Make ownership, controls, and exceptions operable
Frame client journeys, handoffs, escalation, failure cost, and control evidence so a workflow can be run and reviewed, not merely described.
Multi-Venue Algo Architecture →CAPABILITIES / WORK WITH ME
Operational judgement, systems clarity, faster delivery.
I work best where client operations, risk, technology, and product decisions meet. I define the problem and operating boundaries, then use AI-assisted research and prototyping to make the proposed solution testable before a larger build.
For hiring teamsAssess role fit through evidence, not a list of tools.
Start with the capability map and public case studies, then use the private resume portal for detailed career history.
View role fit ↓For collaboratorsTurn an unclear workflow into a decision-ready prototype.A focused engagement begins with the problem, users, constraints, and evidence required to decide what should happen next.
View collaboration scope ↓What I bring
Three connected capabilities, with a clear boundary between professional judgement and AI-assisted execution.
Translate between operational intent and system behaviour
Define data boundaries, states, adapter contracts, stale and failure handling, and acceptance criteria across operations and technology.
SimpleTerminal →Move from ambiguity to evidence without overstating engineering depth
Use agents for research, implementation, comparison, testing, and documentation while retaining human ownership of judgement and quality.
CCTMenu evolution case →CAREER FIT
Roles where this combination is useful
The strongest fit is a role that needs operational leadership and technical fluency, not a position built around live coding or deep quantitative model development.
Operations leadership
Head or lead roles across middle office, client operations, service delivery, controls, and operating-model design.
Client onboarding & service
Institutional onboarding, lifecycle ownership, stakeholder coordination, escalation, and service governance.
Technical operations & connectivity
The translation layer between clients, operations, product, engineering, market connectivity, and production support.
Product operations & AI transformation
Workflow discovery, prototype validation, human-in-the-loop controls, and responsible adoption of AI-assisted delivery.
Detailed career recordOpen resume portal ↗
The full resume remains separate and password protected.
This portfolio demonstrates public evidence. Employment history, dates, and private details stay in the dedicated resume portal.
FOCUSED COLLABORATION
Problems I can help make clearer
The useful output is a decision, operating model, specification, or tested prototype. It is not an open-ended promise to replace a full software team.
Workflow & system diagnostic
Map users, current flow, handoffs, failure scenarios, controls, and the smallest useful improvement.
Diagnostic brief · workflow map · prioritiesPrototype & product specification
Turn a defined operational or data problem into requirements, interaction logic, a testable prototype, and acceptance criteria.
Product brief · prototype · validation notesAI knowledge & publishing workflow
Design a private-first flow for capture, review, redaction, visualisation, and controlled publication.
Workflow design · templates · safety gatesTrading & data workflow architecture
Review observation, research, risk, and execution boundaries using public or explicitly approved information.
Architecture view · operating boundaries · roadmapA small engagement should produce evidence quickly
Clarify the user, decision, constraint, and cost of failure.
Expose ownership, data, handoffs, states, and control gaps.
Build the smallest artefact that can test the proposed direction.
Document evidence, limitations, decisions, and the next responsible step.
Clear boundaries make collaboration more useful
I do not present AI-assisted delivery as deep software engineering, and I do not use confidential information as portfolio evidence.
Good fit
- Operational workflow and control design
- Requirements, prototypes, and acceptance evidence
- Technical coordination and system framing
- Public or explicitly approved project information
Out of scope
- Investment advice or performance promises
- Account access or discretionary trade execution
- Unreviewed production deployment
- Publishing employer, client, credential, or private financial data
START A CONVERSATION
Bring the role, workflow, or decision that needs clarity.
The most useful first message includes the context, intended outcome, current constraint, and why this combination of operations, systems, and AI-assisted delivery may fit.