research

Securing the frontier
of agentic execution.
Aligned by design.

Sleepers Research is an independent laboratory designing and securing robust autonomous reasoning systems. We build middleware that grounds agentic execution.

Active Node // Black Monolith
16:50:58> Initializing Shield Proxy
16:50:59> Filtering tool schema list... [OK]
16:51:01> Anchoring RAG state vectors... [OK]
16:51:02> Streaming reason audit trace
Core StatusRunning // Online
Exploration

Our Research Focus

Agentic Systems & Alignment

Orchestration, planning, and execution guardrails for multi-agent systems performing complex, long-horizon tasks across dynamic environments.

AI Security & Proxy Middleware

Defending autonomous systems against adversarial input vectors, prompt hijacking, data-integrity exploitation, and unmonitored tool calls.

Applied ML & Grounding Loops

Translating base model parameters into predictable, safe, and aligned middleware for high-security industrial and enterprise applications.

Spotlight

Featured Research

Active Research Prototype

Project Black Monolith

A unified agentic AI security middleware system. Intercepting, filtering, and grounding agent tool executions in real-time via Rust proxies and RAG verification loops.

Examine Architecture Details

Working With Organizations

Sleepers Research takes on select implementation work for organizations who want systems like these built for their own stack.

Learn about organizational collaborations
Collaborate

Let's build secure
agentic ecosystems.

We collaborate with teams deploying autonomous infrastructure. Reach out to discuss middleware audits, research partnerships, or system integration.