{"uid":"cap_aOaBQXwfUUfMeI7vYj_Bl","slug":"kihustle-markov-chain-transition-simulator-044d3871","name":"KiHustle Markov Chain Transition Simulator","description":"Kostenlose Guides, Solo-Playbooks und Artikel zu KI, Automation und Side Hustles — für Menschen, die mit echten Systemen online Einkommen aufbauen wollen. Transparent finanziert über faire Affiliate-Links.","url":"https://kihustle.tech/bot-bazaar/api/v1/markov-chain-transition?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"steps":{"type":"integer"},"matrix":{"type":"array","items":{"type":"array","items":{"type":"number"}}},"start_state":{"type":"integer"}}},"responseSchema":{"type":"json","example":{"result":"processed","status":"success"}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.002","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.002/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_I_3anhzk0X1--euBBUMKb","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.002","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Simulates a Markov chain by stepping through a given transition matrix from a starting state for a specified number of steps","exampleAgentPrompt":"Simulate a Markov chain for 10 steps starting at state 0 using this 3x3 transition matrix: [[0.7,0.2,0.1],[0.3,0.5,0.2],[0.1,0.4,0.5]].","exampleUseCases":[{"title":"Pagerank-style random walk model","prompt":"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."},{"title":"Weather state sequence modeling","prompt":"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."},{"title":"Customer journey state simulation","prompt":"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]]."}],"resultDescription":"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.","failureModes":["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"],"whenToPreferThis":"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.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-14T00:36:30.094Z","isFirstParty":false,"canonicalSlug":"kihustle-markov-chain-transition-simulator-904c8858"}