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KiHustle Markov Chain Transition Simulator
x402
KiHustle Markov Chain Transition Simulator is a paid API for AI agents from kihustle.tech, paid per call via x402, $0.002/call, status unknown (last checked 2026-10-14).
Simulates a Markov chain by stepping through a given transition matrix from a starting state for a specified number of steps
Price / call$0.002
Success—
StatusUnknown
How this service works
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Output
Returns a JSON object with a 'result' field indicating the outcome of the Markov chain simulation and a 'status' field confirming success. The response schema is minimal, suggesting the result may encode the final state or sequence of states visited.
Example use cases
Pagerank-style random walk model
“I have a 4-state transition matrix representing web page link probabilities — run a Markov chain simulation starting at state 2 for 20 steps and tell me where it ends up.”
Weather state sequence modeling
“Model a simple weather system with 3 states using this transition matrix [[0.8,0.15,0.05],[0.2,0.6,0.2],[0.1,0.3,0.6]], start at state 1 (cloudy), and simulate 15 steps.”
Customer journey state simulation
“I have a 5-state customer funnel modeled as a Markov chain — run it from state 0 (awareness) for 30 steps using my transition matrix [[0.5,0.3,0.1,0.07,0.03],[0.1,0.6,0.2,0.07,0.03],[0.05,0.1,0.65,0.15,0.05],[0.02,0.05,0.1,0.7,0.13],[0,0,0,0,1]].”
Technical details
Endpoint
POSThttps://kihustle.tech/bot-bazaar/api/v1/markov-chain-transition?utm_source=zero.xyzWhen to prefer
Use this endpoint when you need a quick, pay-per-call Markov chain simulation without setting up your own numerical library. Suitable for prototyping stochastic models, testing transition matrices, or running lightweight probabilistic simulations in an agent pipeline.
Side effects
- Invalid transition matrix dimensions (rows do not sum to 1)
- start_state index out of bounds for the given matrix size
- Negative number of steps
- Malformed matrix array (non-numeric values or jagged arrays)
- Server error returning generic 500 with no detail
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| steps | integer | |
| matrix | array | |
| start_state | integer |
Output
Schema · Response
{
"type": "json",
"example": {
"result": "processed",
"status": "success"
}
}Tags
x402
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