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Research & Insights

In-depth analysis on
the Starknet ecosystem

Reports and deep dives from the Aegis team.

7 articles

Transparency & The Prism Solution
Research

Transparency & The Prism Solution

Stored data isn't the same as legible data. Between the Clarity Act and stricter FATF standards, transparency stopped being a cypherpunk ideal and became a hard requirement for liquidity. Starknet handles the math; Prism makes it readable.

AuditComplianceStarknet
Aegis Analytics
Aegis Analytics
Apr 6, 20263 min read
The Vanity Metric: Why Total Holder Count is the Ultimate Crypto Deception
Research

The Vanity Metric: Why Total Holder Count is the Ultimate Crypto Deception

Fifty thousand holders doesn't mean fifty thousand believers — it can mean one insider with a sybil script. The Lorenz Curve (we call it the Truth Curve) reveals what raw holder counts hide.

ConcentrationLorenz CurveResearch
Aegis Analytics
Aegis Analytics
Mar 20, 20262 min read
Defining True Adoption — Beyond the Hype
Research

Defining True Adoption — Beyond the Hype

TVL is the parking lot, not the store. While Extended dominates the TVL charts, Focus Tree owns the active users and Loot Survivor owns the fees. The real adoption signal lives where capital can't fake it.

AdoptionPMFResearch
Aegis Analytics
Aegis Analytics
Feb 13, 20265 min read
The L2 Data Blindspot
Research

The L2 Data Blindspot

Standard block explorers can't tell a whale from a vault on Starknet — every wallet is a smart contract. Aegis closes the blindspot with a WalletClassifier and graph-filtering algorithms that surface the social graph of a token.

Account AbstractionWallet ClassificationResearch
Aegis Analytics
Aegis Analytics
Jan 30, 20264 min read
The Death of Vanity Metrics: Why TPS is a Lie
Research

The Death of Vanity Metrics: Why TPS is a Lie

TPS measures sequencer bloat, not economic velocity. Account Abstraction breaks the legacy unit of measurement — and the Prism Intelligence Layer tracks the signal the rest of the market still misses: User Operations.

UOPSAccount AbstractionMetrics
Aegis Analytics
Aegis Analytics
Jan 26, 20263 min read
What's Hot on Starknet? #1
Ecosystem

What's Hot on Starknet? #1

The hottest onchain flows, fresh Schizodio art, and the alpha you missed this week. WoW active-accounts growth, top 3 trending apps via Prism, and a YieldStark spotlight.

WeeklyStarknetEcosystem
Aegis Analytics
Aegis Analytics
Dec 23, 20253 min read
Speedrunning the Roadmap: Two Weeks of High Velocity Shipping
Product

Speedrunning the Roadmap: Two Weeks of High Velocity Shipping

Fourteen days of heads-down shipping on the most sophisticated data stack on Starknet — a Hybrid Scoring System for trending protocols, granular wallet attribution, and the runway to all-things BTCfi.

ProductStarknetVelocity
Aegis Analytics
Aegis Analytics
Dec 22, 20254 min read