Validates agent outputs against expected schemas and quality criteria. Ensures outputs meet structural requirements...
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Identifies when task outputs require iteration based on quality signals, unmet requirements, or explicit feedback....
Manages agent isolation levels and resource boundaries. Configures strict, moderate, and permissive isolation...
Detects fabricated content, false citations, and unverifiable claims in agent outputs. Uses source verification and...
Parses complex problems into DAG (Directed Acyclic Graph) execution structures. Decomposes tasks into nodes with...
Synthesizes actionable feedback from validation results, confidence scores, and iteration triggers. Creates...
Performs root cause analysis on DAG execution failures. Traces failure propagation, identifies systemic issues, and...
End-to-end DAG execution orchestrator that decomposes arbitrary tasks into agent graphs and executes them in...
Traces complete execution paths through DAG workflows. Records timing, inputs, outputs, and state transitions for...
Modifies DAG structure during execution in response to failures, new requirements, or runtime discoveries. Supports...
Validates DAG structures, performs topological sorting, detects cycles, and resolves dependency conflicts. Uses...
Tracks iteration progress toward task completion goals. Monitors quality trends, detects plateauing, and recommends...
Manages context passing between DAG nodes and spawned agents. Handles context summarization, selective forwarding,...
Assigns confidence scores to agent outputs based on multiple factors including source quality, consistency, and...
Ranks skill matches by fit, performance history, and contextual relevance. Applies multi-factor scoring including...
Professional CV and resume builder transforming career narratives into ATS-optimized, multi-format resumes....
Handle mental health crisis situations in AI coaching safely. Use when implementing crisis detection, safety...
Detect crisis signals in user content using NLP, mental health sentiment analysis, and safe intervention protocols....
Build production computer vision pipelines for object detection, tracking, and video analysis. Handles drone...
Strategic analyst that maps competitive landscapes, identifies white space opportunities, and provides positioning...
Expert in color theory, palette harmony, and perceptual color science for computational photo composition....
Detects and fixes color contrast violations using WCAG 2.1 guidelines and perceptual analysis. Expert in contrast...
Expert in ALL computational collage composition: photo mosaics, grid layouts, scrapbook/journal styles, magazine...
Generates comprehensive, context-aware code review checklists tailored to the specific codebase, programming...