marchwarden/docs/stress-tests/M3.3-runs/12-contradiction.log
Jeff Smith 13215d7ddb docs(stress-tests): M3.3 Phase A — calibration data collection
Issue #46 (Phase A only — Phase B human rating still pending, issue stays open).

Adds the data-collection half of the calibration milestone:

- scripts/calibration_runner.sh — runs 20 fixed balanced-depth queries
  across 4 categories (factual, comparative, contradiction-prone,
  scope-edge), 5 each, capturing per-run logs to docs/stress-tests/M3.3-runs/.
- scripts/calibration_collect.py — loads every persisted ResearchResult
  under ~/.marchwarden/traces/*.result.json and emits a markdown rating
  worksheet with one row per run. Recovers question text from each
  trace's start event and category from the run-log filename.
- docs/stress-tests/M3.3-rating-worksheet.md — 22 runs (20 calibration
  + caffeine smoke + M3.2 multi-axis), with empty actual_rating columns
  for the human-in-the-loop scoring step.
- docs/stress-tests/M3.3-runs/*.log — runtime logs from the calibration
  runner, kept as provenance. Gitignore updated with an exception
  carving stress-test logs out of the global *.log ignore.

Note: M3.1's 4 runs predate #54 (full result persistence) and so are
unrecoverable to the worksheet — only post-#54 runs have a result.json
sibling. 22 rateable runs is still within the milestone target of 20–30.

Phases B (human rating) and C (analysis + rubric + wiki update) follow
in a later session. This issue stays open until both are done.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-08 20:21:47 -06:00

330 lines
37 KiB
Text
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

Researching: Does intermittent fasting extend lifespan in humans?
{"question": "Does intermittent fasting extend lifespan in humans?", "depth": "balanced", "max_iterations": null, "token_budget": null, "event": "ask_started", "logger": "marchwarden.cli", "level": "info", "timestamp": "2026-04-09T02:04:14.725578Z"}
{"transport": "stdio", "server": "marchwarden-web-researcher", "event": "mcp_server_starting", "logger": "marchwarden.mcp", "level": "info", "timestamp": "2026-04-09T02:04:15.543876Z"}
{"event": "Processing request of type CallToolRequest", "logger": "mcp.server.lowlevel.server", "level": "info", "timestamp": "2026-04-09T02:04:15.553451Z"}
{"question": "Does intermittent fasting extend lifespan in humans?", "depth": "balanced", "max_iterations": 5, "token_budget": 20000, "model_id": "claude-sonnet-4-6", "event": "research_started", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.web", "level": "info", "timestamp": "2026-04-09T02:04:15.587475Z"}
{"step": 1, "decision": "Beginning research: depth=balanced", "question": "Does intermittent fasting extend lifespan in humans?", "context": "", "max_iterations": 5, "token_budget": 20000, "event": "start", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.trace", "level": "info", "timestamp": "2026-04-09T02:04:15.587815Z"}
{"step": 2, "decision": "Starting iteration 1/5", "tokens_so_far": 0, "event": "iteration_start", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.trace", "level": "info", "timestamp": "2026-04-09T02:04:15.587912Z"}
{"step": 7, "decision": "Starting iteration 2/5", "tokens_so_far": 1148, "event": "iteration_start", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.trace", "level": "info", "timestamp": "2026-04-09T02:04:22.802797Z"}
{"step": 14, "decision": "Starting iteration 3/5", "tokens_so_far": 8443, "event": "iteration_start", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.trace", "level": "info", "timestamp": "2026-04-09T02:04:26.505496Z"}
{"step": 21, "decision": "Starting iteration 4/5", "tokens_so_far": 18167, "event": "iteration_start", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.trace", "level": "info", "timestamp": "2026-04-09T02:04:43.089460Z"}
{"step": 26, "decision": "Token budget reached before iteration 5: 36705/20000", "event": "budget_exhausted", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.trace", "level": "info", "timestamp": "2026-04-09T02:04:47.193645Z"}
{"step": 27, "decision": "Beginning synthesis of gathered evidence", "evidence_count": 26, "iterations_run": 4, "tokens_used": 36705, "event": "synthesis_start", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.trace", "level": "info", "timestamp": "2026-04-09T02:04:47.193894Z"}
