Containing agent processes, constraining tool privileges, and producing verifiable cryptographic execution proofs. Directed by Yami Gopal in Berlin.
Three core layers to contain agent processes, constrain tool access, and prove runtime execution integrity.
Restricting stdio-based tool execution at the operating system boundary. Native Apple Seatbelt and Linux Landlock/seccomp profiles isolate agent tools from host filesystems, secrets, and outbound network sockets.
Verifiable runtime evidence chains via the VERA Protocol. Every model decision, tool call, and state transition produces an Ed25519-signed proof record that auditors inspect independently without seeing proprietary weights.
Hardware-attested execution gates and multisig approval thresholds for high-stakes agent actions. Intercepts irreversible financial transactions, database mutations, or infrastructure alterations before execution commits.
Direct technical reviews and runtime deployments for engineering teams facing enterprise security scrutiny.
A targeted technical audit of your agent's Model Context Protocol (MCP) tool exposure, prompt-injection attack vectors, environment leakage, and file descriptor boundaries.
Hands-on implementation of kernel-level sandboxing, Article 14 approval gates, and Ed25519 execution proofs directly within your agent deployment infrastructure.
Interactive prototypes, compliance middleware, and runtime governance control planes built by the lab.
OS-native sandboxing proxy in Rust securing Anthropic's Model Context Protocol (MCP). Shields host filesystems and local sockets from prompt injection.
Inspect Architecture โ
Interactive hardware-enforced runtime verification. Watch an enclave intercept a 50,000 USDC transfer and enforce Article 14 multisig approval.
Launch Simulation โ
Real-time compliance API for conversational health agents. Sub-20ms latency boundaries, GDPR pseudonymization, and 100% crisis detection recall.
Read Case Study โ
Fleet governance console for autonomous agents featuring real-time compliance tracking, emergency kill switches, and execution telemetry.
View Live Dashboard โIn-depth architectural analysis on agent runtime isolation, domain-driven design, and model capability routing.
Most MCP integrations communicate over stdio, bypassing corporate network gateways. Here is how we contained prompt-injection exfiltration at the syscall level using Rust.
Read Technical Essay โApplying Domain-Driven Design and Hexagonal Architecture to build decoupled agent swarms that maintain deterministic state without corruption.
Read Technical Essay โOrchestrating model capability tiers for cost and latency optimization. Heavy reasoning models frame the problem; lightweight models execute.
Read Technical Essay โEarlier distributed pipelines, multimodal engines, and failure injection systems architected by the lab.
Synthetic probe execution, runtime failure injection, and automated model drift detection across production agent deployments.
Launch Live Canary โAutonomous scene segmentation, Whisper speech transcription, and GPU rendering queues for long-form video understanding and clip extraction.
Read Pipeline Architecture โDeterministic retry loops, dead-letter queues, and state synchronization across distributed worker nodes in n8n and Python.
View Orchestration Case Study โI direct Berlin AI Labs as an applied systems workshop focused on agent execution security, process jailing, and verifiable compliance.
Before founding this practice, I spent fifteen years designing carrier-grade distributed architectures, high-throughput financial backends, and enterprise systems across Europe. I do not run an agency with account managers or junior developers. When you engage Berlin AI Labs, you work directly with me on your kernel boundaries, proxy gateways, and attestation chains.
If enterprise procurement or security auditors are blocking your agent deployment, we harden your execution stack. We inspect tool boundaries, configure syscall restrictions, and produce verifiable audit logs that satisfy CISOs.
Direct access to Yami Gopal for agent attack-surface reviews, runtime sandboxing pilots, and EU AI Act compliance audits.