Auditability

Full Agent Audit Trail

Every agent action is timestamped, confidence-scored, and exportable so reviewers can inspect exactly how a decision was made.

What is Logged

Agent name and action
Confidence and escalation state
Input and output summaries
Run-level filtering

Judge Value

The farmer flow links directly into the exact audit trace for the executed run.

FarmPulse AI

FarmPulse AI is an agentic crop risk intelligence platform built for India's smallholder farming ecosystem. It combines district-level NDVI stress monitoring, weather analysis, pest-risk reasoning, multilingual farmer advisories, institutional reporting, and a full audit trail.

Main Routes

/overview: command center dashboard with agent statuses, map views, and recent activity.
/districts: district-level explorer with risk reports, NDVI values, and advisory generation.
/farmer-advisory: multilingual farmer workflow focused on Maharashtra typed queries in Marathi.
/institutional: FPO, insurer, and government-facing reporting views.
/audit: chronological audit trail of every agent action and escalation.

Flagship Demo

The centerpiece flow simulates a farmer in Yavatmal, Maharashtra asking in Marathi about fertilizer timing. FarmPulse analyzes the typed or voice-assisted query, checks the district vegetation reference snapshot, soil conditions, and a 5-day forecast, then returns actionable guidance in the same language.

AI-Readable Documentation

For a structured machine-readable summary, open /llms.txt or /llms-full.txt.