A new financial species is emerging, born at the intersection of smart automation and hyper personalization. At Giza we call this paradigm: self-driving capital.

Today, we are happy to announce that Giza Agents, which are moving more than $40m of volume to date, are going institutional.

One of the leading funds in DeFi, Re7 Capital, is now trusting Giza to introduce financial autonomous agents for their liquidity, marking a pivotal moment for the technology.

The core challenge for institutions has been to achieve high performance treasury management without compromising control or security. Giza directly addresses this through its innovative agent infrastructure.

Below is a deep dive into the architecture, performance, and risk controls that arm institutional agents, our work with Re7 and why self‑driving capital is about to become table stakes for every serious treasury.

Superior Performance and Yield Optimization Sophistication

Giza’s non-linear optimizer, which treats each protocol as a curve with unique liquidity, fee, and utilization dynamics, net-yield uplift over naïve rate-chasing strategies when replayed against historical market data.

This advanced system considers the full lifecycle of a position, modeling gas costs, slippage, and reward lock-ups. Consequently, the Agent rebalances only when the anticipated improvement decisively outweighs its opportunity cost, protecting treasuries from "busy-work" transactions that erode returns. This approach goes beyond simple APR comparisons, incorporating modern portfolio theory for efficient frontier allocations and yield component decomposition.

Uncompromised Custody and Granular Control

At the heart of Giza's design is modular smart accounts deployed and owned by the treasury itself. These contracts can execute transactions independently but only when calls carry a valid, time-bound session key described in clear EIP-712 language. This key precisely defines permitted addresses, value limits, authorized functions, and an expiry date, ensuring the Agent’s operational scope is exact and monitorable. Administrators retain the power to revoke this freedom with a single on-chain action. This means routine tasks like claiming rewards or rotating collateral occur seamlessly without requiring fresh signatures, while any request outside the authorized parameters is automatically rejected at the contract gate.

Personalized and Sophisticated Risk Management

Giza offers a level of customized risk management previously unattainable in DeFi. Every proposed allocation undergoes rigorous pre-flight health checks, scoring protocol liquidity, utilization, and volatility. Only if these scores fall within the policy-encoded thresholds does the transaction proceed. Live positions benefit from constant surveillance; if, for example, total value locked (TVL) in a lending market suddenly evaporates or governance parameters shift unexpectedly, an emergency routine triggers an exit using a pre-signed and gas-capped path established during onboarding. Institutions can configure risk parameters, TVL thresholds, slippage tolerances, utilization boundaries, and protocol inclusion/exclusion, ensuring the Agent operates precisely within their defined risk appetite.

Comprehensive and Transparent Reporting

All decisions and the session-key signatures that enable them are meticulously posted on-chain. This provides auditors with an immutable trail without necessitating a separate verification layer. Giza offers dedicated infrastructure with custom reporting, automated exports to internal systems, and custom API endpoints for proprietary dashboards, ensuring institutions have complete visibility and audit-ready records.

Re7 Labs x Giza: Pioneering Autonomous Finance

Giza is developing a dedicated Agent suite for Re7’s broader ecosystem. While actual results may vary, back-tests conducted over the past four months, based on historical market conditions, indicate that the tailored Agents delivered up to 67% higher yield on stables and 18.5% higher yield on ETH compared to static allocation strategies. This was accomplished by strategically sweeping liquidity across vaults only when the optimizer’s signal clearly surpassed the transaction-cost hurdle. The smart-account template, monitoring stack, and session-key framework are designed for reuse, meaning each subsequent Agent, such as Re7’s USDC and wETH variants currently in testing, requires significantly less engineering effort than the last.

While the development is underway, Re7 has launched a pilot allocation to Giza’s ARMA Agent to explore infrastructure efficiencies, without writing a single line of bespoke code.

For institutions observing from the sidelines, the message is clear:

With Giza, custody never leaves your control; session keys meticulously describe, enforce, and, when necessary, revoke the Agent’s operational scope; economic incentives via stake-slashing ensure middleware integrity; and every action is logged on-chain for transparent compliance review. Crucially, you achieve optimized yield strategies based on historical rebalancing signals for your treasury. The entry cost is measured in hours, not quarters. Decentralized finance just got a self-driving update.

Contact us and spin up a sandboxed Agent in under 24 hours - contact@gizatech.xyz

About Re7 Capital

Re7 Capital is a DeFi-centric investment firm focused on DeFi yield, liquid alpha strategies, and on-chain vault management. With four years of consistent outperformance, Re7 ranks among the most active DeFi liquidity providers globally. Its innovation arm, Re7 Labs, specialises in on-chain risk curation, vault infrastructure, and DeFi ecosystem design—currently managing over $550M across curated vaults.