{
  "api_version": "v1",
  "id": "global-grid-resilience-2026-11-03",
  "published_at": "2026-11-03",
  "publisher": "Darkoza Knowledge Lab / OERSI",
  "title": "The grid-resilience multiplier: flexible grids, hybrid storage and cross-sector resilience",
  "evidence_status": "source-backed research synthesis plus a new deterministic CPU-only screening calculator; not a novel experimental discovery",
  "report": "https://darkoza.com/science/reports/global-grid-resilience/report.html",
  "report_markdown": "https://darkoza.com/science/reports/global-grid-resilience/report.md",
  "methodology": "https://darkoza.com/science/reports/global-grid-resilience/methodology.json",
  "calculator": {
    "source": "https://darkoza.com/science/reports/global-grid-resilience/darkozagridflex.py",
    "tests": "https://darkoza.com/science/reports/global-grid-resilience/test_darkozagridflex.py",
    "readme": "https://darkoza.com/science/reports/global-grid-resilience/README.md",
    "example_input": "https://darkoza.com/science/reports/global-grid-resilience/example_synthetic_48h.csv",
    "example_output": "https://darkoza.com/science/reports/global-grid-resilience/example_synthetic_48h_result.json",
    "python_standard_library_only": true,
    "unit_tests_passed": 6,
    "unit_tests_total": 6,
    "demo_is_synthetic": true
  },
  "top_finding": "The highest-leverage actionable opportunity is a region-specific portfolio of grid-enhancing technologies, flexible/non-firm interconnection, short-duration batteries, long-duration storage and demand response; no single storage technology is universally optimal.",
  "important_boundary": "The IEA grid-unlocking figures are high-level estimates. The Nature Communications rSOC savings are modelled European scenarios under technology, cost and operating assumptions, not universal measured project savings.",
  "cross_sector": [
    "electricity access",
    "climate",
    "water",
    "food and agriculture",
    "health",
    "industry",
    "transport",
    "buildings",
    "AI and scientific computing",
    "regional economic resilience"
  ],
  "links": {
    "united_nations": "https://unstats.un.org/sdgs/report/2026/Goal-07/",
    "iea_electricity_2026": "https://www.iea.org/reports/electricity-2026/executive-summary",
    "iea_grid_modernisation": "https://www.iea.org/reports/modernising-grids-in-the-age-of-electricity",
    "nature_rsoc": "https://www.nature.com/articles/s41467-026-74229-z",
    "agrivoltaics": "https://doi.org/10.1016/j.agwat.2026.110281",
    "stanford_ai_science": "https://hai.stanford.edu/ai-index/2026-ai-index-report/science",
    "previous_srsf1_research": "https://darkoza.com/science/reports/srsf1-aging-safety-window/report.html"
  }
}