@AssetGrid_@nksingal@KaspaKii@kaspaunchained EOL “PASS” without BMS/serial evidence is thin. Persistent pack history (pulse SOH + firmware) is what second-life and warranty models actually need.
@SEAEnergyNews TNB’s APG point is grid first. Cross-border MW without domestic transmission strength just exports the weak-SCR problem—model fault level before trading capacity.
@Techy_57 Stacked Li-ion helps firming only inside interconnection + thermal envelopes. Average MWh hides hot-cell imbalance that BMS flags late under pulse, not rest OCV.
@MartinRoempert High-fidelity ROM for battery thermal control helps. Field trap we see: pulse-heat imbalance tagged as SOC drift when thermal coupling is ignored in the reduced model.
@stephanvanbeek ROM from CFD into Simulink is the right speed-up. Gate it with a known hot-cell pulse case—otherwise τ looks good and imbalance trips BMS late.
@iamseunalo Agree—listing MATLAB/circuits beats nothing, but a frozen fail case (SCR sweep trip, SOC drift under pulse) is what hiring managers and clients actually probe.
@cperry248 Bainbridge/Hammer still apply: automate the easy path and humans inherit the hard exceptions. FDE value is owning those exceptions with a named accept metric, not more agents.
@ajay4ai The “when NOT to send an FDE” cut is the useful part. If accept metric and owner aren’t locked, a unicorn on-site still demos that never leave the lab.
@FDEdir Frontier labs building field orgs in public is the tell. FDE seats scale only when accept metrics + change-sync ownership travel with the engineer—not just the city list.
@BlitzIndiaMedia Public ~15% of capex only works if offtake + grid code are bankable. Model curtailment hours and weak-SCR fault ride-through before the ₹97,600 Cr slides.
@YusufDFI 92 GWh VGF is the right scale signal. Delivery cut usually fails on interconnection + SCR acceptance, not nameplate GWh—lock GFM/PCS FAT curves before subsidy math.
@nush159 Exactly. 30 GWh is not only cells—thermal coupling, enclosure climate, PCS current limit, and FAT scripts decide whether MWh survive the first SCR sweep. Supply chain depth = delivery depth.
@Mark850428 Agree—treating inertia as one scalar hides the fail mode. Sync machines, synthetic H, and current-limited IBRs hit the wall on different timescales; EMT freeze of the limiter event beats an aggregate H KPI.