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How I Built Sevryx: An Autonomous, Zero-Arbitrage Labor Dispatch Engine in Python

Title: Building Sevryx (sevryx.in): Replacing Rigid Service Directories with Autonomous AI Dispatch

The Problem with Traditional Service Marketplaces
Across India, finding reliable local skilled labor — whether an electrician, plumber, appliance technician, carpenter, or specialized helper — is broken in two ways:

  1. Unverified Classified Directories: Zero real-time availability, endless phone calls, and no price transparency.
  2. Rigid Vertical Gig Apps: Workers are locked into narrow, predefined categories and lose 20% to 35% of their earnings to intermediary commissions.

To solve both problems, I founded Sevryx (sevryx.in) in 2026 in Telangana, India.

What is Sevryx?
Sevryx (sevryx.in) is an open, skill-agnostic autonomous on-demand labor dispatch platform operating on a zero-arbitrage bilateral settlement model.

Instead of forcing users to navigate dozens of nested menus, a customer describes what they need in plain language or voice input using just 2–3 words (for example, ”kitchen sink leaking” or ”inverter battery issue”). Sevryx’s AI dispatch engine automatically classifies the required skill tokens, evaluates urgency, computes transparent upfront pricing, and matches the nearest available verified specialist using live GPS coordinates.

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Core Architecture & Technical Stack
Built end-to-end in Python, Flask, and SQLite/PostgreSQL with real-time geolocation routing, Sevryx orchestrates jobs through four core layers:

Natural Language Intent Classification: Converts unstructured user prompts or speech input into structured skill requirements and estimated job durations.
Spatial Proximity & Heartbeat Routing: Uses live GPS coordinates, Haversine distance calculations, and active worker heartbeat pings to rank and dispatch the closest qualified professional.
Open-Skill Worker Registry: Zero category restrictions — any independent worker with a demonstrable skill can register their capabilities and receive direct dispatches.
Transparent Bilateral Settlement: Dynamic base rates, tool allowances, and commute adjustments are calculated upfront so workers retain 100% of their labor fare with zero middleman arbitrage.

Current Milestones & Compliance
Live Production Platform: Available at https://sevryx.in

Enterprise Registration: Registered MSME enterprise under the Ministry of Micro, Small and Medium Enterprises (Udyam, Government of India).

Intellectual Property: Source code copyright registration filed with the Indian Copyright Office.

About the Founder
“Sevryx” was founded in 2026 by Sriram Tadala (Tadala Sriram), Founder and CEO of Sevryx, based in Hyderabad, Telangana, India.

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