>PRODUCT OVERVIEW
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Stop infinite recursionin autonomous AI agents.

Moven sits directly in-process, intercepting runaway tool recursion in <0.8ms, enforcing hard dollar ceilings, and auto-generating AST self-healing PRs before your credit card is charged.

Guarding 8.4M+ agent turns (as of July 2026)
100% Loop Interception SLA*
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SYS_MATRIX // 0.8ms IN-PROCESS SENTINEL BUFFER
Moven Sentinel Production Dashboard
SYS_02 // DEFENSE PIPELINE
// FOUR PRIMITIVES. ONE PAYOFF.

How it works.

In plain English: If your AI agent gets trapped in a recursive tool loop, Moven cuts execution in <0.8ms before costs explode, rewinds memory safely, and opens a bugfix PR.

Scroll to trace one turn live from in-process bytecode interception to automated pull request synthesis.

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SIGNAL_PATH // TURN LIFECYCLE
FIELD MANUAL // DEFENSE PIPELINE|SHEET 1 OF 7
// TURN #8841 · 02:41:07 UTC · UNATTENDED

PROLOGUE

Follow one agent turn down the signal path.

It is 02:41 in the morning. Nobody is watching. Your agents are still working and somewhere in the stack, this turn is about to go wrong. This is not a basic circuit breaker. Moven runs canonical hashing, entropy delta analysis, and AST-level state management inside your process. Scroll to trace it.

FIG. 00
Doc Ref
MOVEN-SIGNAL-PATH
Stage
1 / 7
Next Station
STATIONS 01-05 // THE PAYOFF

Sub-0.8ms in-memory tripping, every single turn.

Stations 01-05 are the defense. This is the payoff: your fleet runs at full speed with hard budget fuses on every turn, without human babysitting.

TRIP IT YOURSELF — LIVE SANDBOX BELOW
<0.8ms
PER-TURN OVERHEAD
~50µs
TRIP VERDICT
0
BYTES MUTATED
~40s
TO PULL REQUEST
NO PROXY·NO PROMPT RETENTION·NO POST-HOC LOGGING
SYS_03 // LIVE SANDBOX
// DON'T TAKE OUR WORD FOR IT

Trip the breaker yourself.

A simulated agent turn, replayed with real breaker logic. Press run and watch a runaway loop get intercepted before it spends a cent.

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SANDBOX // REPLAY A REAL INTERCEPT
Select failure scenario

What you are watching: three identical tool calls produce three identical canonical hashes. No LLM guessing, no proxy, no cloud — deterministic math trips the fuse in 0.42ms.

FIG. LIVE
SANDBOX_SENTINEL // LIVE_REPLAY
<0.8ms OVERHEAD
// Awaiting input. Press "Run agent turn".
Canonical hash matchesfuse at 3/3
9F3A…C21
9F3A…C21
9F3A…C21
IN-PROCESS THREAD LATENCYIDLE
STATE RESTORED (Ctrl+Z) • 0 MUTATIONS
PR #142 · AUTO_OPENED
FUSE ARMED · AWAITING REPLAY

THIS SANDBOX RUNS THE REAL BREAKER LOGIC IN YOUR BROWSER. NOTHING LEAVES THIS PAGE.

SYS_04 // IN-PROCESS SDK INTEGRATION

Drop in. 3 lines of code.

Zero proxy configuration. Runs locally in your agent thread with sub-millisecond execution. Edit the fuses and watch the snippet follow.

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SDK_FUSE // SUB-MILLISECOND THREAD INTERCEPT
SETUP.SEQ
INTEGRATION // 3 STEPS · ~60 SECONDS
01Install

One package. No sidecar, no proxy container, no background worker to babysit.

02Configure

Set the hard fuses — repeat ceiling, dollar ceiling, auto-heal. Use the LIVE CONFIG bar on the snippet: it edits the real code.

03Protect

One decorator — or one wrapTools() call — around any function or agent step. Every call now passes a fuse.

