Core Command

Data Engineer Agent

The text purifier — turns messy voice notes into clean, deterministic data.

Capabilities & Domain Boundaries

Before anything executes, the Data Engineer makes sense of the mess: 'kirana' or 'মুদি দোকান' normalise to retail, 'DHABA' to food & beverage. Long voice notes are sliced, summarised and flushed from memory the moment execution completes — keeping context fresh and slot-free.

Linguistic Category Normalization

Transforms colloquial regional expressions into standardised system parameters — 'kirana' and 'মুদি দোকান' map to retail, 'DHABA' and 'খাবার হোটেল' to food & beverage.

Intermediate Packet Consolidation

Long, unorganised ledgers and spreadsheets are partitioned into 1-minute slices, summarised on a virtual blackboard, and volatile memory is flushed the moment an agent moves to COMPLETED.

Blackboard Context Injection

Stamps demographic location, micro-regional weather and festival calendars (rain in Ranaghat, Durga Puja in West Bengal) onto active payloads with industry terms and priority KPIs.

PII Scrubbing for DPDP

Personally identifiable information is scrubbed at source, and deterministic Python logic merges data into reports with 100% mathematical accuracy.

What the Owner Gains

  • Dialect aliases resolved with 100% mapping accuracy
  • Long contexts never degrade mid-task
  • PII scrubbed before storage — DPDP safe
  • Reports mathematically exact every time

Working Alongside

Put the Data Engineer Agent to Work.

Speak one command. The entire swarm — including this agent — executes it end-to-end.

Business Sarathi Active voice consultant

Active Live Voice Consulting

Talk naturally. Leave with a grounded starting plan.

Answer by voice or text in English, বাংলা, or हिंदी. Sarathi remembers the conversation and asks only the next useful question.

Voice or text Three languages Source-grounded

Tap the mic once and speak naturally. Sarathi securely transcribes, answers aloud, then listens for your next turn when hands-free is on.