Course materials and engineering practice
Read the lectures, implement assignments on synthetic data and support your work with tests, model traces and delivery artifacts. Each resource lists its purpose and boundaries.
Complete Chinese lecture manuscripts
These are teaching manuscripts, not course summaries: methods, examples, cases, required and advanced assignments, and review criteria.
The expanded manuscripts are Chinese. English pages retain overviews and workshops, with links to the full Chinese notes.
Visual field guide: see the system, then build it
Twenty-four diagrams paired with twelve modules. Enlarge, download the vector, or return to the implementation notes. All examples are educational and contain no customer data.
Weekly notes and deliverables
Markdown supports offline reading and annotation. Design snippets are not all complete programs; boundaries are stated in the notes.
W01 · 8 sectionsFDE role and project qualification
Fit memo + fit/gap register + run evidence
W02 · 8 sectionsDiscovery and business modeling
Interview ledger + stakeholder map + ontology v0
W03 · 8 sectionsMetrics and delivery scope
Metric contract + scope draft + executable metric tests
W04 · 8 sectionsData profiling and tenant adaptation
Data diagnosis + adapter + first replayable slice
W05 · 10 sectionsOntology and the advisory agent
Ontology and semantic config + tools + advisory MVP design and traces
W06 · 8 sectionsData security and deployment design
Security design + permission tests + deployment decision
W07 · 8 sectionsAgent evaluation and scope change
Evaluation sets + regression report + change proposal
W08 · 8 sectionsAction agents and operational integration
Action contract + failure tests + adoption ledger
W09 · 10 sectionsProduction engineering and launch review
Launch pack: checks, runbook, cost model and canary plan
W10 · 8 sectionsAttribution and project acceptance
Attribution analysis + acceptance pack + outcome boundaries
W11 · 8 sectionsRetrospective and product feedback
Retrospective + asset layers + transfer playbook
W12 · 8 sectionsCapstone defense and competency review
Capstone pack + defense materials + growth record
Mechanism tests and tenant extensions
Runs with the Python standard library, with no external models or live systems. Run the baseline, then inspect tenant_extension.py for segmentation and proposal tools.
python -m unittest discover -s tests -v python tenant_extension.py python demo.py python evaluate.py python analysis.py
Implementation status
Synthetic orders, validation and quarantine, retention metrics, scope checks, preview/confirmation, in-process idempotency, segments/proposals, tag simulation, unit tests and analysis arithmetic.
Real model integration and traces, identity service, persistent transactions, external connectors, retrieval, model evaluation and production deployment.
Integrate identity and durable storage; verify isolation, recovery, model performance and release readiness. Assess business impact separately.
Delivery worksheets
Templates organize evidence; they do not replace implementation. Record data, versions, ownership and open questions.
Project fit memo
Candidate job · Recent failure · Business loss · Business owner
Download worksheet ↓Field interview ledger
Role and consent · Recent incident · Original statement · Fact or interpretation or incentive
Download worksheet ↓Metric contract
Name and version · Meaning · Numerator · Denominator
Download worksheet ↓Data and reconciliation contract
Source and authority · Fields and types · Unique key · Units and timezone
Download worksheet ↓Business objects and actions
Object ID · Lifecycle · Attributes · Link cardinality and time
Download worksheet ↓Data boundaries and permissions
Category · Minimal fields · Purpose · Processor
Download worksheet ↓Evaluation and regression plan
Task ID · Normal-edge-adversarial · Input · Expected behavior
Download worksheet ↓Controlled action contract
Action · Actor · Target · Authority
Download worksheet ↓Launch and operations runbook
Function · Reliability · Security · Observability
Download worksheet ↓Three-layer acceptance and attribution
Scope version · System quality · User behavior · Business outcome
Download worksheet ↓Reuse and transfer register
Asset · Source and rights · Customer-industry-core · Sensitivity
Download worksheet ↓Capstone evidence index
Context · Training or authorized real environment · Contribution · Baseline
Download worksheet ↓Change decision record
Request · Existing scope · Value · Data impact
Download worksheet ↓Research evidence ledger
Claim · Fact-opinion-inference · Source URL · Publisher
Download worksheet ↓Enterprise skill specification
Task and trigger · Exclusions · Required inputs · Data authority
Download worksheet ↓Instructor review sheet
Week objective · Learner role · Prerequisite check · Submitted artifacts
Download worksheet ↓FDE team training brochure
An introduction to participants, curriculum, engineering outputs and review. It is not a substitute for the lectures.
Local learning records
Progress and notes stay in this browser, with no upload or sync. Reading is not assessment. Check notes for sensitive content before export.