Interesting approach. Putting a deterministic layer between agents and production APIs makes a lot of sense. How does the budget gate behave when an agent gets stuck in a loop?
SEOSiri IAIG: An open MCP API control plane to stop AI agents from breaking production infrastructur
3 Comments
@[Sajal Kanti]
Great question, Sajal! Runaway loops are one of the most common ways autonomous agents drain API credits and risk cascading failures. Here is how iaig_budget_gate and the gateway handle recursion loops under the hood:
Sliding-Window Velocity & Spend Caps: The budget gate enforces hard limits on both request frequency (token-bucket per minute) and cumulative session/token budget. If an agent loops, it hits the threshold before consuming uncontrolled API or compute costs.
Pattern-Based Circuit Breaker: When identical or near-identical tool call signatures (hashed input parameters + tool target) trigger repeatedly within a tight time window (e.g., 3> identical invocations without state progression), the circuit breaker shifts from CLOSED to OPEN.
Intervention via iaig_queue_proposal_hmi: Once a loop or budget trip occurs, downstream API/hardware actuation is immediately halted. The action is held in the Proposal-Commit Queue, requiring human sign-off on the dashboard before any further state mutation can execute.
Structured Error Recovery to LLM Context: Instead of generic 500 crashes, the gateway returns a typed JSON-RPC 2.0 response (BUDGET_OR_RECURSION_LIMIT_REACHED) explaining the exact trigger, giving the agent a deterministic signal to halt or reformulate its plan cleanly.
You can inspect the live edge architecture and sandbox simulations on our developer portal:
https://developers.seosiri.com/ or check the deep-dive writeup at
Please log in to add a comment.
Please log in to comment on this post.
More Posts
- © 2026 Coder Legion
- Feedback / Bug
- Privacy
- About Us
- Contacts
- You Tube
- Premium Subscription
- Terms of Service
- Early Builders
Today, I am the Founder of SEOSiri, where I lead at the intersection of full-stack development and digital growth. My "degree" is the public code I build for the global developer community. I am a firm believer that in the modern tech era, your portfolio is your strongest credential.
What I Build:
Flutter/Dart Ecosystem: I author packages on Pub.dev, including biometric_iot_bridge and seosiri_iot_security, focusing on secure hardware-software synergy.
Developer Tools: I publish professional VS Code Extensions (like SEOSiri Enterprise and FireRule Guard) to help developers automate technical audits and secure their environments.
AI & Open Source: On GitHub (@MOBILEPHONE), I maintain projects like CodeMender IA, exploring the boundaries of AI-driven coding.
Education: I document my builds and share technical tutorials on my YouTube channel, @seosiri.
I focus on building digital assets that are not only technically sound but also architected for discoverability and scale. Show less
More From seosiri
Related Jobs
- Senior Python Data Scraping EngineerMindrift · Full time · Sweden
- Licensed Marriage & Family Therapist (LMFT)LifeStance Health · Full time · Glencoe, KY
- Blockchain Risk Control AnalystBybit · Full time · Malaysia
Commenters (This Week)
Contribute meaningful comments to climb the leaderboard and earn badges!