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Development

Audit accumulated technical debt like stale markers, dead code, duplication, magic numbers, stub implementations, doc rot, oversized files.

Data & AI

Analyzes data sources and generates Nixtla-compatible schema transformations. Infers column mappings, creates modules for CSV/SQL/Parquet/dbt, generates contracts, and validates quality.

Testing

Parallel blind review protocol that launches two independent judge sub-agents, synthesizes findings, applies fixes, and re-judges until both pass or escalates after 2 iterations.

Security

Extract, deduplicate, and classify Indicators of Compromise (IOCs) from any evidence source — files, logs, memory dumps, PCAPs, reports, or pasted text. Outputs structured IOC lists in multiple formats.

DevOps

Deploy ML training jobs and inference services on Vast.ai GPU cloud. Covers Docker image optimization and automated deployment scripts.

Security

Uses AWS Athena to query CloudTrail, VPC Flow Logs, S3 access logs, and ALB logs for forensic investigation. Covers CREATE TABLE DDL with partition projection and forensic SQL queries.

DevOps

Diagnose production issues, find root cause, and propose fixes with rollback. Use for debugging outages or incidents in production.

Content

Creates optimized meta titles, descriptions, and URL suggestions based on character limits and best practices. Generates compelling, keyword-rich metadata.

Data & AI

Automatically generates confusion matrices for ML training. Provides step-by-step guidance and production-ready configurations.

Development

Implement sophisticated rate limiting with sliding windows, token buckets, and quotas. Use when protecting APIs from excessive requests.

Testing

Validate built features through conversational user acceptance testing with persistent state. Diagnose issues and prepare fix plans.

Testing

Drive the Silo dev app via its RPC bridge to execute commands, evaluate DOM, capture screenshots, and manage workspaces for runtime verification.