Live Urdu video agricultural consultation and reasoning blueprint
A full product, WebRTC media, AI reasoning, evidence, safety, data, research, governance and delivery design for a controlled farmer pilot and its path to production.
Core architecture decision
The primary product is a continuous live Urdu audio-video consultation. LiveKit transports the call; a realtime agent transcribes speech, samples diagnostically useful frames and guides the farmer’s camera; the frontier reasoning model asks questions, retrieves local knowledge, calls environmental tools and conducts controlled research.
Exact legal, dosage, interval and registration claims remain independently verified. Local operational knowledge retains authority over external scientific information.
The farmer experiences a live call, but the model receives only quality-approved selected frames and explicit stills. Reduced video, audio plus stills and queued cases provide rural-network fallback.
Machine-readable package
OpenAPI 3.1 specification
Reference endpoints for cases, media, reasoning, research, policy verification and review.
ContractsJSON Schemas
Case state, evidence, diagnosis, research, context, policy, escalation and audit contracts.
PayloadsFictional examples
Safe demonstration payloads for implementation and testing.
SourceOriginal architecture plan
The uploaded 49-page document preserved as the baseline record.
Overview
Source Basis and Change Map
Explains the original plan, the revised reasoning-led decisions, and external verification boundaries.
BlueprintExecutive Blueprint
The consolidated product, AI, evidence and delivery decision for Kissan Ki Pehchan.
BlueprintDesign Principles
Non-negotiable rules for reasoning, evidence, safety, simplicity and government control.
BlueprintScope, Assumptions and Non-Goals
Defines the controlled pilot boundary, production horizon and explicit exclusions.
BlueprintGlossary
Definitions used consistently across the documentation.
Product
Live Video Consultation
Continuous WebRTC call, adaptive frame sampling, camera guidance, officer join and rural-network degradation.
BlueprintPersonas and User Journeys
Farmer, officer, agronomist, knowledge-administrator and programme workflows.
BlueprintFunctional Requirements
Testable product capabilities by domain.
BlueprintNon-Functional Requirements
Latency, reliability, security, maintainability, accessibility and rural usability.
BlueprintMobile Application and Rural UX
Flutter screens, offline behavior, guided media and low-literacy interaction design.
BlueprintUrdu Voice Architecture
Streaming STT, normalization, turn handling, terminology, TTS and benchmarking.
BlueprintOfficer and Administration Operations
Human queues, review decisions, knowledge administration and programme control.
Architecture
System Context
Actors, systems of record, external services and trust boundaries.
BlueprintTarget Production Architecture
Logical production architecture with independently scalable experience, media, reasoning, knowledge and control planes.
BlueprintLean Pilot Architecture
The minimum production-shaped system that validates the reasoning and field-use assumptions.
BlueprintComponent Boundaries
Ownership, stable interfaces and failure isolation.
BlueprintEnd-to-End Case Workflow
Durable workflow from intake through evidence gathering, research, policy verification and closure.
BlueprintDeployment and Sovereignty
Hybrid-controlled pilot, enterprise cloud and fully sovereign deployment classes.
AI and Knowledge
Reasoning Agent Design
The primary analyst: hypotheses, questions, tools, research, synthesis and stopping behavior.
BlueprintConfidence and Research-Depth Policy
Multidimensional confidence, risk-adjusted verification and adaptive research budgets.
BlueprintPrompt and Output Contracts
Versioned model instructions, evidence rules, structured outputs and semantic validation.
BlueprintModel and Provider Routing
Reference reasoning model, workload tiers, fallbacks, version pins and promotion.
BlueprintMultimodal Diagnosis
Guided images, video frames, quality gates, structured observations and differential analysis.
BlueprintKnowledge Authority and Evidence Model
Authority hierarchy, provenance classes, claim requirements and conflict handling.
BlueprintKnowledge Ingestion and Lifecycle
Document submission, parsing, hierarchy, metadata, approval, publication and withdrawal.
BlueprintHierarchical Hybrid Retrieval
Chapter routing, lexical/vector search, exact terms, graph signals, reranking and parent expansion.
BlueprintControlled Internet Research
Triggering, source ranking, paper/authority review, security and corpus promotion.
BlueprintLocal Geography and Context Tools
Weather, soil, terrain, crop calendars, field history, caching and limitations.
Data and Control
Policy Verification and Exact Controls
Narrow deterministic controls for registration, dosage, arithmetic, intervals and restrictions.
BlueprintData Architecture
Operational records, search indexes, object storage, audit and analytics.
BlueprintCore Data Model
Entities, relationships, identifiers, snapshots and geospatial sensitivity.
BlueprintAPI and Event Contracts
HTTP endpoints, authentication, idempotency and asynchronous events.
BlueprintGeospatial and Environmental Data
PostGIS, precision classes, context caching, satellite data and outbreak aggregation.
BlueprintJSON Schemas
Machine-readable contracts for case, evidence, diagnosis, context, research, policy, escalation and audit.
BlueprintExample Payloads
Representative developer/test fixtures for key contracts.
Assurance
Safety, Risk and Escalation
Defines risk classification, safe response behaviour, escalation triggers, kill switches and incident handling.
BlueprintHuman Review Operating Model
Specifies officer and agronomist queues, authority, service levels, staffing, disagreement handling and feedback quality.
BlueprintSecurity, Privacy and Consent
Defines data classification, access controls, consent, retention, secure development and government deployment requirements.
BlueprintAI and Research Threat Model
Covers prompt injection, poisoned sources, adversarial media, citation spoofing, tool abuse, leakage and denial-of-service risks.
BlueprintAudit, Provenance and Observability
Defines complete decision reconstruction, distributed tracing, dashboards, alerting and evidence lineage.
BlueprintTesting and Evaluation Plan
Defines datasets, test layers, metrics, pre-agreed thresholds and field evaluation for speech, vision, retrieval, reasoning and safety.
BlueprintModel, Prompt and Knowledge Operations
Defines registries, promotion, shadowing, canaries, drift monitoring, rollback and controlled improvement.
BlueprintReliability, Backpressure and Disaster Recovery
Specifies degradation modes, failure isolation, backups, recovery objectives, runbooks and production hardening.
Delivery
Roadmap, Workstreams and Team
Turns the blueprint into gated work phases, workstreams, responsibilities and a realistic controlled pilot.
BlueprintCost, Capacity and Scalability
Defines cost per advisory, demand assumptions, human-review economics, routing controls and scaling triggers.
BlueprintProgramme Risk Register
Consolidates technical, scientific, operational, regulatory and adoption risks with measurable mitigations.
BlueprintPilot Acceptance and Go/No-Go Criteria
Defines mandatory safety, technical, quality, operational, governance and economic gates.
BlueprintGovernance and Procurement
Defines decision rights, capability-based procurement, contract controls, research governance and architecture records.
BlueprintImplementation Backlog
Prioritized epics and deliverables for the controlled pilot and later production hardening.
BlueprintArchitecture Decisions and Open Questions
Records accepted and conditional decisions, scaling triggers and questions that must be resolved before commitment.
ReferenceReferences and Verification Register
Lists the uploaded source and official technical references used to verify the revised blueprint.