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ARIA Documentation

Full index of every document in this repository. The architecture chapters are the canonical source for how the system is built; audits explain why a contract has the shape it does; planning notes capture what was scoped, considered, and dropped during the hackathon. Demo and hackathon material live alongside for completeness.

For the project pitch, the rubric, and the three-minute demo storyline, jump to the PRD. For the running system, the main README has the quickstart.


Getting started


Architecture and reference

The architecture chapters are written so the executive summary plus the topology diagram of each one is enough to understand the system end to end without reading code.

Architecture index →

Foundation

  • Data layer — agent-facing JSONB columns, Pydantic mirrors, the integrity guards behind every write.
  • MCP server — the 16 read tools and 1 write tool that are the agents' only path to data.

Agents

  • KB Builder — PDF vision extraction and the four-question onboarding dialogue that hybridises manual and operator knowledge.
  • Sentinel and Investigator — 30-second breach detection plus the RCA loop with extended thinking and the failure-history memory.
  • Work Order Generator and Q&A — structured work order output and the operator chat with agent-as-tool handoffs.
  • Forecast-watch — predictive alerting before threshold crossings, plus server-side enrichment of the render_pattern_match artifact.
  • Managed Agents — hosted agent loop, hosted MCP, hosted session memory, sandboxed Python container.

Operational data

  • Simulators — Markov state machine, composable signal behaviors, scenario-as-configuration, demo vs realtime modes.
  • Operational data and KPIs — TimescaleDB hypertables and OEE / MTBF / MTTR / downtime / quality math.

Cross-cutting


Audits

Pre- and post-implementation technical reviews. Each audit was written before merging the corresponding milestone and re-read after to confirm the shipped code matched the intent. Read these to understand why a contract has the shape it does — every quirk in the codebase has a paragraph in one of these documents.


Planning

The hackathon was sliced into milestones M1 through M10. Each milestone has an issues.md capturing the scope as filed on the project board; M9 has supplementary design and strategy docs because that milestone fanned out across several concerns.

Roadmap

  • Roadmap — the master view: what ships in each milestone, what depends on what.

Milestone scopes

M9 — strategic and design notes


Demo


Frontend

  • Design system — visual language, motion grammar, component tokens.

Hackathon reference


Where to read first

If you are Read in this order
New to the project Main READMEPRDArchitecture index
Tracing "anomaly to RCA" in code Data layerMCP serverSentinel and Investigator
Working on the operator UI Cross-cutting concernsFrontend design system
Adding a new MCP tool MCP serverArchitecture decisions
Adding a new agent Sentinel and InvestigatorArchitecture decisions
Understanding the Managed Agents path Managed AgentsM5 auditM5.5 test report
Modifying simulator scenarios or KPIs SimulatorsOperational data and KPIs
Preparing or reviewing the demo Demo checklistDemo scriptDemo build spec