MY PROPOSED DEVELOPMENT ROADMAP
Build on the work.
Close the evidence gaps.
A practical plan for strengthening my AI engineering and operational practice. I am building from implemented foundations. The exercises and acceptance criteria below describe my next work.
PATH 01
Context to a reviewable output
Implemented foundation
Task-specific context, lexical retrieval, sufficiency gates and structured generation.
Proposed next exercise
Create a fixed evaluation set for source coverage, unsupported claims and abstention. Compare prompt versions on the same cases.
What counts as complete
A versioned report with comparable inputs, human-reviewed labels, failures and clear limits.
PATH 02
From local checks to operational reliability
Implemented foundation
Provider selection, failure-isolated ingestion and deterministic policy and workflow tests.
Proposed next exercise
Add fault injection for stalled sources, retries, duplicates and confirmation replay. Establish bounded retry and recovery behaviour.
What counts as complete
Reproducible failure fixtures, an operator runbook and evidence that a second person can recover the workflow.
PATH 03
From a working tool to evidence of value
Implemented foundation
Operational reconciliation, source-linked records and accountable completion states.
Proposed next exercise
Pilot a workflow with an independent user. Record baseline effort, assisted review and correction time, quality and direct running cost.
What counts as complete
Comparable accepted cases and a measured outcome. Capacity released and cash saved are reported separately.
PATH 04
From personal expertise to reusable practice
Implemented foundation
Human-directed specialist work, policy boundaries and practical system adoption in international operations.
Proposed next exercise
Package a synthetic example with dependencies, owner, fallback, test fixtures and handoff instructions. Trial reuse in a second setting.
What counts as complete
A user can operate and stop the workflow without its original author. Reuse and support effort are documented.