MileniumTick/edge-concept-synthesizer
skills/edge-concept-synthesizer/SKILL.md
Abstract detector tickets and hints into reusable edge concepts with thesis, invalidation signals, and strategy playbooks before strategy design/export.
content-media
Updated Apr 16, 2026
$ install --global
skillsauthnpx skillsauth add MileniumTick/skills edge-concept-synthesizerInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 16, 2026, 12:57 PM6.2s6 files scanned
SKILL.md
- name:
- edge-concept-synthesizer
- description:
- Abstract detector tickets and hints into reusable edge concepts with thesis, invalidation signals, and strategy playbooks before strategy design/export.
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.yamlcontaining:- concept clusters
- support statistics
- abstract thesis
- invalidation signals
- export readiness flag
Workflow
- Collect ticket YAML files from auto-detection output.
- Optionally provide
hints.yamlfor 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.pyreferences/concept_schema.md
Related Skills
MileniumTick/rust-engineer
development
VerifiedTrustedCommunity
Writes, reviews, and debugs idiomatic Rust code with memory safety and zero-cost abstractions. Implements ownership patterns, manages lifetimes, designs trait hierarchies, builds async applications with tokio, and structures error handling with Result/Option. Use when building Rust applications, solving ownership or borrowing issues, designing trait-based APIs, implementing async/await concurrency, creating FFI bindings, or optimizing for performance and memory safety. Invoke for Rust, Cargo, ownership, borrowing, lifetimes, async Rust, tokio, zero-cost abstractions, memory safety, systems programming.
SKILL.mdUpdated Apr 28, 2026
MileniumTick/rust-best-practices
development
VerifiedTrustedCommunity
Guide for writing idiomatic Rust code based on Apollo GraphQL's best practices handbook. Use this skill when: (1) writing new Rust code or functions, (2) reviewing or refactoring existing Rust code, (3) deciding between borrowing vs cloning or ownership patterns, (4) implementing error handling with Result types, (5) optimizing Rust code for performance, (6) writing tests or documentation for Rust projects.
SKILL.mdUpdated Apr 28, 2026
MileniumTick/rust-async-patterns
development
VerifiedTrustedCommunity
Master Rust async programming with Tokio, async traits, error handling, and concurrent patterns. Use when building async Rust applications, implementing concurrent systems, or debugging async code.
SKILL.mdUpdated Apr 28, 2026
MileniumTick/revops
tools
VerifiedTrustedCommunity
When the user wants help with revenue operations, lead lifecycle management, or marketing-to-sales handoff processes. Also use when the user mentions 'RevOps,' 'revenue operations,' 'lead scoring,' 'lead routing,' 'MQL,' 'SQL,' 'pipeline stages,' 'deal desk,' 'CRM automation,' 'marketing-to-sales handoff,' 'data hygiene,' 'leads aren't getting to sales,' 'pipeline management,' 'lead qualification,' or 'when should marketing hand off to sales.' Use this for anything involving the systems and processes that connect marketing to revenue. For cold outreach emails, see cold-email. For email drip campaigns, see email-sequence. For pricing decisions, see pricing-strategy.
SKILL.mdUpdated Apr 28, 2026