VibeID Daily

Day 44: The 'Syllabus-to-Skill' Auto-Pipeline

2026-05-13T00:00:00Z

The Pointer: Auto-extract measurable skills from any syllabus and map them to a competency framework.
The Details: Faculty write objectives in natural language; this pipeline converts them into structured, assessable competency units aligned to Bloom's or O*NET.
Action:

gemini "Extract all learning objectives from this syllabus. Map each to a Bloom's taxonomy level and suggest one authentic assessment per objective. Output as JSON."

Phase 5: Institutional Leadership & AI Governance

Backlink: Dailies MOC

Day 43: Inter-Departmental Knowledge Graph (Scaling Context)

2026-05-12T00:00:00Z

The Pointer: Map connections between courses, departments, and skills across the institution using an AI-generated knowledge graph.
The Details: When you operate at scale, context collapse kills quality. A graph lets the AI 'see' cross-departmental dependencies and prevent curriculum redundancy or gaps.
Action:

gemini "Given these syllabi, generate a Mermaid graph showing shared competencies and prerequisite chains across CUIN, HIED, and SPSY programs."

Phase 5: Institutional Leadership & AI Governance

Backlink: Dailies MOC

Day 42: The 'Accessibility Debt' Calculator

2026-05-11T00:00:00Z

The Pointer: Quantify the accessibility gap in a course or program before proposing remediation.
The Details: Use a structured rubric (WCAG 2.2, Section 508, UDL) to estimate the 'debt' - hours, cost, risk - of every non-conformant element. Makes the business case for upfront accessibility.
Action:

gemini "Analyze this course shell. Output a JSON object with: { wcag_failures: [], estimate_hours: N, risk_level: 'high|medium|low' }"

Phase 5: Institutional Leadership & AI Governance

Backlink: Dailies MOC

Day 41: The 'Institutional AI Manifesto' (Policy as Code)

2026-05-10T00:00:00Z

The Pointer: Treat AI usage policies not as static text, but as 'Guardrail Systems' injected into every prompt.
The Details: As a Senior ID, you define the 'boundary' for faculty. Convert the UT AI Policy into a system prompt that can be applied to any course design task.
Action:

gemini --system ./04_Policy/UT_AI_Guardrails.md "Review this assignment. Does it provide enough human-in-the-loop requirements for students?"

Phase 5: Institutional Leadership & AI Governance

Backlink: Dailies MOC

The 'Recursive Workspace' (Self-Evolving Manual)

2026-05-09T00:00:00Z

The Pointer: End your 40-day cycle by asking the AI to audit your entire workspace_technical_manual.md against your actual 40-day log.
The Details: Your system should learn from your habits. If you've been using a specific command often, it belongs in the official Manual.
ID Application: Ensures your "Agentic Infrastructure" grows with you, preventing "Instructional Debt."
Action: gemini "Based on my last 10 days of CLI Logs, suggest 3 updates to my Workspace Technical Manual to better reflect my current workflow."

Bilingual Sync (ZH/EN Content Mirroring)

2026-05-08T00:00:00Z

The Pointer: Use the AI to maintain a "Semantic Mirror" between your English and Chinese study materials/course content.
The Details: Don't just translate. Ask the AI to ensure the "Educational Intent" and "Cultural Context" are identical in both languages.
ID Application: Perfect for accessibility compliance review (ZH) documents to ensure no technical nuance is lost.
Action: read accessibility_week4_en.md | gemini "Update the ZH version. Ensure the legal definitions of the ADA are translated for conceptual accuracy, not just word-for-word."

The 'Cross-Model' Consensus (Model Diversity Audit)

2026-05-07T00:00:00Z

The Pointer: Use the CLI to run the same audit through two different models (e.g., Flash for speed, Pro for depth) and ask for a "Conflict Report."
The Details: If Flash says it's accessible but Pro finds a keyboard trap, you've identified a high-risk area.
ID Application: Essential for high-stakes accessibility compliance work.
Action: gemini-pro audit.html | gemini-flash audit.html "Compare these two outputs. Highlight the differences in accessibility findings."

Automated Rubric Calibration (The Fairness Audit)

2026-05-06T00:00:00Z

The Pointer: Use the CLI to compare a Syllabus, a Rubric, and a Sample Assignment simultaneously.
The Details: This is "Triangulation." The AI identifies "Rubric Drift" - where the grading criteria don't actually measure the stated learning objective.
ID Application: High-level QA for graduate courses where grading consistency is critical.
Action: gemini --files syllabus.pdf, rubric.md, assignment.html "Check for alignment. Is the 20% weight on 'Analysis' supported by the instructions?"

The 'Course-as-API' Concept

2026-05-05T00:00:00Z

The Pointer: Treat your course modules as "End-points" that can be queried by your AI Agents.
The Details: Use your Master File Index to let the AI "query" your course structure like a database.
ID Application: Ask the AI: "What is the average cognitive load score of Module 3 compared to Module 5?"
Action: gemini "Read the Master File Index. Identify any modules that lack a 'Real-World Application' case study."

The 'Voice-to-Logic' Pipeline (Ergonomic Level-Up)

2026-05-04T00:00:00Z

The Pointer: Use Voice-to-Text to dictate "Vibe Statements" and let the AI convert them into complex CLI commands or Shell Aliases.
The Details: On high-workload days, stop typing paths. Dictate the intent and ask for the command. Save successful commands as 1-word aliases in your .zshrc.
ID Application: Reduces the physical cost of "Systemic Engineering."
Action: gemini "I want to audit all HTML files in this folder for color contrast. Write a one-liner CLI command using my WCAG_Audit skill."