Risk, the boogeyman of DeFi.

Blamed after every collapse, yet ignored every bullrun.

With Credora, risk becomes the tie that binds assets, markets, and vaults into a common language.

The year of Risk-Aware DeFi begins with Credora Ratings.

In our latest, based on content from Credora, we explore how Credora Ratings creates this common language for DeFi:

• A–D grades anchored in Probability of Significant Loss (PSL)
• Ratings that update daily as LLTVs, liquidation incentives, and liquidity depth shift
• Cross-layer modelling across asset, market, and vault layers
• Oracle-native distribution alongside price feeds
• Continuous mapping of onchain exposures to calibrated default probability curves

This is the missing piece in DeFi's risk stack.

In a market racing toward institutional adoption, capital will not scale without standardised risk.

🔖 DL Research and Credora present "The Year of Risk-Aware DeFi."

Risk speaks different languages, onchain and off.

They serve the same purpose, but DeFi has struggled to refine a dependable dialect.
TradFi once had the upper hand with uniform classifications while onchain capital allocators did not.

Now, DeFi has Credora.

Credora's DeFi-native risk framework mirrors that of TradFi's assigned ratings to structured financial products, debt issuers, bonds, etc.

TradFi ratings are anchored in Probability of Default (PD); the chance an issuer fails to meet obligations.

Credora anchors to the same default curves, but adapts them for onchain markets.

Instead of stopping at issuer default risk, it models Probability of Significant Loss (PSL); the likelihood capital suffers real impairment from insolvency or bad debt.

Where Fitch might rate a basket of private credit "BB-," Credora might rate an RWA-backed vault "B."

Different rails.
Same discipline.
Letter grades anchored to calibrated loss probabilities.

Stay tuned for part two of our Credora breakdown, exploring how the ratings are built and applied across Morpho and Spark.

🔖 Or you can skip the wait and read "The Year of Risk-Aware DeFi" by DL Research and Credora. 🦙

Yield used to move capital.

Now liquidity depth, governance design, and execution discipline determine whether capital can scale.

🔖In “Curation as an Infrastructure Layer,” we examine how kpk positions curation as the next structural layer of DeFi.

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Over the past year, we've seen curation emerge as a core layer of DeFi infrastructure.

In early 2025, seven of ~31 entities labelled 'active risk curators' had TVL of over $100m. Today, that number has climbed to 12 out of 43, with aggregate TVL across curated strategies peaking near $10 billion.

The demand for structured access to risk-defined DeFi is clear, but why?

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Big money and institutions do not want exposure to the operational complexities of the protocol puzzle that fuels capital growth.

Like any IRL large fund, they want enforceable rules: risk constraints, allocation limits, response mechanisms, all defined under a continuously monitored mandate.

In that lies the foundation of kpk's understanding of curation.

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The report also covers:

→ The EURC liquidity stress event
→ Real-time agent-driven rebalancing
→ Comparative analysis across leading curators
→ The evolution from curated vaults to tokenised Funds

📖Check out the full report here.

Back in September 2025, we published "Redstone: The Fastest-Growing Blockchain Oracle Report."

The team loved it enough to turn it into a glossy, full-colour print edition.

Not suggesting anything, but we just published “The Year of Risk-Aware DeFi” for Credora... 👀

💾 You can download this report in PDF format here.

...coming soon to a conference near you?