edge-concept-synthesizer

Name: edge-concept-synthesizer
Author: tradermonty

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

INSTALLATION

npx skills add https://github.com/tradermonty/claude-trading-skills --skill edge-concept-synthesizer

Run in your project or agent environment. Adjust flags if your CLI version differs.

SKILL.md

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

Collect ticket YAML files from auto-detection output.

Optionally provide hints.yaml for context matching.

Run scripts/synthesize_edge_concepts.py.

Deduplicate concepts: merge same-hypothesis concepts with overlapping conditions (containment > threshold).

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