{"step": 28, "decision": "Parsed synthesis JSON successfully", "duration_ms": 76890, "event": "synthesis_complete", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.trace", "level": "info", "timestamp": "2026-04-09T02:06:00.759366Z"}
{"step": 48, "decision": "Research complete", "confidence": 0.72, "citation_count": 11, "gap_count": 4, "discovery_count": 4, "total_duration_sec": 109.604, "event": "complete", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.trace", "level": "info", "timestamp": "2026-04-09T02:06:00.760365Z"}
{"confidence": 0.72, "citations": 11, "gaps": 4, "discovery_events": 4, "tokens_used": 62781, "iterations_run": 4, "wall_time_sec": 105.17169857025146, "budget_exhausted": true, "event": "research_completed", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.web", "level": "info", "timestamp": "2026-04-09T02:06:00.760468Z"}
{"error": "[Errno 13] Permission denied: '/home/micro/.marchwarden/costs.jsonl'", "event": "cost_ledger_write_failed", "researcher": "web", "trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "logger": "marchwarden.researcher.web", "level": "warning", "timestamp": "2026-04-09T02:06:00.760848Z"}
{"event": "Processing request of type ListToolsRequest", "logger": "mcp.server.lowlevel.server", "level": "info", "timestamp": "2026-04-09T02:06:00.765020Z"}
{"trace_id": "c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3", "confidence": 0.72, "citations": 11, "tokens_used": 62781, "wall_time_sec": 105.17169857025146, "event": "ask_completed", "logger": "marchwarden.cli", "level": "info", "timestamp": "2026-04-09T02:06:00.989582Z"}
╭─────────────────────────────────── Answer ───────────────────────────────────╮
│ Current scientific evidence does NOT conclusively demonstrate that │
│ intermittent fasting (IF) extends lifespan in humans. While IF has proven │
│ lifespan-extending effects in animal models (particularly rodents), and │
│ improves multiple healthspan markers in humans—including weight, insulin │
│ resistance, inflammation, dyslipidemia, hypertension, oxidative stress, and │
│ autophagy—direct evidence of increased human lifespan from IF is lacking. │
│ Mechanistically, IF triggers 'adaptive stress' in cells, activating │
│ antioxidant production, DNA repair, autophagy (via spermidine-mediated │
│ pathways), and reduced inflammation, all of which are theoretically linked │
│ to longevity [InsideTracker, FORTH/Nature Cell Biology]. A 2024 review in │
│ Ageing Research Reviews concluded IF 'can be considered a │
│ non-pharmacological strategy to extend lifespan' and has been 'proven to │
│ extend lifespan in rodent models,' but human translation remains unconfirmed │
│ [ScienceDirect/PubMed]. A scoping review of RCTs found IF improves │
│ aging-related biomarkers in adults but stopped short of claiming lifespan │
│ extension [PMC]. A 2024 Nature study on genetically diverse mice showed │
│ dietary restriction (including IF) extends healthy lifespan in mice but its │
│ human relevance is unclear. Critically, a major 2024 AHA-presented │
│ observational study of 20,000+ U.S. adults found that eating within an │
│ 8-hour window was associated with a 91% higher risk of cardiovascular death │
│ compared to eating across 1216 hours—though this study has been heavily │
│ criticized for methodological limitations including confounding variables │
│ (demographics, pre-existing disease) and reliance on only two days of │
│ dietary recall data [AHA, WebMD, Forbes]. In summary, IF improves several │
│ biomarkers associated with healthy aging in humans, and extends lifespan in │
│ animals, but no long-term human RCT has demonstrated actual lifespan │
│ extension, and some observational data raise cardiovascular safety concerns. │
╰──────────────────────────────────────────────────────────────────────────────╯
Citations
┏━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓
┃ # ┃ Title / Locator ┃ Excerpt ┃ Conf ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩
│ 1 │ Intermittent fasting and │ IF can be considered as a │ 0.95 │
│ │ longevity: From animal models │ non-pharmacological strategy │ │
│ │ to implication for humans - │ to extend lifespan. IF │ │
│ │ ScienceDirect │ improves physiological │ │
│ │ https://www.sciencedirect.com │ function, enhances │ │
