ainativelang/tooling/competitor_baseline_tokens.json at main · sbhooley/ainativelang · GitHub

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{
  "schema_version": "1.0",
  "kind": "competitor_baseline_tokens",
  "generated_at_utc": "2026-05-19T18:20:49.580246+00:00",
  "token_counting_method": "tiktoken_cl100k_base",
  "methodology_doc": "docs/competitive/VERSUS_LANGGRAPH_TEMPORAL_BENCHMARKS.md",
  "workloads": [
    {
      "id": "enterprise_monitor",
      "paths": {
        "ainl": "examples/benchmark/enterprise_monitor.ainl",
        "python_hand_optimized": "benchmarks/handwritten_baselines/authoring_density/enterprise_monitor.py",
        "langgraph": "benchmarks/handwritten_baselines/competitive/langgraph/enterprise_monitor_langgraph.py"
      },
      "tiktoken_cl100k_base": {
        "ainl": 759,
        "python_hand_optimized": 1106,
        "langgraph": 1548
      },
      "ratios_vs_ainl": {
        "python_hand_optimized_div_ainl": 1.46,
        "langgraph_div_ainl": 2.04
      },
      "notes": "Authoring token counts on source files. LangGraph includes StateGraph boilerplate; python_hand_optimized is baseline B (competent engineer, no compiler)."
    },
    {
      "id": "support_ticket_router",
      "paths": {
        "ainl": "examples/workflows/support_ticket_router.ainl",
        "python_hand_optimized": "benchmarks/handwritten_baselines/authoring_density/support_ticket_router.py",
        "langgraph": "benchmarks/handwritten_baselines/competitive/langgraph/support_ticket_router_langgraph.py"
      },
      "tiktoken_cl100k_base": {
        "ainl": 909,
        "python_hand_optimized": 1426,
        "langgraph": 1752
      },
      "ratios_vs_ainl": {
        "python_hand_optimized_div_ainl": 1.57,
        "langgraph_div_ainl": 1.93
      },
      "notes": "Authoring token counts on source files. LangGraph includes StateGraph boilerplate; python_hand_optimized is baseline B (competent engineer, no compiler)."
    }
  ]
}