Aiwg tot-exploration

Trigger Tree of Thoughts exploration when agents face architectural decisions with multiple valid approaches

install
source · Clone the upstream repo
git clone https://github.com/jmagly/aiwg
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/jmagly/aiwg "$T" && mkdir -p ~/.claude/skills && cp -r "$T/.agents/skills/tot-exploration" ~/.claude/skills/jmagly-aiwg-tot-exploration && rm -rf "$T"
manifest: .agents/skills/tot-exploration/SKILL.md
source content

tot-exploration

Automatically trigger Tree of Thoughts exploration when agents face architectural decisions with multiple valid approaches.

Triggers

Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):

  • "ToT" → Tree of Thought exploration
  • "evaluate N options" → multi-option architectural analysis

Purpose

This skill activates the ToT exploration protocol when an agent encounters a decision point with multiple valid architectural approaches. It ensures systematic evaluation rather than defaulting to the first viable option.

Behavior

When triggered, this skill:

  1. Detects decision context:

    • Parse the decision question from conversation
    • Check if multiple valid approaches exist
    • Verify this is an architectural/technical decision (not stylistic)
  2. Loads ToT protocol:

    • Load @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/schemas/flows/tree-of-thought.yaml schema
    • Load @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/agents/enhancements/architecture-designer-tot-protocol.md protocol
  3. Generates alternatives:

    • Produce k=3 meaningfully distinct alternatives (default)
    • Each alternative addresses the same problem differently
    • No trivial variations (must differ in approach, not just parameters)
  4. Evaluates with scoring matrix:

    • Extract criteria from project NFRs if available
    • Apply weighted scoring (1-5 per criterion)
    • Calculate composite scores
  5. Produces recommendation:

    • Clear winner (gap > 0.5): Recommend with HIGH confidence
    • Close call (gap 0.2-0.5): Recommend with MODERATE confidence, note trade-offs
    • Tie (gap < 0.2): Present both options, request human decision
  6. Generates ADR if approved:

    • Use @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/templates/architecture/adr-with-tot.md template
    • Save to
      .aiwg/architecture/
    • Include backtracking triggers

Activation Conditions

activation:
  conditions:
    - decision_type: [architectural, technical, infrastructure]
    - alternatives_count: ">= 2"
    - impact_level: [high, critical]

  skip_when:
    - decision_already_documented: true
    - user_explicitly_chose: true
    - trivial_decision: true

Integration

This skill uses:

  • decision-support
    : Underlying decision matrix infrastructure
  • artifact-orchestration
    : For multi-agent evaluation when needed
  • project-awareness
    : Context for NFR-based criteria

Agent Orchestration

agents:
  primary:
    agent: architecture-designer
    focus: Generate and evaluate alternatives

  reviewers:
    - agent: security-architect
      focus: Security implications of each alternative
      condition: security_relevant == true
    - agent: performance-engineer
      focus: Performance trade-offs
      condition: performance_critical == true
    - agent: cloud-architect
      focus: Infrastructure implications
      condition: cloud_deployment == true

Output Locations

  • ADRs:
    .aiwg/architecture/adr-*.md
  • Decision matrices:
    .aiwg/decisions/
  • ToT exploration logs:
    .aiwg/working/tot-explorations/

References

  • @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/schemas/flows/tree-of-thought.yaml - ToT workflow schema
  • @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/agents/enhancements/architecture-designer-tot-protocol.md - Agent protocol
  • @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/templates/architecture/adr-with-tot.md - ADR template
  • @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/skills/decision-support/SKILL.md - Decision support skill
  • @.aiwg/research/findings/REF-020-tree-of-thoughts.md - Research foundation