Imprint window and bootstrap calibration for brain-modeled agentic AI

Evaluates JSON-based rules against task payloads with 18+ operators, structured explanations, and standalone client support

Connects LegionIO to HashiCorp Consul

Scans AWS/Azure accounts for idle resources, classifies findings via LLM, delivers weekly Slack reports

Provides versioned dataset storage with import/export (CSV/JSON/JSONL), experiment runner with evaluator integration, and regression detection.

Environment-aware extension discovery for LegionIO

Fleet pipeline implementation: generate code, commit, open PR, handle feedback

Used to connect Legion to Discord

Connects LegionIO to DNS resolvers via Ruby stdlib Resolv::DNS

Used to connect Legion to Docker

Used to connect Legion to Dynatrace SaaS Environment API v2

Connects Legion to Elastic App Search

Connections Legion to Elasticsearch

Provides LLM-as-judge and code-based evaluators for scoring LLM outputs, with built-in templates for hallucination, relevance, and toxicity detection.

Safe sandboxed shell execution for LegionIO

Five-level extinction protocol with archival, audit trail, governance gates, and configurable settings

Double Diamond pipeline that takes a specification and produces working code with tests

Budget enforcement, cost attribution, and FinOps reporting for LegionIO

Connects LegionIO to Azure AI Foundry (model catalog, deployments, connections)

Connects LegionIO to Google Gemini API