Performs root cause analysis on DAG execution failures. Traces failure propagation, identifies systemic issues, and...
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Synthesizes actionable feedback from validation results, confidence scores, and iteration triggers. Creates...
Parses complex problems into DAG (Directed Acyclic Graph) execution structures. Decomposes tasks into nodes with...
Detects fabricated content, false citations, and unverifiable claims in agent outputs. Uses source verification and...
Manages agent isolation levels and resource boundaries. Configures strict, moderate, and permissive isolation...
Identifies when task outputs require iteration based on quality signals, unmet requirements, or explicit feedback....
Validates agent outputs against expected schemas and quality criteria. Ensures outputs meet structural requirements...
Executes DAG waves with controlled parallelism using the Task tool. Manages concurrent agent spawning, resource...
Learns from DAG execution history to improve future performance. Identifies successful patterns, detects...
Profiles DAG execution performance including latency, token usage, cost, and resource consumption. Identifies...
Validates permission inheritance between parent and child agents. Ensures child permissions are equal to or more...
Combines and synthesizes outputs from parallel DAG branches. Handles merge strategies, conflict resolution, and...
Runtime enforcement of file system boundaries and tool access restrictions. Blocks unauthorized operations and logs...
Matches natural language task descriptions to appropriate skills using semantic similarity. Handles fuzzy matching,...
Central catalog of available skills with metadata, capabilities, and performance history. Provides skill discovery...
Wave-based parallel scheduling for DAG execution. Manages execution order, resource allocation, and parallelism...
Expert data engineer for ETL/ELT pipelines, streaming, data warehousing. Activate on: data pipeline, ETL, ELT, data...
State-of-the-art data visualization for React/Next.js/TypeScript with Tailwind CSS. Creates compelling, tested, and...
Long-running design anthropologist that builds comprehensive visual databases from 500-1000 real-world examples,...
Digital equity and trauma-informed design for marginalized populations. Activate on "accessibility",...
Builds comprehensive design systems and design bibles with production-ready CSS. Expert in design tokens, component...
Expert DevOps engineer for CI/CD, IaC, Kubernetes, and deployment automation. Activate on: CI/CD, GitHub Actions,...
Master of text-based visual communication using ASCII art, Unicode box-drawing, and structured diagram notation....
Organizing digital life for legacy, emergency access, and death preparedness. Specializes in password management,...