RUNS 1:1 IN-PROCESS · ZERO NETWORK HOP
LIVE CONFIG // EDITS THE SNIPPET
max_repeats
3
spend_ceiling_usd
$2.00
HOT_PATH_OVERHEAD: <0.8ms
1from moven_sdk import MovenCircuitBreaker, BreakerConfig
2
3# 1. Hard fuses on every tool call (<0.8ms)
4breaker = MovenCircuitBreaker(
5 BreakerConfig(
6 max_repeats=3, # Trip after 3 identical calls
7 spend_ceiling_usd=2.00, # Hard dollar ceiling per session
8 auto_heal_github=True, # Open a fix PR after every trip
9 )
10)
11
12# 2. Decorate any agent tool in-process
13@breaker.protect
14def execute_sql_query(query: str):
15 return db.execute(query)
In-Memory AST Guard ActiveZero Network Hop
moven-python v2.4.1 // moven-ts v2.4.1
Supported: LangGraph, CrewAI, AutoGen, LlamaIndex, Custom Agent Loops
Explore SDK Reference & Guides
SYS_05 // FINANCIAL TELEMETRY & SAVINGS

Calculate monthly capital preserved.

Estimate loop protection savings based on your active agent fleet volume.

FLEET PARAMETERSLIVE MODEL
Active Production Agents:12 Agents
Runs Per Agent / Day:80 Runs
Estimated Loop Rate:5%
EST. MONTHLY AGENT TURNS:28,800
ESTIMATED ROI SAVINGSMONTHLY PROJECTION
Net Capital Preserved:
$25,920.00
Prevented approximately 1,440 runaway recursive tool loops.
Uncapped API Burn:
$28,080
Moven Breaker Cost:
$2,160

* Assumptions & Methodology:Model calculates estimated savings based on an unmitigated recursive loop consuming ~340 iterations ($19.50 baseline per runaway turn across GPT-4o / Claude 3.5 Sonnet token budgets) before manual discovery. Moven trips in <0.8ms (at ~1.5 iterations), preserving >92% of compute budget.

Actual savings vary by LLM provider pricing, tool execution latency, and per-token quota policies.

SYS_06 // ACTIVE BREAKER VS PASSIVE LOGGERS

Active protection vs passive telemetry.

APM tools observe failures after your bill explodes. Moven intercepts and heals in real time.

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SYS_MATRIX // ACTIVE BREAKER CAPABILITY MATRIX
Capability
Moven LogoMoven Sentinel
Generic APMs
In-flight execution kill (<1ms)
Runaway recursive loop detector
Hard dollar session budget ceiling
AST self-healing GitHub PRs
Ctrl+Z step rewind & checkpointing
Zero-latency in-memory sentinel (no proxy)
In-process zero-overhead replay fidelity (0ms proxy latency)
SYS_07 // PRODUCTION FIELD REPORTS

Engineers sleep soundly with Moven.

Deployed by AI infrastructure teams shipping mission-critical autonomous agents.

Preetham Rangu

Moven completely eliminated our runaway tool loops. When our autonomous billing agents got stuck querying the same customer endpoints, Moven's sentinel tripped in 0.42ms and rolled back in-memory AST state before our Stripe account was hit with a 4-figure charge.

Preetham Rangu, Co-Founder & CEO at Everfern AI

Aaron Allam

Before Moven, an unconstrained sub-agent loop could burn hundreds of dollars overnight while hallucinating duplicate parameters. Having in-memory hard budget ceilings and instant breaker trips gave our team the confidence to scale autonomous workflows to thousands of users.

Aaron Allam, VP of Engineering at ProSite Technologies

Devarsh Patel

The zero-proxy in-process sentinel is brilliant. We plugged Moven directly into our LangGraph supervisor with 3 lines of code. It stops zero-entropy hallucination loops in microseconds without adding a single millisecond of network latency.

Devarsh Patel, Founding AI Engineer at NexusOps

SYS_08 // DEPLOY SENTINEL

Sleep soundly tonight.
Arm your agent fleet with Moven.

Zero latency penalty. Real-time in-memory circuit breakers. Instant self-healing PRs before your credit card is charged.

Open source · Apache-2.0 · No card required

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CIRCUIT_ARMED // ZERO PROXY OVERHEAD
60-Second In-Process Setup 0ms Proxy Latency Overhead Automated GitHub AST PRs