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edge-concept-synthesizer

Abstract detector tickets and hints into reusable edge concepts with thesis, invalidation signals, and strategy playbooks before strategy design/export.

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1 Oct 2026
From
tradermonty/claude-trading-skills
AI & Agents
Get it through your agent npx skills add tradermonty/claude-trading-skills@edge-concept-synthesizer

Skill instructions

Rendered from the published SKILL.md, 71 lines.

Edge Concept Synthesizer

Overview

Create an abstraction layer between detection and strategy implementation. This skill clusters ticket evidence, summarizes recurring conditions, and outputs edge_concepts.yaml with explicit thesis and invalidation logic.

When to Use

  • You have many raw tickets and need mechanism-level structure.
  • You want to avoid direct ticket-to-strategy overfitting.
  • You need concept-level review before strategy drafting.

Prerequisites

  • Python 3.9+
  • PyYAML
  • Ticket YAML directory from detector output (tickets/exportable, tickets/research_only)
  • Optional hints.yaml

Output

  • edge_concepts.yaml containing:
    • concept clusters
    • support statistics
    • abstract thesis
    • invalidation signals
    • export readiness flag

Workflow

  1. Collect ticket YAML files from auto-detection output.
  2. Optionally provide hints.yaml for context matching.
  3. Run scripts/synthesize_edge_concepts.py.
  4. Deduplicate concepts: merge same-hypothesis concepts with overlapping conditions (containment > threshold).
  5. Review concepts and promote only high-support concepts into strategy drafting.

Quick Commands

python3 skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py \
  --tickets-dir /tmp/edge-auto/tickets \
  --hints /tmp/edge-hints/hints.yaml \
  --output /tmp/edge-concepts/edge_concepts.yaml \
  --min-ticket-support 2

# With hint promotion and synthetic cap
python3 skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py \
  --tickets-dir /tmp/edge-auto/tickets \
  --hints /tmp/edge-hints/hints.yaml \
  --output /tmp/edge-concepts/edge_concepts.yaml \
  --promote-hints \
  --max-synthetic-ratio 1.5

# With custom dedup threshold (or disable dedup)
python3 skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py \
  --tickets-dir /tmp/edge-auto/tickets \
  --output /tmp/edge-concepts/edge_concepts.yaml \
  --overlap-threshold 0.6

python3 skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py \
  --tickets-dir /tmp/edge-auto/tickets \
  --output /tmp/edge-concepts/edge_concepts.yaml \
  --no-dedup

Resources

  • skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py
  • references/concept_schema.md