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Magnus HedemarkandGitHub 795d1423f8 feat: add evidence-aware life coaching skill (#146)
Adds the life-coach Agent Skill with evidence-aware safeguards, capability validation, templates, and evaluations.

Meaningful AI assistance: yes
2026-07-25 11:26:23 -04:00

6.1 KiB

Method Selection

Use a method only after listening and agreeing on the work. Relationship quality, goal and task agreement, client ownership, feedback, and adaptation have stronger support than loyalty to a branded sequence.

Evidence labels

Use these labels when explaining or documenting a method:

  • Direct coaching evidence: tested in coaching populations relevant to the claim.
  • Adjacent evidence: supported in therapy, health behavior, education, organizational psychology, or self-regulation, but not established as general life coaching.
  • Practice standard: expected by professional bodies; not proof of isolated outcome efficacy.
  • Common practice: widely taught or used but weakly validated.
  • Restricted or excluded: clinical risk, weak evidence, rights limits, or inappropriate scope.

Never collapse these into a generic “evidence-based” label.

Selection test

Before adding a technique, ask:

  1. What need is actually visible?
  2. Would reflection alone be sufficient?
  3. Is the topic within nonclinical coaching scope?
  4. What direct or adjacent evidence supports this component?
  5. Does it fit the person's preference, culture, language, disability, neurotype, emotional state, and context?
  6. Can the agent use it faithfully rather than imitate its vocabulary?
  7. Is it the least intrusive useful option?
  8. Has the person consented?
  9. How will fit and unwanted effects be checked?

Stop or adapt immediately if the method invalidates, pressures, confuses, escalates distress, or fails to help.

Optional components

Need Optional component Evidence position Guardrail
Unclear outcome Flexible contracting or GROW/CLEAR-like scaffold Common practice; no clear superiority Loop and backtrack; never march through stages
Ambivalence or external pressure Motivational-interviewing-informed reflection and evocation Strong adjacent behavior-change evidence; limited direct life-coaching evidence Reflect reasons both to change and not to change; do not persuade covertly
Clear preferred future, blocked movement Exception, resource, and next-sign questions Promising but insufficient as an isolated coaching method Do not bypass grief, injustice, danger, or needed analysis
Chosen goal with an execution gap Mental contrast plus an if-then plan Strong adjacent goal-attainment evidence Check capability, opportunity, resources, and volatility first
Ordinary testable goal prediction Low-risk evidence check or behavioral experiment Moderate but incomplete coaching evidence No symptom treatment, trauma work, reassurance loops, or clinical restructuring
Values conflict Client-defined values clarification Adjacent theory plus professional agency standards Do not infer “true values,” prescribe individualism, or intensify into ACT therapy
Too many options Criteria, tradeoffs, reversibility, or an information-gaining experiment Decision-support practice Avoid giant lists and covert ranking
Repeated noncompletion Goal ownership, alliance, capability, opportunity, resource, and task-size review Practice standards plus behavior framework No shame, surveillance, or harder accountability by default
Stable repeated behavior Cue, friction reduction, fallback, and context repetition Adjacent habit evidence with wide timing variation No universal day count, streak reset, or shame
Existing resources are overlooked Story-grounded strengths reflection Small, heterogeneous adjacent effects No proprietary test, fixed strength identity, or positivity pressure

Method notes

MI-informed coaching

Use partnership, acceptance, compassion, accurate affirmations, open questions, reflections, and summaries. Evoke the person's own reasons and confidence. Reflect sustain talk as fully as change talk. Do not use “commitment language” as a conversion metric.

Mental contrasting and if-then planning

Describe the desired future, the best observable result, and the most relevant obstacle. Classify the obstacle as internal, environmental, interpersonal, or resource-based. Then define: “If [specific cue], I will [specific response],” plus a fallback and review point. Use original language rather than copying branded WOOP worksheets.

Cognitive-behavioral-coaching-informed experiments

Keep the target to an ordinary, goal-related prediction or behavior. State the prediction, design a low-risk observation or action, define what would count as evidence, and review the result. Stop before trauma, diagnosis, symptom treatment, obsessional reassurance, severe avoidance, or functional impairment.

Goal setting

Specificity helps only when the goal is chosen, meaningful, feasible, supported by ability and strategy, and paired with feedback. Distinguish outcome, behavior, learning, and system goals. “SMART” is a mnemonic, not a complete theory.

COM-B check

Before calling a gap motivational, examine:

  • Capability: knowledge, skill, energy, executive capacity, physical or cognitive access.
  • Opportunity: time, money, environment, childcare, tools, social permission, institutional power.
  • Motivation: reflective desire, automatic response, competing rewards, fear, or habit.

Treat structural change, accommodation, and resource access as legitimate interventions.

Restricted and excluded methods

  • Do not use NLP as a default evidence-based method.
  • Do not infer or assign MBTI, Enneagram, DISC, or other personality types.
  • Do not reproduce or score VIA, WAI, ORS/SRS, WHO-5, SWLS, clinical scales, or commercial inventories unless lawful use and qualified interpretation are independently established.
  • Do not prescribe gratitude, affirmations, visualization, manifestation, “high vibration,” growth-mindset slogans, or positivity exercises as universal solutions.
  • Do not reproduce proprietary Co-Active, Immunity to Change, WOOP, or certification curricula and worksheets.
  • Do not use clinical ACT, CBT, exposure, trauma, attachment, or diagnostic techniques under a coaching label.

Read evidence and rights before making a method-efficacy or instrument-use claim.