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Type: AFK
Parent
#58
What to build
Now that the SF path is the only live one, remove the deprecated dissertation 1D pipeline: the dissertation workbook
loader, the anchor-binned panel, the 1D-chainage ...
ready-for-agent
Type: HITL
Parent
#58
What to build
Run the SF CVAE retrain at a maintenance-useful horizon using the batched sampler and the full data layer (topological
graph + Traffic load + Climate exposure), ...
ready-for-agent
Type: AFK
Parent
#58
What to build
Build the validation harness for SF PCI forecasts: held-out-Segment PCI error and calibration, plus a sensitivity run
restricted to measured-traffic Segments (to ...
ready-for-agent
Type: AFK
Parent
#58
What to build
Wire the network-wide KSFO Climate exposure features (per-Seasonal-step distributional weather: totals, maxima, high
percentiles, and extreme-event counts such as ...
ready-for-agent
Type: AFK
Parent
#58
What to build
Replace the per-sample Python loop in forecast sampling with sampling batched over the Monte Carlo dimension on GPU, so
the model can be sampled efficiently at longer ...
ready-for-agent
Type: AFK
Parent
#58
What to build
Enable the stakeholder Traffic load counterfactual end-to-end: the Transformation grammar scales future-horizon traffic
(e.g. +20% next year), the PCI forecast responds, ...
ready-for-agent
Type: AFK
Parent
#58
What to build
Wire the SF per-Segment panel and the PCI head into an SF dataset adapter that emits the EXISTING CVAE tensor contract
(history features, encoder conditioning, decoder ...
ready-for-agent
Type: AFK
Parent
#58
What to build
Add the Traffic load covariate end-to-end: join measured corridor ADT to Segments on CNN (~9%), impute the rest by
within-Functional_Class euclidean KNN (k=8, log-space, ...
ready-for-agent
Type: AFK
Parent
#58
What to build
Replace the skeleton identity adjacency with the real topological road-connectivity graph: snap Segment LINESTRING
endpoints (1 m tolerance) to recover intersection ...
ready-for-agent
Type: AFK
Parent
#58
What to build
Build a per-Segment training panel from the cleaned SF PCI history: one entry per CNN Segment with its PCI time series,
an observed-mask marking real survey dates, ...
ready-for-agent

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