Human systems / HumanTwin
state estimation, predictive simulation, uncertainty and evidence across measurable human-system variables
reference-track-no-public-resultPublic QGI R4 defines how a quantitative-intelligence demonstration should be registered before execution, evaluated across declared domains and held-out regimes, and published with inspectable evidence rather than a marketing score.
state estimation, predictive simulation, uncertainty and evidence across measurable human-system variables
reference-track-no-public-resultdynamics, simulation, constrained optimisation, control and reproducible engineering evidence
reference-track-no-public-resultforecasting, risk, optimisation, regime shift and calibrated uncertainty
reference-track-no-public-resultmultifidelity modelling, candidate search, experiment selection, reproducibility and scientific memory
reference-track-no-public-resultThese are reference demonstration tracks, not reported benchmark results. R4 does not claim that any track has been completed or passed.
Register the demonstration objective, domain, task families, held-out regimes, metrics, baselines and resource budget before execution.
Use the same declared intelligence architecture across the demonstration; domain-specific tools may vary only when the task contract permits them.
Publish successful, failed, infeasible, contradictory, timed-out and challenged runs rather than curating only favorable outcomes.
Bind every public result to exact task, system, environment, dataset, model, solver, simulator and evidence hashes.
Keep benchmark methodology separate from evidence, and evidence separate from any future QGI level or certification claim.
Treat cross-domain transfer as evidence only when the held-out regime and domain separation were declared before results were observed.
A demonstration manifest binds the system version, objective, domain, task families, held-out regimes, baselines, tools, resource budget, uncertainty and evidence requirements before execution.
demonstration_iddemonstration_versiontitlesystem_idsystem_versiondomaintask_family_idsheld_out_regimesobjectiveconstraintsinput_lineagebaseline_idsallowed_toolsresource_budgetpre_registered_metricsuncertainty_requirementevidence_requirementevaluation_manifest_idstatuspublic_demonstrations, published_results and certifications remain empty until real evaluations are executed and evidence is available.