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Lixing, FDE Pre-Deployment Engineering

FDE Capability Guide

Six capability dimensions to judge the real starting point of an enterprise FDE engineer.

It doesn't matter how many hours of courses you've watched; what matters is whether you can provide evidence of tasks, systems, evaluations, launches, and handovers in real business.

Six-Dimension Capability Map

Each dimension should correspond to real artifacts. Being able to explain concepts does not equal being able to take on on-site delivery.

Business diagnosis

Ability to interview owners and users, and break down triggers, steps, inputs, outputs, exceptions, value, and stop conditions.

Data and Systems

Can trace sources, fields, permissions, interfaces, update frequency, conflicts, failures, and existing technical debt.

AI workflow building

Can design models, retrieval, tool calls, state, human confirmation, and fallback - and turn them into a runnable version.

Evaluation and governance

Can establish representative samples, quality and permission checks, rollout criteria, audit, and human disposition.

Production and operations

Can handle deployment, monitoring, cost, performance, alerts, knowledge updates, versioning, and support.

On-site delivery

Can manage scope, communication risk, push for confirmation, document evidence, train users, and complete internal handover.

Four levels, no certificates as evidence

Levels are used to choose the next real task, not as a permanent identity. Re-assess whenever the system and scope of responsibility change.

L1 Can understand

Can restate business processes, identify data and system boundaries, and complete structured records under mentor guidance.

L2 Can build

Can build a bounded workflow, tool connections, and representative tests with pair support.

L3 Can go live

Can complete permissions, evaluation, monitoring, rollback, and human takeover, and go into production within a limited scope.

L4 Can hand over

Can independently lead business interviews, technical decisions, launch retrospectives, and knowledge transfer, and mentor the next engineer.

What to prepare for a capability re-assessment

Choose a real business line you recently worked on, bring all materials, then decide the next stage.

Task evidence

Problem map, flow diagram, responsible person, and clear success and stop conditions.

Engineering evidence

System map, code or configuration, interface and permission records, versions, and failure handling.

Validation evidence

Normal and abnormal samples, evaluation results, human judgment, rollout criteria, and unresolved issues.

Operations evidence

Release, monitoring, alerts, rollback, usage feedback, retrospectives, and internal handover records.

Shouheng, AI governance and trusted boundaries

Use one real project as a capability baseline

State the background of the person to be developed, the target business line, and the current system; we design the development starting point based on verifiable artifacts.