│ │ /science/article/abs/pii/S156 │ performance, and slows aging. │ │
│ │ 8163724000928 │ IF was proven to extend │ │
│ │ │ lifespan in rodent models. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 2 │ Intermittent fasting and │ Findings to date from both │ 0.95 │
│ │ longevity: From animal models │ human and animal experiments │ │
│ │ to implication for humans - │ indicate that fasting improves │ │
│ │ PubMed │ physiological function, │ │
│ │ https://pubmed.ncbi.nlm.nih.g │ enhances performance, and │ │
│ │ ov/38499159/ │ slows aging and disease │ │
│ │ │ processes. Metabolic and │ │
│ │ │ cellular responses triggered │ │
│ │ │ by IF could help to achieve │ │
│ │ │ the aim of preventing disease, │ │
│ │ │ and maximizing healthspan and │ │
│ │ │ longevity with minimal side │ │
│ │ │ effects. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 3 │ How Intermittent Fasting │ In humans, intermittent │ 0.88 │
│ │ Impacts Longevity: A Summary │ fasting improves weight, │ │
│ │ of the Research - │ insulin resistance, │ │
│ │ InsideTracker │ inflammation, dyslipidemia, │ │
│ │ https://www.insidetracker.com │ and hypertension. IF has also │ │
│ │ /a/articles/how-intermittent- │ reduced tumor growth, boosted │ │
│ │ fasting-impacts-longevity │ stem cell production, and │ │
│ │ │ increased lifespan in mice. │ │
│ │ │ During fasting, cells undergo │ │
│ │ │ adaptive stress, which │ │
│ │ │ activates different pathways │ │
│ │ │ in the body, resulting in a │ │
│ │ │ range of effects, including │ │
│ │ │ increased production of │ │
│ │ │ antioxidants, DNA repair, │ │
│ │ │ autophagy. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 4 │ Effects of Intermittent │ In humans, │ 0.97 │
│ │ Fasting on Health, Aging, and │ intermittent-fasting │ │
│ │ Disease - NEJM │ interventions ameliorate │ │
│ │ https://www.nejm.org/doi/full │ obesity, insulin resistance, │ │
│ │ /10.1056/NEJMra1905136 │ dyslipidemia, hypertension, │ │
│ │ │ and inflammation. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 5 │ Impact of Intermittent │ Impact of Intermittent Fasting │ 0.90 │
│ │ Fasting and/or Caloric │ and/or Caloric Restriction on │ │
│ │ Restriction on Aging-Related │ Aging-Related Outcomes in │ │
│ │ Outcomes in Adults: A Scoping │ Adults: A Scoping Review of │ │
│ │ Review of Randomized │ Randomized Controlled Trials. │ │
│ │ Controlled Trials - PMC │ Nutrients. 2024 Jan │ │
│ │ https://pmc.ncbi.nlm.nih.gov/ │ 20;16(2):316. doi: │ │
│ │ articles/PMC10820472/ │ 10.3390/nu16020316 │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 6 │ International scientific │ intermittent fasting increases │ 0.90 │
│ │ collaboration reveals how │ the levels of spermidine, a │ │
│ │ intermittent fasting │ chemical compound (natural │ │
│ │ regulates ageing through │ polyamine), that enhances the │ │
│ │ autophagy | FORTH │ resilience and survival of │ │
│ │ https://forth.gr/en/news/show │ cells and organisms, through │ │
│ │ /&tid=2606 │ the activation of autophagy. │ │
│ │ │ Autophagy defects have been │ │
│ │ │ linked to ageing, as well as, │ │
│ │ │ with the emergence of │ │
│ │ │ age-related disorders. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 7 │ Dietary restriction impacts │ Caloric restriction extends │ 0.92 │
│ │ health and lifespan of │ healthy lifespan in multiple │ │
│ │ genetically diverse mice | │ species. Intermittent fasting, │ │
│ │ Nature │ an alternative form of dietary │ │
│ │ https://www.nature.com/articl │ restriction, is potentially │ │
│ │ es/s41586-024-08026-3 │ more sustainable in humans, │ │
│ │ │ but its effectiveness remains │ │
│ │ │ largely unexplored. │ │
│ │ │ Identifying the most │ │
│ │ │ efficacious forms of dietary │ │
│ │ │ restriction is key for │ │
│ │ │ developing interventions to │ │
│ │ │ improve human health and │ │
│ │ │ longevity. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 8 │ Time-restricted eating may │ A popular weight loss strategy │ 0.85 │
│ │ raise cardiovascular death │ that limits the hours during │ │
│ │ risk in the long term | │ which calories can be consumed │ │
│ │ American Heart Association │ may nearly double a person's │ │
│ │ https://www.heart.org/en/news │ long-term risk of dying from │ │
│ │ /2024/03/18/time-restricted-e │ cardiovascular disease, new │ │
│ │ ating-may-raise-cardiovascula │ research finds, especially │ │
