{
  "kind": "historical_single_agent_run_comparison",
  "extracted_on": "2026-09-19",
  "x": "ADK usage_metadata.prompt_token_count, including cached input",
  "y": "One-based ordinal of non-user ADK events in the session, ordered by timestamp then id; includes tool responses and other runtime events",
  "point": "One model response with recorded prompt_token_count; connected in event order, no extrapolation beyond last recorded response",
  "limits": [
    "Different models, harnesses, dates and task contracts; not a controlled memory ablation.",
    "AGE-76 context still grows; earlier completion is not evidence of constant context.",
    "The separate AGE-76 job_extraction_workflow app does not enable the general job_scraper app's SandboxNoteRefinementPlugin; these traces do not measure that plugin's effect.",
    "One selected success does not establish reliability; a separate five-run AGE-76 sample had three successes.",
    "Historical session order is retained; event counts are not model-call counts.",
    "Costs are deliberately omitted; token counts are not billing estimates."
  ],
  "context_management_source_check": {
    "checked_on": "2026-09-19",
    "repository": "agentic_job_scraping",
    "ref": "codex/feature_age-76-sol-first-companion-harness",
    "commit": "c747b3d364ad68e8c35075b16525b887d91d5544",
    "retrieval": "Read-only local source inspection; no provider evaluation",
    "general_app": {
      "source": "src/job_scraper/agent.py",
      "plugin": "src/job_scraper/adk_plugin_modules/note_refinement.py",
      "eligibility_and_pruning": "src/job_scraper/adk_plugin_modules/sandbox_guard/compaction.py",
      "mechanism": "Default interval 5 per note group: arrival of a sixth eligible tool result triggers a summary of the previous five; remaining results stay unsummarized. Before model calls, compact notes are injected and older response bodies are replaced with placeholders. This is not wholesale transcript replacement.",
      "working_memory": "SESSION_EXTRACTION_CONTEXT, maintained with update_extraction_context; runtime notes are supporting evidence, not workflow authority."
    },
    "age76_app": {
      "source": "src/job_extraction_workflow/agent.py",
      "plugins": ["GlobalRepairBudgetPlugin"],
      "startup_callback_source": "src/job_scraper/job_extraction_workflow.py:prepare_workflow_before_agent",
      "distinction": "No SandboxNoteRefinementPlugin or App events-compaction configuration in this entrypoint; startup prepares sandbox and pricing dependencies."
    },
    "related_paper": {
      "url": "https://arxiv.org/html/2608.26263v1",
      "section": "3 and 3.2",
      "distinction": "SKILL.state reconstructs input from immutable skill specification, structured execution state and latest observation; it does not use this periodic rolling-summary mechanism."
    }
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      "model": "gpt-5.4-2026-03-05",
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