Interactive REPL

Running the anam command-line utility with no arguments launches the interactive SQL shell and rule runtime:

$ anam

   A N A M D B  —  AI-Native Neurosymbolic Database Kernel
   Version: 1.0.0 (Rust)
   [Loaded 12 local rules, 2 ONNX model functions]

Type SQL queries, or use dot-commands:
  .load <path>    — Register a Lance table (streaming)
  .ingest <csv>   — Ingest CSV → Lance dataset
  .hub <action>   — AI-Tables Hub (search, install, list)
  .logic <n> <d>  — Register a Datalog rule
  .models         — List registered AI models
  .rules          — List Datalog rules
  .devices        — List available compute devices
  .explain        — Explain the last query's reasoning
  .help           — Show all commands
  .quit           — Exit

anam>

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Interactive Features

• Command History: Use Up and Down arrow keys to navigate previous commands. History is persisted in your home directory (~/.anam_history or system-specific equivalents).
• Dot-Commands: Control metadata (like models, logic, and hardware configs) directly using dot-prefixed shell instructions.
• SQL Console: Execute queries against loaded Arrow and Lance tables directly in the REPL. Datalog rules and ONNX model evaluation run transparently inline inside the SQL execution plans.

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Command Reference Sections

To read more about specific groups of dot-commands, select a category below:

1. Loading & Ingestion: CSV to Lance imports and registration.
2. Datalog Rules: Dynamic reasoning guardrails and query constraints.
3. AI & Models: ONNX operator management and Pareto latency metrics.
4. Explainability: Provenance tracing and reasoning graphs.
5. Package Hub: Downloading logic packs from the registry.
6. Device Pool: Hardware acceleration settings (Metal, CUDA, CPU).