Insights

Research notes from our analyst desk.

Methods, markets, and policy questions shaping the energy transition.

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The "Hormuz Chokepoint": A Systemic Stress Test for Energy Forecasting

The March 2026 Strait of Hormuz disruption is exposing the structural limits of ARIMA/LSTM-class models, and pushing EMS architecture toward graph-based and stochastic methods.

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VPP & DER4 min

Beyond Efficiency: Turning Industrial Assets into Profit Centers with VPPs

How reinforcement-learning-driven Virtual Power Plants transform on-site BESS and solar from stranded costs into balance-sheet assets, with a Germany vs. India regulatory contrast.

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Markets & Tech4 min

Is Blockchain the Missing Link for a Resilient, Decentralized Grid?

Blockchain has crossed the buzzword threshold, P2P energy trading, smart-contract settlement, and microgrid platforms are now live deployments delivering measurable tariff savings.

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AI in Power5 min

When AI Meets Electricity: Pricing Pressures & Stability Risks Ahead

AI is no longer optional for managing price volatility and stability risk. A field guide to the techniques, and the live 2025 deployments at ERCOT, Eletrobras, Siemens, and Capalo AI.

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Storage & AI4 min

Impact of AI on Battery Management Systems

ML, RL, and physics-informed models are pushing BMS from rule-based to adaptive, improving SoC/SoH/RUL estimation, extending cycle life, and unlocking second-life applications.

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Long-Duration Storage3 min

Liquid Air Energy Storage: Complementary to BESS

LAES is gaining 2025 momentum as the long-duration partner to lithium-ion, economically scalable for multi-day storage, with commercial demonstrations in Korea, the UK, and China.

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AI in Power3 min

SLMs, The Key to a Silent Revolution in the Energy Domain

Small Language Models are emerging as an efficient, low-latency AI layer for real-time renewable forecasting and dispatch, running on the edge, with privacy and explainability built in.

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Cybersecurity3 min

Growing Cybersecurity Concerns for the Highly Renewable Integrated Grid

High-renewable grids depend on digitally controlled DERs, smart inverters, and cloud platforms, dramatically expanding the cyber-attack surface. A cybersecurity-by-design response is overdue.

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Price Forecasting3 min

Deep Learning Impact on Short-Term Retail Electricity Price Forecasting

LSTM, GRU, and Transformer networks are pushing day-ahead and real-time price forecasting beyond classical baselines, hybrid DL frameworks deliver 20–30% accuracy gains.

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Solar & Policy4 min

Digital Twins & Solar Tariffs: India 2025–26 Outlook

GST cuts, CERC ToD tariffs, and digital-twin-led O&M gains are stacking up to potentially lower India's effective solar cost by 10–12%.

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Market Design3 min

EU's 15-Minute Market Reform: What It Means for Renewable Integration

Sub-hourly settlement aligns market signals with the physical variability of wind and solar, increasing the value of flexibility, while demanding upgrades to metering, settlement, and IT.

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Solar & Policy5 min

U.S. Solar at a Crossroads: Tariffs, Costs & Opportunities

New tariffs on panels, steel, and aluminium are reshaping U.S. solar economics, short-term cost pressure, long-term domestic manufacturing tailwind.

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