Developer Tools & Environments
Standardized interfaces and safety-critical execution runtimes built by our research engineers to isolate and coordinate intelligent agents.
Bitstric Labs SDK
Type-safe bindings for secure agent coordination, isolated sandbox runtime initialization, and automated policy audits.
// Initialize Labs Safety Sandbox
import { LabsSafetyClient } from "@bitstric/labs-sdk";
const client = new LabsSafetyClient({
apiKey: process.env.BITSTRIC_LABS_KEY,
endpoint: "https://secure-sandbox.cluster.local"
});
const response = await client.auditAgentAction({
agentId: "agent-finance-triage",
payload: { action: "export_client_ledger" }
});
Policy Verification API
Standardized API endpoints following strict GRC/compliance guidelines. Safely verify policy compliance and export system audit logs.
Adversarial Agent Security
As agents gain autonomous tool-use capabilities, the attack surface expands. We develop red-teaming systems and secure semantic isolation layers that defend databases from prompt injections.
Context Hydration & Graph
Enterprise retrieval requires strict role-based access. We optimize metadata-pre-filtered database lookups, minimizing context windows while maximizing target verification precision.
Model Distillation & Pruning
Running generalist frontier models is economically unsustainable. We refine teacher knowledge graphs into small, single-task open models designed for compact cloud instances and local hardware.
Tracks in progress
Labs tracks are research, not products. No model has been released and no performance figure is published until it has been measured on a held-out evaluation set.
| Track | Focus | Status |
|---|---|---|
| Project Prism | Verifiable compliance models | Research · pre-release |
| Adversarial Agent Security | Red-teaming and semantic isolation for tool-using agents | Research |
| Context Hydration & Graph | Metadata-pre-filtered retrieval under role-based access | Research |
The Open Science Commitment
We intend to publish measured results, and later release artifacts, once each research track reaches the stage that permits it. Nothing is published before it has been measured.
Project Prism · Research
No model has been released. Evaluation measures are defined; results are published only after they are measured.