Claude Code certification — exact public credential wording retained pending final credential verification.
People & business systems
HR Management / HRM Professional — Phoenix Educational Institute, Dubai
HRMS & Oracle HR Software — Emirates Aviation College
Recruitment Process Training — DANSULT
UAE Labour Law Training
Technical foundations
CCTV / Security System Design Engineering — South Africa
Applied systems experience across networking, access control, servers, infrastructure and operational technology.
Professional affiliation
OpenAI Partner Network — Select Category
Current technical assessment and submission evidence covers OpenAI Agents, Skills API, persistent environments, hosted execution, governance and production-oriented agent architecture.
Languages
Afrikaans · English · Dutch
Afrikaans and English fluent. Dutch working proficiency.
Need practical AI architecture or implementation?
Discuss an AI transformation, agentic-system, fractional leadership or hands-on implementation requirement with David.