SYS-AI
Human-in-the-Loop Is a Workflow, Not a Slogan
Specify where people inspect AI-supported work, what evidence they need, and when they have authority to halt the process.
KNOWLEDGE ARCHIVE / RELEASE 01
Field notes for work that has to function.
Practical methods for AI, instructional design, maritime workforce education, applied research, educational technology, and R&D—written to move from idea to evidence to responsible operation.
SELECT A CHANNEL01 // Channel map
Six connected domains. Each channel opens a focused field archive.
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Uncategorized
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02
AI
Human-centered adoption, evaluation, governance, and capability building for applied artificial intelligence.
6
03
Instructional Design
Performance-centered design for practice, assessment, accessibility, and transfer.
6
04
Maritime Workforce Education
Competency development for seafarers, shore teams, simulators, and emerging maritime operations.
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05
Applied Research
Proportionate methods for answering operational questions and improving programs.
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06
Edtech
Practical technology choices centered on learning workflows, access, evidence, and interoperability.
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07
R&D
Disciplined experimentation, technology maturation, knowledge capture, and responsible transition.
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02 // Latest transmissions
Methods, decision tools, and implementation notes from across the archive.
SYS-RND
Using Technology Readiness Levels Without Pretending They Are Precise
Make readiness claims evidence-based, component-specific, and explicit about environment, integration, and remaining risk.
SYS-EDT
Choosing an LMS by Workflow, Not Feature Count
Evaluate learning platforms against priority journeys, administrative reality, access conditions, and evidence needs.
SYS-RES
From Operational Question to Answerable Research Question
Convert a broad concern into a bounded question with a defined decision, population, comparison, outcome, and timeframe.
SYS-MAR
From STCW Table to Teachable Practice
Unpack competence tables into observable actions, conditions, evidence, and practice while preserving the governing standard.
SYS-ID
Start With the Performance Problem, Not the Course
Diagnose capability, opportunity, motivation, tools, and environment before prescribing instruction.
SYS-AI
Designing an AI Use Policy People Can Actually Follow
Turn broad principles into a short decision aid that tells people what data, tasks, review, and documentation are acceptable.