aira-agnets

Iterative deep research with Think→Action→Report cycle. Web search via web_search tool, /research command, and MCP. Bilingual search, source quality assessment, and cross-validation. Use when COLLECTING information from multiple sources, verifying market data, conducting competitive analysis, or gathering evidence for business decisions.

Consulting framework application with MECE validation and pyramid structuring. 53 frameworks across 14 categories with auto-recommendation by keyword matching. Use when ANALYZING collected data with structured frameworks, applying SWOT/3C/PEST, validating MECE completeness, or structuring findings into pyramid format.

Consulting framework definitions and selection reference. 53 frameworks across 14 categories including strategy, problem-solving, marketing, and innovation. Use when looking up a framework definition, comparing frameworks, selecting the best framework for a business question, or learning framework usage.

Consulting learning capture and knowledge persistence. Records engagement insights, framework pitfalls, and client-specific patterns from completed consulting tasks. Use when FINISHING a consulting engagement, discovering a framework limitation, resolving an analysis error, or recording lessons for future engagements.

True objective discovery through structured dialogue. 5 Whys analysis, JTBD (Jobs To Be Done), and 6-element structured prompting. Use when STARTING a consulting engagement, clarifying ambiguous business questions, defining the true objective behind a request, or scoping a research project.

Pyramid-principle consulting report generation with quality validation. Template selection, executive summary, numerical/citation/content/format checks. Use when WRITING consulting reports, proposals, executive summaries, business cases, or client-ready deliverables from analysis results.

Assessment design with Bloom's Taxonomy annotation and Constructive Alignment. Rubrics, tests, formative assessment tools with cognitive level distribution. Use when DESIGNING tests, rubrics, quizzes, formative assessments, or evaluation criteria aligned with learning objectives and Bloom's levels.

Growth Mindset feedback generation for student work. Effort-focused, specific, and actionable feedback with strengths, growth areas, and next steps. Use when RESPONDING to student assignments, essays, presentations, or projects with constructive, growth-oriented feedback.

Developmental stage-aware student guidance with Erikson, Kohlberg, and Piaget frameworks. Preventive, responsive, and crisis intervention plans with multi-tier support. Use when PLANNING student guidance, behavioral interventions, crisis responses, or counseling support grounded in developmental psychology.

Education learning capture and pedagogy knowledge persistence. Records instructional insights, theory application lessons, and curriculum pitfalls. Use when FINISHING an education task, discovering a pedagogy limitation, or recording lessons for future instructional design sessions.

Theory-grounded lesson planning with curriculum alignment and Constructive Alignment. Supports single-lesson, unit, and course design with differentiation strategies. Use when PLANNING lessons, designing units, creating teaching sequences, or aligning instruction with curriculum standards and learning objectives.

Instructional material creation with pedagogical scaffolding and UDL principles. Worksheets, handouts, slides, and visual aids with differentiated access. Use when CREATING teaching materials, worksheets, handouts, slide outlines, or visual aids aligned with lesson objectives and learner needs.

Education theory definitions and application guidance. 175 theories across learning, motivation, assessment, development, and instruction categories. Use when looking up education theory definitions, comparing pedagogical approaches, selecting theories for instructional design, or understanding learning science concepts.