SYS-UNC
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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.
01
Uncategorized
1
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.
6
05
Applied Research
Proportionate methods for answering operational questions and improving programs.
6
06
Edtech
Practical technology choices centered on learning workflows, access, evidence, and interoperability.
6
07
R&D
Disciplined experimentation, technology maturation, knowledge capture, and responsible transition.
6
02 // Latest transmissions
Methods, decision tools, and implementation notes from across the archive.
SYS-RND
Moving a Prototype Into Responsible Operations
Treat transition as a new evidence phase covering ownership, integration, safety, security, support, monitoring, and retirement.
SYS-EDT
A Pilot Plan for New Learning Technology
Treat a pilot as a bounded test of value, feasibility, risk, and implementation—not a miniature rollout.
SYS-RES
Turning Findings Into an Implementation Playbook
Translate findings into core functions, adaptable forms, prerequisites, measures, decision rules, and ownership.
SYS-MAR
Building a Maritime Skills Map for Emerging Technology
Map changing functions, human-system boundaries, and evidence of competence before rushing to name new job titles.
SYS-ID
Evaluation Beyond Satisfaction Surveys
Connect learning evidence to target behavior, operating conditions, outcomes, and decisions the evaluation must inform.
SYS-AI
Measuring the Cost and Value of AI Pilots
Count integration, review, correction, and governance—not just subscription fees or minutes saved.
SYS-RND
Documenting Negative Results as Reusable Knowledge
Capture the hypothesis, configuration, evidence, boundary conditions, and next implication so a failed test becomes organizational memory.
SYS-EDT
Accessibility Procurement Questions Every Team Should Ask
Move beyond a conformance claim by requesting scope, evidence, known defects, remediation, testing, and contract commitments.
SYS-RES
Communicating Uncertainty to Decision-Makers
Pair the best estimate with range, evidence quality, assumptions, alternatives, and a concrete implication for action.