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City Gateway: Innovative, Social, and Learning

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Saulius Bertauskas
Project based course completed

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$$$ course complete

Sequenced implementation roadmap for the "Rietaviškis" project

1. Proof of Concept (PoC): Validation Phase (Weeks 1–4)

The primary goal of the PoC is to validate the two highest-risk technical assumptions: on-device Edge AI privacy and verification velocity.

  • Core Objective: Demonstrate that a Small Language Model (SLM) can process sensitive user context locally and that a cryptographic check-in can occur in under 30 seconds.

  • Key Technical Suggestion: Deploy Google AI Edge (LiteRT) on a single handset to run Gemini Nano. Focus on converting a user's verbal input (e.g., "I use a wheelchair") into a local semantic constraint (requires_wheelchair_access: true) without sending data to the cloud.

  • Verification Pilot: Implement a standalone Ed25519 signature test between a physical site’s QR generator and the mobile shell to prove the < 30-second verification target is achievable without municipal Wi-Fi dependency.

2. Beta Version: The "Pilot Phase" (Weeks 5–10)

Following the "Pilot Phase" model (3–5 projects), the Beta should focus on a closed cohort of 50 seniors and youth in collaboration with one or two local partners, such as the Oginski Museum.

  • Architecture Implementation: Deploy the Backend for Frontend (BFF) facade to centralise the Point Matrix logic. This ensures that when the Beta expands from iOS to Android, business rules remain consistent.

  • Module focus:

    • Module 1: Functional user onboarding with 100% accessibility pass rate (tested via Axe accessibility engines).

    • Module 2: Integration with the WorkTravel Academy (WTA) Core Ledger to track initial "Academy/Rietavas Credits".

  • Alpha Audit: Conduct a legal and GDPR/BDAR Article 25 audit to certify that sensitive profiling data never leaves the handset.

3. Full Production System: Scaling Phase (Weeks 11–16+)

This phase transitions Rietavas into a "Smart City" with full-scale implementation for all new systems and municipal upgrades.

  • Agentic Orchestration: Fully deploy the AI Concierge ("Rietaviškis") using the Model Context Protocol (MCP) to query municipal/local databases (optional) dynamically.

  • Social Inclusion Hub: Launch the Organisation "Atvirumo" (Openness) Ranking dashboard. This creates a public leaderboard to recognise local service providers for their inclusive efforts.

  • WTA Economic Activation: Connect localised Rietavas points to the global "WTA Flywheel". Reaching a 5,000-point milestone should automatically unlock the global "Builder" tier, giving NEET youth access to remote training portfolios.

Expert Comments and Concerns

Strategic Concerns

  • The "Attendance vs. Execution" Disconnect: A significant risk is rewarding "empty attendance". Suggestion: Ensure workshops culminate in a small practical task checked by an AI verification layer to establish verified credentials rather than just a check-in badge.

  • Executive Bandwidth: Failure of leadership to move from tactical to strategic "conductor" roles often limits growth. Suggestion: Mandate the "Do, Document, Delegate" protocol early to ensure the system is maintainable for the required 5-year lifecycle.

Technical Concerns

  • Operational Token Costs: High-frequency Agent-to-Agent (A2A) communication between hundreds of users and municipal agents could lead to unsustainable cloud API expenses. Suggestion: Shift 90% of operational filtering to the on-device Edge AI.

  • Accessibility Friction: Seniors may struggle with precise QR alignment. Suggestion: Introduce multi-modal validation, including Bluetooth Low Energy (BLE) proximity beacons or audio-watermark checks as alternatives to QR scanning.

  • Profile Collapse: Misconfigured identity resolution can merge two distinct individuals into one record. Suggestion: Start with strict deterministic matching (exact email/phone match) before introducing probabilistic rules.

Financial Suggestion

  • SaaS Product Potential: Post-grant, the "Smart Rietavas" platform can be packaged as a SaaS product and licensed to other small Lithuanian/Europenian municipalities, creating a direct revenue stream for the applicant.

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