get_accelerator_costsReturns 13 specific AI accelerators (H100/H200/B100/B200/GB200, MI300X/MI355X, Gaudi 3, TPU v5p, Trainium 2, Maia 100, MTIA v2) with structured fields
calculate_chip_costPure-function chip cost estimator. Given die dimensions (mm), process node, and optional packaging/HBM parameters, returns: estimatedChipCost (USD), d
get_hbm_market_dataReturns 9 HBM market sub-tables: accelerators, specs, marketShare, spotPrices, leadingIndicators, qualificationFeed, revenueForecast, supplierRevenue,
get_market_pulseReturns curated supply-chain headlines with trend direction (up/down/neutral), source attribution, and impact analysis. Categories: logic, memory, pac
get_wafer_pricingReturns 300mm wafer price ranges (min/avg/max USD), defect density, NRE/mask-set cost, and node maturity for: tsmc-n3, tsmc-n5, tsmc-n7, tsmc-28, sams
get_packaging_costsReturns two sub-arrays: `packaging` (per-tech cost benchmark + capability matrix for CoWoS-S/L, EMIB, SoIC, InFO-PoP, FC-BGA, FC-CSP, etc.) and `hbmSp
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