│ │ r-death-risk-in-the-long-term │ among people with underlying │ │
│ │ │ cardiovascular disease or │ │
│ │ │ cancer. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 9 │ Fasting Study Under Fire │ Those conclusions are │ 0.87 │
│ │ After Heart Conference - │ premature and misleading, says │ │
│ │ WebMD │ Christopher Gardner, PhD, a │ │
│ │ https://www.webmd.com/heart-d │ professor of medicine at │ │
│ │ isease/features/is-intermitte │ Stanford University... people │ │
│ │ nt-fasting-bad-for-heart-heal │ in the study group who │ │
│ │ th │ consumed all their food in a │ │
│ │ │ daily window of 8 hours or │ │
│ │ │ fewer had a higher percentage │ │
│ │ │ of men, African Americans, and │ │
│ │ │ smoke. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 10 │ Intermittent Fasting - The │ intermittent fasting activated │ 0.78 │
│ │ Impact on Autophagy, │ autophagy, a cellular process │ │
│ │ Inflammasome, and Senescence │ that breaks down components │ │
│ │ https://nomix.ai/2024/05/24/f │ within cells. Autophagy has │ │
│ │ asting-in-young-males-examini │ been linked to longevity... │ │
│ │ ng-the-impact-on-autophagy-in │ p21 levels decreased during │ │
│ │ flammasome-and-senescence-bio │ and after fasting. The │ │
│ │ markers/ │ findings suggest that fasting │ │
│ │ │ may contribute to delaying the │ │
│ │ │ onset of age-related diseases. │ │
├─────┼───────────────────────────────┼────────────────────────────────┼───────┤
│ 11 │ Effect of fasting-mimicking │ Significant between-group │ 0.82 │
│ │ diet on markers of autophagy │ differences were observed in │ │
│ │ and metabolic health in human │ changes from baseline to the │ │
│ │ subjects | GeroScience │ end of the 6-day dietary │ │
│ │ https://link.springer.com/art │ intervention for body weight, │ │
│ │ icle/10.1007/s11357-025-02035 │ fasting glucose, BHB, HOMA-IR, │ │
│ │ -4 │ and autophagic flux (p < │ │
│ │ │ 0.05)... These results suggest │ │
│ │ │ that FMD may improve │ │
│ │ │ autophagic flux and markers of │ │
│ │ │ metabolic health. │ │
└─────┴───────────────────────────────┴────────────────────────────────┴───────┘
Gaps
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Category ┃ Topic ┃ Detail ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ source_not_found │ Long-term human RCT data │ No randomized controlled │
│ │ on IF and all-cause │ trial has followed human │
│ │ mortality or lifespan │ participants long enough │
│ │ │ to measure actual │
│ │ │ lifespan extension from │
│ │ │ IF. All human longevity │
│ │ │ evidence is based on │
│ │ │ biomarker surrogates or │
│ │ │ observational data. │
├───────────────────────┼──────────────────────────┼───────────────────────────┤
│ contradictory_sources │ Optimal IF protocol for │ Studies test different │
│ │ longevity in humans │ protocols (TRF, ADF, 5:2, │
│ │ │ FMD) with varying │
│ │ │ durations and │
│ │ │ populations, making it │
│ │ │ impossible to identify a │
│ │ │ single optimal regimen │
│ │ │ for human longevity. │
├───────────────────────┼──────────────────────────┼───────────────────────────┤
│ contradictory_sources │ Cardiovascular safety of │ Short-term studies show │
│ │ long-term IF │ cardiovascular benefit │
│ │ │ (improved BP, glucose, │
│ │ │ cholesterol), but the │
│ │ │ 2024 AHA observational │
│ │ │ study suggests possible │
│ │ │ long-term cardiovascular │
│ │ │ mortality risk, with │
│ │ │ experts disputing │
│ │ │ methodology. │
├───────────────────────┼──────────────────────────┼───────────────────────────┤
│ source_not_found │ IF effects across │ Most human studies focus │
│ │ diverse demographic │ on limited populations │
│ │ groups │ (e.g., young males, │
│ │ │ specific ethnic groups), │
│ │ │ limiting generalizability │
│ │ │ of longevity findings. │
└───────────────────────┴──────────────────────────┴───────────────────────────┘
Discovery Events
┏━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ ┃ Suggested ┃ ┃ ┃
┃ Type ┃ Researcher ┃ Query ┃ Reason ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ contradiction │ database │ time-restricted │ The AHA 2024 │
│ │ │ eating │ study claiming │
│ │ │ cardiovascular │ 91% higher │
│ │ │ mortality NHANES │ cardiovascular │
│ │ │ confounding │ death risk │
│ │ │ variables │ contradicts │
│ │ │ methodology │ short-term │
│ │ │ critique 2024 │ studies showing │
│ │ │ │ CV benefit; │
