Build an Accessible Rural Pension Eligibility and Grievance Navigator

Evaluate senior citizen demographic attributes against mock regional social pension schemes using Bhashini translation concepts. Formulate plain-language eligibility summaries and structured grievance filings for delayed or blocked pension disbursements.

Village digital kiosk operator

Ingest citizen inquiry notes regarding missed pension disbursements and record claimant age, domicile, and category.

Evaluate applicant details against mock old-age and widow pension entitlement policies.

Identify specific administrative causes of disbursement stoppages such as annual life certificate non-submission.

Generate a structured grievance petition dossier and translated citizen guidance brief with next steps.

Kiosk touch interface showing eligibility scorecard, cause of benefit pause, and printable grievance letter.

Construct synthetic pension disbursement logs and scheme qualification matrices for simulated beneficiaries. Starter examples below are synthetic. They are not downloaded records.

Bhashini documentation Implements Bhashini API conventions for multilingual intake and translated official communication generation.

ollama, pydantic, sqlite3. Ollama runs localized instruction models locally on low-cost edge kiosk hardware without constant internet connectivity. Local quantized Llama or Mistral model running via Ollama on edge kiosk hardware.

Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

Accurately maps applicant age and domicile against mock regional pension thresholds.

Pinpoints procedural stoppage triggers such as missing biometric life certificates or unlinked accounts.

Constructs a formal administrative grievance filing formatted with structured complaint categories.

```json [ { "input": { "beneficiary": { "id": "pen_8812", "age": 68, "domicile_state": "Rajasthan", "last_disbursement_date": "2024-10-01", "life_certificate_verified": false, "preferred_lang": "hi" }, "scheme_criteria": { "min_age": 60, "annual_life_cert_required": true, "cert_due_month": "November" } }, "expected_output": { "eligibility": "ENTITLED_CURRENTLY_STALLED", "stoppage_reason": "Annual life certificate verification overdue since November 2024.", "corrective_actions": [ "Submit digital life certificate (Jeevan Pramaan) at nearest kiosk or post office", "Submit proof of submission to block development office" ], "grievance_category": "DISBURSEMENT_HOLD_LIFE_CERTIFICATE" } }, { "input": { "beneficiary": { "id": "pen_9941", "age": 52, "domicile_state": "Rajasthan", "last_disbursement_date": null, "life_certificate_verified": true, "preferred_lang": "hi" }, "scheme_criteria": { "min_age": 60, "annual_life_cert_required": true, "cert_due_month": "November" } }, "expected_output": { "eligibility": "INELIGIBLE_AGE", "stoppage_reason": "Applicant age 52 is below the minimum qualifying age of 60 years.", "corrective_actions": [ "Verify birth certificate or official school records for age proof correction", "Explore disability or widow pension schemes if applicable" ], "grievance_category": "INITIAL_APPLICATION_REJECTION" } } ] ```

Demonstration tool using mock policy parameters; does not access official government databases or Aadhaar services. Use mock external writes. Require human review before any real deployment.