Edge Concept Synthesizer
Abstract detector tickets and hints into reusable edge concepts with thesis, invalidation signals, and strategy playbooks before strategy design/export.
MCP get_skill({ skillId: "edge-concept-synthesizer-58d7569d" })Use this skill with your agent
Create a free account and connect via MCP
# 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 ```bash 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`
Related Skills
More skills in Data, AI & Research
Ablation Planner
Use when main results pass result-to-claim (`claim_supported = yes` or `partial`) and ablation studies are needed for paper submission. A secondary Codex agent designs ablations from a reviewer's perspective; the local executor reviews feasibility and implements.
Ablation Planner
Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.
About
Provides information about the bitwize-music plugin, its version, and its creator. Use when the user asks about the plugin, its purpose, version, or capabilities.
Ab Test Analysis
Analyze A/B test results with statistical significance, sample size validation, confidence intervals, and ship/extend/stop recommendations. Use when evaluating experiment results, checking if a test reached significance, interpreting split test data, or deciding whether to ship a variant.
Academic Search
Search and analyze academic literature. Find papers, understand research methodologies, and synthesize academic findings for research projects.
Adaptyv
How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, BLI/SPR assays, thermostability assays, or wants to submit protein sequences for experimental characterization. Also trigger when code imports `adaptyv`, `adaptyv_sdk`, or `FoundryClient`, or references `foundry-api-public.adaptyvbio.com`.
Explore Other Categories
Skills from other categories with shared topics
Edge Pipeline Orchestrator
Orchestrate the full edge research pipeline from candidate detection through strategy design, review, revision, and export. Use when coordinating multi-stage edge research workflows end-to-end.
AI SEO
Optimize content to get cited by AI search engines — ChatGPT, Perplexity, Google AI Overviews, Claude, Gemini, Copilot. Use when you want your content to appear in AI-generated answers, not just ranked in blue links. Triggers: 'optimize for AI search', 'get cited by ChatGPT', 'AI Overviews', 'Perplexity citations', 'AI SEO', 'generative search', 'LLM visibility', 'GEO' (generative engine optimization). NOT for traditional SEO ranking (use seo-audit). NOT for content creation (use content-production).
Business & Growth Skills
4 business growth agent skills and plugins for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw. Customer success (health scoring, churn), sales engineer (RFP), revenue operations (pipeline, GTM), contract & proposal writer. Python tools (stdlib-only).