Archive — research provenance¶
These are the verified, point-in-time research writeups behind the headline results.
They are kept as provenance (every number was verify_run.py-gated when written) but are
out of the onboarding path — start at Project Status and the
Config / Results Matrix, which state the current truth once.
These pages are historical
Framings here may be superseded. In particular the "6/6 wall / 5/6 ceiling /
parameter conservation / needs the differentiable Darwin port" language predates the
identifiability reframe: the honest target is 4 observable params,
the growth pair is unobservable by construction, and R_PICPOC is recoverable given a
real calcite anchor. Read each page as a record of what was true when it was written.
Findings — per-version technical record¶
The box-scale parameter-recovery writeups, v2.1 → v3.2 (and the R_PICPOC campaign).
Full list: findings index. Highlights:
- v2.1 — GLODAP DIC/ALK hybrid
- v2.2 — 5-PFT box · v2.7 — 2-layer scoping · v2.8 — Darwin ICs + POC loss
- v3.0 — multi-AOI scoping · v3.1 — closeout · v3.2 — dense POSi + Eppley
R_PICPOC: ratio loss (structural) · ALK anchor mutex test- Track-2 feasibility: spatial UDE
- Scaling / verification: compute-time · memory (eager) · memory (compiled) · pre-scaleup verification
Research notes — deeper investigations & decision records¶
Identifiability theory, sweeps, manuscript red-teams, and compute budgets:
- Surrogate gap / homogenization: box homogenization (definitive) · box convergence · surrogate gap quantified
- Identifiability: per-cell vs global ablation · identifiability map goal · synthetic equifinality demo · growth-pair deep research · R_PICPOC observability deep research
- Hold-together sweep (current-best
geo1): results · pre-registration - Track-2 hybrid feasibility: differentiable-BGC feasibility note
- Manuscript: spine · red-team · reviewer panel (ultra) · scientific revision report · paper refinement report
- Compute / cluster: full compute budget · AICR memory budget · B200 roadmap review · Darwin utilization audit
Daily logs and overnight sweep dumps (
2026_05_*.md,basinC_refine_sweep,modis_arc/,v3.0_arc/) live in the same folders and are reachable from the findings index. They are raw session records, not curated docs.