Deploy autonomous agents with zero hallucinated tool execution.
AgentSphere bridges non-deterministic LLM agents with deterministic enterprise APIs. Execute multi-step task trajectories with cryptographic human-in-the-loop sign-offs and sub-millisecond policy gates.
Planner Swarm
Goal Decomposition
SAP Connector
ERP Match Gate
Policy Enforcer
JSON Validator
Supervisor Inbox
ECDSA Signoff
Why Autonomous Agents Fail in Production
Standard LLM agent frameworks lack deterministic guarantees, exposing internal databases and critical ERP systems to rogue API calls, unchecked hallucinations, and compliance violations.
Unchecked Tool Calling
Raw LLM outputs can generate invalid parameters, invent non-existent database IDs, or trigger irreversible write operations without boundary checks.
Missing Audit Trajectory
Traditional agent logs capture only text completions, leaving compliance teams with zero cryptographic proof of why an agent authorized a high-risk transaction.
Slow Human-in-the-Loop
Escalations sent via email or ticket queues stall automated workflows for hours. AgentSphere sends instant push envelopes to supervisor mobile copilots.
Test the Deterministic Tool Gate
Select a target enterprise tool invocation to observe runtime JSON Schema validation, latency benchmarking, and step-up authorization challenges.
Select a tool protocol scenario on the left and click Simulate.
The 4-Tier Zero-Trust Agent Pipeline
AgentSphere isolates LLM non-determinism behind compiled WebAssembly validation layers, preventing prompt injection attacks from reaching core enterprise databases.
01. Autonomous Agent Mesh: Multi-Agent Planning & Sub-Goal Decomposition
Specialized LLM agent instances (Orchestrator, Research, Code, Tool Dispatch) collaborating with shared context windows.
Integrate with 3 Lines of Code
Wrap existing LangChain, LlamaIndex, or AutoGen agents with AgentSphere’s deterministic execution SDK in TypeScript and Python.
import { AgentSphereClient, createPolicyGate } from "@agentsphere/sdk";
const client = new AgentSphereClient({
apiKey: process.env.AGENTSPHERE_API_KEY,
environment: "production",
});
// Wrap raw tool handler with cryptographic step-up verification
export const matchPurchaseOrder = client.wrapTool({
name: "sap_po_match",
schema: PurchaseOrderSchema,
riskTier: "ELEVATED",
handler: async (params, ctx) => {
return await sapClient.ledger.matchPO(params.poNumber);
},
});Engineered for Sub-Millisecond Policy Gates
Validated on enterprise workloads processing over 100,000 tool invocations per minute.
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