[All five systems](https://kushawaha.com/capabilities)

Intelligent Systems

# AI Agent Sandboxing & Inference Brokering

Direct proxy brokering with cryptographically signed tokens and hard dollar ceilings.

We build sandboxed execution environments for autonomous coding and operational agents. Workloads route through an in-app broker that strips root API keys, injects Ed25519-signed identity claims, and shuts off outbound model access with HTTP 429 when monthly dollar ceilings are reached.

**Business value**

Enables engineering teams to run autonomous background agents safely, with strict budget limits and zero root credential distribution.

#### Architecture & Implementation

- In-app virtual broker that proxies chat completions and isolates master provider credentials
- Native adapters for Anthropic Messages, OpenAI endpoints, and local vLLM/Ollama engines
- Subagent execution gates with strict filesystem path-traversal protection and process isolation
- Layered memory combining active working sets with Neo4j and Apache AGE knowledge graphs

#### Critical Problems Solved

- Stops API key theft caused by prompt injections or sandbox escapes
- Prevents unexpected cloud bills by terminating runaway recursive inference loops at exact budgets
- Allows dynamic switching between cloud models and local offline servers during provider outages

Specifications

Model Adapters Anthropic Messages, OpenAI API, DeepSeek, Ollama, vLLM

Spend Enforcement Sub-millisecond token cost calculation with HTTP 429 backpressure

Sandbox Isolation POSIX path-traversal guards, process containers & WebAssembly runners

Memory & State Three-layer working memory with graph-indexed context retrieval

[Explore Industry Solutions](https://kushawaha.com/solutions) [Inquire Regarding Integration](https://kushawaha.com/contact)

## Deploy sovereign, high-assurance capabilities

Speak directly with Kushawaha Group architects regarding licensing, on-premise deployment, or collaborative development.

[Schedule Architecture Review](https://kushawaha.com/contact) [Review Whitepapers](https://kushawaha.com/research)

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Source: https://kushawaha.com/capabilities/autonomous-ai
Published by Kushawaha Group. Index of all pages: https://kushawaha.com/llms.txt