sambhal-labs

Research-driven product studio

Forked-mainnet simulation tooling for crypto's financial primitives.

We build tools we'd want as analysts ourselves. Quality over breadth: 6 EVM chains, 4 protocols, validated bit-exact against on-chain truth. Open methodology. Mayavi is our first product.

Meet Mayavi About sambhal-labs

Products

One live, more in the lab.

Mayavi
Forked-mainnet simulation engine for token DD and protocol risk
Live

Bit-exact against Uniswap V3 (7/7 swaps, delta == 0). 19 EVM scenarios across 6 chains and 4 protocols (Aave V3, SparkLend, Compound V3, Curve). RL-trainable agents on the same engine you use for DD. Used by protocol risk teams, VCs, market makers, treasuries, and DeFi RL researchers.

mayavi.sambhal-labs.com
In the lab
Building
Coming soon

The next product is shaped by what design partners ask for. We'll announce when there's something to ship — not before.

Future
Reserved
Coming soon

sambhal-labs is a labs-style operation. We pick the next product when the wedge is sharp and the customer is named.

How we work

  • Build. Forked mainnet via the real EVM kernel; no approximate-bytecode shortcuts.
  • Validate. Every claim ships with a sim-to-real comparison; tolerance gaps are documented honestly, not papered over.
  • Ship. Self-serve products with open methodology, not consultancy retainers.

Who it's for

Mayavi serves five buyer types — in this order:

  1. 01Protocol risk teams
  2. 02VC token-DD analysts
  3. 03Market makers
  4. 04DAO treasury managers
  5. 05DeFi RL researchers

Each of these groups gets a different framing of the same engine. See how on Mayavi's page →