Analytics & Monitoring Agent Skills

Analyze cause-and-effect relationships in the Semantica knowledge graph — causal chains, interventions, counterfactuals, and causal…

Generate, inspect, and use node/text embeddings in Semantica — compute Node2Vec embeddings, find similar nodes, score link predictions…

Explain Semantica reasoning, decision logic, and graph results with traceability, causal context, and human-readable rationale.

Export Semantica graphs, results, and provenance to JSON, RDF, Parquet, CSV, GraphML, and other formats.

Run the full Semantica semantic extraction pipeline on a file or selected text — NER, relations, events, coreference resolution, triplets…

Trace data lineage, source attribution, audit trails, and provenance assertions in Semantica graphs.

Run reasoning over the Semantica knowledge graph — deductive logic, abductive hypothesis generation, Datalog programs, SPARQL queries…

Validate Semantica pipelines, extraction quality, graph schemas, and ontology consistency.

Visualize the Semantica knowledge graph — topology, centrality, communities, paths, embeddings, decision insights, and temporal evolution.

Reference-free preference alignment, simpler than DPO.

RL post-training for LLMs with Megatron and SGLang.

Audio spectrograms/features (mel, chroma, MFCC) via CLI.

Text-to-image generation, inpainting, and img2img.

Audit PostHog survey SDK features and version requirements

Orchestrate multi-agent swarms with agentic-flow for parallel task execution, dynamic topology, and intelligent coordination.

Append auditable manifests and receipts for lab-host preflight, project environments, command execution, and GPU runs.

Create detailed 3-5 year financial model with revenue, costs, cash

Query the raw trajectory SQLite database directly when the built-in memory and history tools are insufficient.

Query and analyze SEC filings and financial statements using EdgarTools.

Use when drafting MLSys author responses on OpenReview under the venue's compressed rebuttal window, prioritizing systems-reviewer…

Analyze music/audio files locally without external APIs.