Token Budgeting
Autonomous agents can consume massive amounts of tokens very quickly, especially if they get stuck in infinite loops or hallucinate complex plans. A rogue agent can rack up a $10,000 OpenAI bill in a matter of hours.
Oridio prevents this through a highly optimized, synchronous token budgeting system. You can define strict limits based on Tokens Per Minute (TPM), Requests Per Minute (RPM), or absolute monetary spend (e.g., maximum $5.00 per session).
Atomic Enforcement
Budgets are enforced atomically at the network edge. Before a request is proxied to the LLM, Oridio verifies the remaining budget. Once the response is received, the exact token count is decremented. If a budget limit is reached, Oridio instantly severs network egress, returning a 429 Too Many Requests error to the agent, effectively neutralizing the runaway cost.
Installation & Setup
Oridio can be integrated either as a drop-in HTTP proxy without modifying your agent codebase, or via our official language bindings for programmatic telemetry and fine-grained Wasm triggers.
Route OpenAI/Anthropic SDK client requests through https://proxy.oridio.org/v1.
Supply your Oridio Master Key via header X-Oridio-Auth: ord_live_....
Architecture & Deep Dive
The Oridio security runtime operates as an out-of-band Layer 7 data plane. Rather than relying on non-deterministic LLM-as-a-judge prompts, security constraints are compiled into Ahead-Of-Time (AOT) WebAssembly binaries evaluated at bare-metal speeds.
P50 evaluation overhead per token packet.
Global Anycast edge proxy availability.
Distributed Redis mutex for swarms.
Sample Code & Implementation
from oridio import OridioClient
from langgraph.graph import StateGraph
# Initialize Oridio Edge Gateway client
client = OridioClient(api_key="ord_live_7x9k2m...")
# Wrap your state graph with zero-trust proxy
graph = StateGraph(AgentState)
secure_graph = client.wrap_graph(
graph,
budget_limit_usd=50.00,
pii_redaction=True,
anomaly_detection=True
)Interactive Runtime Playground
Frequently Asked Questions
Need help integrating?
Our runtime engineering team can help pair on your agent topology.