PANOPTESDeFi debt markets intelligence

A single token's price crash nearly took out a chunk of Cardano's lending market — because nobody could see the aggregate risk until it was too late.

PANOPTES dashboard showing Cardano DeFi pool TVL, total borrowed, and market health across protocols

What happened

A token used as collateral across most of the active loans across multiple protocols in Cardano, a major liquidation cascade (caused by market sentiment and recent project announcements) started pouring — fast. Loan-to-value ratios and health factors across dozens of positions crossed into liquidation territory within hours, and there was no single place to see how much exposure the ecosystem actually had to that one token.

I was watching it happen in real time, piecing together risk from separate protocol dashboards that weren't built to talk to each other. That gap — no aggregate view of Cardano's debt markets — is the thing PANOPTES exists to close.

What I built

Not another lending protocol — a data layer on top of the ones that already exist. Cardano's eUTxO model makes on-chain lending activity readable without needing a centralized API from each protocol, so PANOPTES indexes P2P and pool-based markets directly and normalizes them into one schema.

The target isn't a dashboard you check occasionally. It's something you'd actually open before making a credit decision — closer to an intelligence feed than a chart.

How it works

P2P & pool markets — one schema across protocol types that don't natively agree on anything
Positions at risk — LTV and health-factor flags before a position hits liquidation, not after
Wallet intelligence — borrower and lender behavior at the address level
Loan calculator — model a position against live market rates before you open it

Panoptes still gated for personal use only.

Inside the dashboard

PANOPTES Debt Protocol Heatmap showing supplied, available, lent, collateral, utilization, supply APY, and borrow APR across Liqwid, Dano Finance, Surf, and FluidTokens, colored green to red by stress — **Debt Protocol Heatmap** — every tracked lending protocol side by side, colored by stress: utilization, borrow-rate spikes, and thinning liquidity, so risk is visible at a glance instead of buried in per-protocol dashboards.

PANOPTES Collateral Intelligence panel showing borrower-posted collateral per protocol across Liqwid, Surf, FluidTokens, and Dano Finance — **Collateral Intelligence** — the borrower-side view no other Cardano lending dashboard aggregates. It's what feeds the LTV and health-factor flags: real posted collateral, broken down per protocol, not just the debt side of the ledger.

PANOPTES Loan Book Risk deep dive on Liqwid's ADA pool, showing volume-weighted health factor, debt below liquidation thresholds, borrower concentration, and health-factor distribution — **Loan Book Risk** — a per-pool deep dive, here on Liqwid's ADA book: debt-weighted health factor, how much debt sits near liquidation, and how concentrated that risk is across borrowers, computed from Liqwid's own live loan data.

PANOPTES Liquidation VaR chart for Liqwid's ADA pool, showing debt liquidatable at collateral-value drops from -5% to -50% — **Liquidation VaR** — the same ADA pool, stress-tested: how much real debt would actually become liquidatable at each collateral-value drop, so "capital at risk" is a number instead of a guess.

Where it stands

PANOPTES is live in closed testing. Early users have caught liquidation risk and tracked exposure across protocols they couldn't previously see in one place.

The hard part turned out not to be the UI — it was normalization. Every Cardano lending protocol makes different architectural choices, and getting them into one shared schema without losing signal is most of the actual engineering.

Next: wider protocol coverage, public access, and alerts when a position's health changes.

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