📊 Education & Training Needs Matrix

Rows: Training Items (Public Repositories)
Columns: Required Job Competencies / Skills

This matrix defines which competencies are covered by which public AITL repositories.

It is intended for:

• 🧑‍💼 AITL adoption decision making
• 🔍 Training gap analysis
• 📘 Management and ISO audit explanation

This document provides a competence coverage view, not a training procedure.

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🔖 Legend

• ◎ Mandatory — Can take full responsibility independently
• ○ Important — Can perform tasks autonomously
• △ Basic — Conceptual / explanatory understanding
• — Not applicable

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🧠 Competency Definitions (Columns)

ID	Competency / Skill	Business-Level Definition
S1	Physical Principles	Can explain phenomena causally (including V–I characteristics)
S2	Modeling	Can build models using equations or block diagrams with explicit assumptions
S3	Control Theory (PID)	Can design gains with stability and performance justification
S4	State Control (FSM)	Can define states, transitions, and fault states explicitly
S5	AI Control (NN / RL)	Can define objectives, metrics, and deviation handling
S6	LLM Utilization	Can restrict LLM usage to design support with validation rules
S7	System Integration	Can specify responsibility separation (Control × AI × Safety)
S8	Implementation	Can build reproducible implementations (Python / Git / EDA)
S9	Verification	Can define pass/fail criteria, tests, and logs
S10	Documentation	Can maintain traceability (Requirements → Design → Verification)

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🧱 Training Item × Competency Matrix

(Public Repositories Only)

🧪 Physics / Semiconductor & EDA

Training Item (Repository)	S1	S2	S3	S4	S5	S6	S7	S8	S9	S10
Edusemi-v4x	◎	◎	△	—	—	—	○	△	○	○
SemiDevKit	○	◎	○	—	—	—	○	◎	○	△
openlane2-sram	○	◎	—	—	—	—	△	◎	○	△
Edusemi-Plus	○	○	○	△	○	○	◎	△	○	○

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🎛 Control / Safety

Training Item (Repository)	S1	S2	S3	S4	S5	S6	S7	S8	S9	S10
EduController	△	○	◎	◎	△	—	◎	○	◎	○
Control Playground	△	○	○	○	△	—	○	◎	○	△
AITL Controller A-Type	△	○	◎	◎	○	—	◎	○	◎	○
Envelope Control	△	○	◎	○	—	—	◎	○	○	△
Design Recovery Control	○	◎	◎	◎	△	—	◎	○	◎	○
AI Control Safety Package	—	○	○	◎	○	—	◎	△	◎	◎
V–I Control ASIC	◎	◎	◎	△	—	—	◎	○	○	○

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🧩 MEMS / Mechanical / Inkjet

Training Item (Repository)	S1	S2	S3	S4	S5	S6	S7	S8	S9	S10
MEMS pre-FEM Analysis	◎	◎	—	—	—	—	○	△	○	△
Inkjet DTS	◎	◎	○	△	—	—	◎	△	○	○
Inkjet Timing	◎	◎	◎	△	—	—	◎	△	○	○
GF180 Inkjet Driver IC	◎	◎	◎	△	—	—	◎	○	○	○
Full Code Mechanical Design	◎	◎	—	—	—	—	○	○	△	△

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🏛 Architecture / Governance

Training Item (Repository)	S1	S2	S3	S4	S5	S6	S7	S8	S9	S10
Samizo-AITL.github.io/portal	○	○	○	○	○	○	◎	—	△	○
AITL Animation Demos	△	△	△	△	△	△	○	—	—	△
aitl-training	—	—	—	—	—	—	△	—	△	◎

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🧭 How to Use This Matrix (For Companies)

• 🎛 Control & Safety deployment
  Focus on EduController, AITL Controller A-Type, AI Control Safety Package
  → S3, S4, S7 must be ◎

• 🧪 Physics / device-driven development
  Focus on Edusemi-v4x, V–I Control ASIC
  → S1, S2 must be ◎

• 🧰 Implementation & EDA flow
  Focus on SemiDevKit, openlane2-sram
  → S8 and S9 must be satisfied

• 🏛 AITL governance & explanation responsibility
  Use portal and aitl-training
  → S7 and S10 must be satisfied

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⚠️ Explicit Notes (Business Use)

• This matrix is built exclusively from public repositories.
• “Completed reading” is not sufficient.
  ➜ Competence must be confirmed via S9 (Verification).
• If mandatory (◎) competencies are not met,
  🚫 deployment to production work is not permitted.

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🛡 Note
This document defines competency coverage and responsibility boundaries.
It does not replace role-specific training plans or verification records.