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11 daysresults: freeze predictor timescale choiceYurenHao0426
11 daysdocs: correct SDIL novelty boundaryYurenHao0426
11 daysresults: map neutral predictor timescalesYurenHao0426
11 daysexperiments: sweep neutral predictor timescalesYurenHao0426
11 daysexperiments: audit calibration cost and isolate timingYurenHao0426
11 daysdocs: remove unsupported synthetic depth guaranteesYurenHao0426
11 daysresults: record failed useful-depth BP screensYurenHao0426
11 daysexperiments: add useful-depth validation screenYurenHao0426
11 daysexperiments: add synthetic validation isolationYurenHao0426
11 daysresults: add endogenous traffic validation pilotsYurenHao0426
11 daysexperiments: add validation-only apical traffic sweepYurenHao0426
11 daysexperiments: isolate frozen validation protocolsYurenHao0426
11 daysfeat: model endogenous mixed apical trafficYurenHao0426
11 daysdocs: predeclare ICLR evidence gatesYurenHao0426
11 daysdocs: report final audited scaling and EP resultsYurenHao0426
11 daysfigures: finalize audited Pareto and scaling claimsYurenHao0426
11 daysresults: complete five-seed canonical depth-2 EPYurenHao0426
11 daysresults: complete five-depth local scaling panelYurenHao0426
11 daysresults: add canonical depth-2 EP seeds 2 and 3YurenHao0426
11 daysresults: complete five-seed shallow EP controlsYurenHao0426
11 daysexperiments: predeclare Pareto and scaling gatesYurenHao0426
11 daysfigures: disclose EP evaluation state initializationYurenHao0426
11 daysfigures: show individual seeds behind tradeoff meansYurenHao0426
11 daysfigures: expose per-source result provenanceYurenHao0426
11 daystest: verify exact EP contrastive updateYurenHao0426
11 daysfigures: export paired scaling statisticsYurenHao0426
11 daysfigures: lock claim-critical training protocolsYurenHao0426
11 daysresults: add canonical depth-2 EP seeds 0 and 1YurenHao0426
11 daysfigures: generate claim-bounded captionsYurenHao0426
11 daysexperiments: add fail-fast claim finalizationYurenHao0426
11 daysfigures: export auditable claim statisticsYurenHao0426
11 daysfigures: enforce exact seeds and protocolsYurenHao0426
11 daysfigures: add audited Pareto and scaling plotsYurenHao0426
11 daysexperiments: complete five-depth scaling panelYurenHao0426
11 daysfeat: add sequential FA to scaling runnerYurenHao0426
11 daysfeat: connect compositional scaling tasksYurenHao0426
11 daysresults: add five-seed shallow EP and depth-2 controlsYurenHao0426
11 daysexperiments: add exact shallow EP comparison sweepYurenHao0426
11 daysexperiments: add canonical depth-2 EP comparisonYurenHao0426
11 daysdocs: report audited baseline comparisonsYurenHao0426
11 daysresults: record audited scaling and baseline runsYurenHao0426
11 daysanalysis: include exact EP architecture matchYurenHao0426
11 daysfeat: add parameter-matched EP comparisonYurenHao0426
11 daysfeat: aggregate audited multi-seed resultsYurenHao0426
11 daysfix: match published baseline protocolsYurenHao0426
11 daysfeat: add feedback-alignment depth sweepYurenHao0426
11 daysfeat: add paper-faithful local learning baselinesYurenHao0426
11 daysfeat: add magnitude-matched raw apical controlYurenHao0426
11 daysresults: record corrected scaling and residualization pilotsYurenHao0426
11 daysfix: report the configured teaching-signal alignmentYurenHao0426