│ │ │ │ deeper │
│ │ │ │ methodological │
│ │ │ │ analysis is │
│ │ │ │ warranted. │
├──────────────────┼───────────────────┼───────────────────┼───────────────────┤
│ related_research │ arxiv │ spermidine │ The FORTH/Nature │
│ │ │ autophagy │ Cell Biology │
│ │ │ intermittent │ finding on │
│ │ │ fasting lifespan │ spermidine-mediat │
│ │ │ human clinical │ ed autophagy is a │
│ │ │ trial 2024 │ novel mechanism │
│ │ │ │ that may be │
│ │ │ │ testable in human │
│ │ │ │ longevity trials. │
├──────────────────┼───────────────────┼───────────────────┼───────────────────┤
│ related_research │ database │ fasting mimicking │ A large │
│ │ │ diet longevity │ registered RCT │
│ │ │ diet RCT │ (NCT05698654) on │
│ │ │ NCT05698654 │ fasting-mimicking │
│ │ │ results │ and longevity │
│ │ │ │ diet is underway; │
│ │ │ │ results could be │
│ │ │ │ transformative │
│ │ │ │ for the question │
│ │ │ │ of human lifespan │
│ │ │ │ extension. │
├──────────────────┼───────────────────┼───────────────────┼───────────────────┤
│ related_research │ arxiv │ telomere length │ The Frontiers in │
│ │ │ intermittent │ Aging study on │
│ │ │ fasting exercise │ metabolic │
│ │ │ metabolomics │ signatures of │
│ │ │ aging biomarkers │ combined exercise │
│ │ │ 2024 │ and fasting links │
│ │ │ │ to telomere │
│ │ │ │ length, a key │
│ │ │ │ aging biomarker │
│ │ │ │ worth │
│ │ │ │ investigating │
│ │ │ │ further. │
└──────────────────┴───────────────────┴───────────────────┴───────────────────┘
Open Questions
┏━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Priority ┃ Question ┃ Context ┃
┡━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ high │ Will ongoing large-scale RCTs │ No current RCT has followed │
│ │ (e.g., NCT05698654) provide │ participants long enough to │
│ │ definitive evidence that IF │ measure actual lifespan; only │
│ │ extends human lifespan or │ biomarker surrogates have been │
│ │ healthspan? │ studied. │
├──────────┼─────────────────────────────────┼─────────────────────────────────┤
│ high │ Does the cardiovascular │ Experts including Stanford's │
│ │ mortality risk signal from the │ Christopher Gardner criticized │
│ │ 2024 AHA observational study │ the study for not controlling │
│ │ hold up after controlling for │ for demographics, pre-existing │
│ │ confounders like pre-existing │ disease, and reason for │
│ │ illness and dietary quality? │ adopting IF. │
├──────────┼─────────────────────────────────┼─────────────────────────────────┤
│ medium │ Can spermidine supplementation │ FORTH research showed IF raises │
│ │ replicate the │ spermidine, which activates │
│ │ autophagy-activating, │ autophagy and promotes cell │
│ │ anti-aging effects of IF in │ survival, suggesting │
│ │ humans who cannot sustain │ supplementation as a potential │
│ │ fasting? │ proxy. │
├──────────┼─────────────────────────────────┼─────────────────────────────────┤
│ medium │ Which IF protocol (TRF, ADF, │ Multiple protocols are studied │
│ │ 5:2, or FMD) produces the │ with heterogeneous populations, │
│ │ greatest longevity-associated │ making comparative │
│ │ biomarker improvements in │ effectiveness unclear. │
│ │ diverse human populations? │ │
├──────────┼─────────────────────────────────┼─────────────────────────────────┤
│ low │ Does the 92-year-old case study │ SAGE Journals reported this as │
│ │ of repeated 3-week annual │ the world's longest medically │
│ │ fasting over 45 years offer any │ documented repeated fasting │
│ │ generalizable insight into │ history; clinical parameters │
│ │ long-term IF and human │ showed cyclic variation. │
│ │ longevity? │ │
└──────────┴─────────────────────────────────┴─────────────────────────────────┘
╭───────────────────────────────── Confidence ─────────────────────────────────╮
│ Overall: 0.72 │
│ Corroborating sources: 9 │
│ Source authority: high │
│ Contradiction detected: True │
│ Query specificity match: 0.85 │
│ Budget status: spent │
│ Recency: current │
╰──────────────────────────────────────────────────────────────────────────────╯
╭──────────────────────────────────── Cost ────────────────────────────────────╮
│ Tokens: 62781 │
│ Iterations: 4 │
│ Wall time: 105.17s │
│ Model: claude-sonnet-4-6 │
╰──────────────────────────────────────────────────────────────────────────────╯
trace_id: c4942f00-1b7a-40ba-a6e1-7eaae57b9ee3