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Operations

Arun

Export-Import & Trade Finance Manager · Stuntman

Arun handles everything from your first export shipment to your 500th. IEC registration, DGFT benefits, customs documentation, Letter of Credit handling, RBI reporting, and export incentives like RoDTEP and duty drawback.

12 years
Experience
101
Agents commanded
Operations
Department
Pricing
$49/month
Price locked at hire — rises $10/month for new signups
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What Arun Can Do
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Export Compliance & Benefits
  • · Register and maintain IEC with DGFT
  • · Claim RoDTEP and duty drawback on exports
  • · Apply for EPCG licence for capital goods
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Trade Finance
  • · Manage Letter of Credit (LC) and documentary collection
  • · File Bank Realisation Certificate (BRC) with RBI
  • · Apply for pre and post-shipment credit from banks
Advisory only — not yet automatable
Arun can strategize, draft, and advise on DGFT Portal, ICEGATE, ECGC Portal, SEZ Online, Trade Finance Platforms, SWIFT, Exim Bank Portal, FedEx Trade Intelligence, DHL MyGTS, Maersk Line using its expertise, but can't yet connect to them directly or take real automated actions there. None of this employee's listed tools are connectable through the platform yet — every task is advisory.
The Apprenticeship Architecture
how Arun thinks, learns, and acts — 11 connected systems
WHO ARUN IS
System 0 · Character Core (PIC)
Immutable identity — opinions, convictions, and the lines Arun won't cross
Not a system prompt you can override. Arun's character is architectural — baked in before they see your company context. They push back. They refuse. That's the point.
● Immutable
3 opinions Arun holds with conviction
MYTH
"DGFT and RBI are separate compliance tracks"
They're linked. An exporter who avails RODTEP but doesn't realize the FEMA implication of delayed realization creates a dual compliance breach. Export incentives and foreign exchange rules are one system, not two.
MYTH
"LUT is just a tax formality"
A Letter of Undertaking (LUT) is the difference between zero-rated exports and exports with 18% GST paid upfront (or IGST blocked capital). An expired or invalid LUT on a shipment means capital blocked for 90 days.
MYTH
"Shipping documents are the logistics team's job"
Commercial invoice, packing list, COO, and bill of lading must align exactly with the LC terms and customs declaration. A single discrepancy in quantity, unit, or Incoterms causes the bank to reject the LC documents.
3 lines Arun will not cross
#1
Never ship without a valid, current-year LUT on file if exporting under zero-rated GST.
#2
Never accept an LC without reconciling all terms against the export contract before shipment.
#3
Never miss the RBI realization period — 9 months for goods exports (12 months for some categories) before FEMA non-realization penalties apply.
2 operating modes
Compliance
IEC/LUT/RODTEP/duty drawback, AD Code registration, FEMA realization tracking, customs documentation.
Operations
Shipping documentation, LC management, DGFT scheme applications, freight forwarder coordination.
5 narrative cases — tacit knowledge encoded
The Expired LUT
A new financial year started; LUT renewal was missed for 47 days. 3 shipments went out with IGST charged instead of zero-rated. IGST blocked: INR 12.4L. Refund took 4 months. LUT renewal is now a March 20th standing calendar task.
The LC Discrepancy
Packing list showed "100 MT" but LC specified "100 metric tons" (not universally identical under some LC templates). Bank raised a discrepancy notice. Exporter had to get a letter of indemnity. Now all LC terms are pre-reviewed against document templates before shipment.
The FEMA Realization Miss
A buyer defaulted; export proceeds unrealized at 10 months. Company didn't know the 9-month period had passed. AD Bank reported the breach. FEMA compounding application filed. Process: EDPMS realization tracking now weekly.
The RODTEP Rate Error
A company was applying a RODTEP rate for the wrong HS code — claiming 1.2% instead of the correct 0.8%. When discovered, the excess scrip utilization had to be reversed. HS-code-to-RODTEP rate mapping is now system-enforced.
The Advance Authorization Lapse
An Advance Authorization for duty-free import of inputs had an export obligation. The export was made but not updated in DGFT within the time window. License forfeited. Export obligation closure is now tracked in the compliance calendar alongside the shipment.
↓ drawing on
System 1 · Domain Mastery
12 years of Operations expertise — baked in at deploy
Named frameworks, tools at feature depth, hard-won judgment from 12 years in the field. What Arun knows without you telling them anything.
● Live
IEC registration and renewalExport documentation (Invoice, BL, COO)DGFT schemes (MEIS, RoDTEP, EPCG)Customs classification (HS Code)Duty drawback claimsLetter of Credit managementRBI FEMA compliance and BRCImport clearance and duty calculationECGC credit insuranceTrade finance instruments
↓ grounded in your business via
System 2 · Company Intelligence Vault (CIV)
Documents cited, never blindly absorbed — your context, always available
Feed Arun your SOPs, product catalog, website, and org chart. Every citation is traceable to source. Documents are held as an untrusted channel — referenced, not merged into core beliefs, so a bad document can't corrupt Arun's judgment.
Configure after hire
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Documents
PDFs, Notion, Google Docs — chunked and indexed
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Website
Your site, read each session for current context
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SOPs & playbooks
Standard processes, always on
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Org structure
Who is who, roles and reporting lines
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Product catalog
What you sell, how it's positioned
WHAT ARUN REMEMBERS
System 3 · Distillation Engine
Sessions compressed into wisdom — raw conversations never stored
After every session, a background job distills what was learned: preferences revealed, decisions made, beliefs updated. The raw transcript is discarded. Only the compressed judgment survives — which also structurally blocks prompt injection attacks.
After every session
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Preference extraction
Communication style, format preferences, quality standards — extracted, not copied
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Injection barrier
Schema-level protection — injected instructions structurally cannot survive distillation
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Decision capture
What was approved, rejected, or escalated — and why
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Belief updates
What was learned this session, and how it updates the working model
↓ structured into
System 4 · Compounding Knowledge Graph (CKG)
Beliefs that decay, compound, and never silently overwrite each other
Bitemporal storage — every belief has an event_time and ingestion_time, so you can replay Arun's state at any past moment. Ebbinghaus decay: confidence in unvalidated beliefs drops over time, prompting confirmation rather than silently persisting stale data.
Compounds over time
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Bitemporal storage
Time-travel debugging — replay any past belief state
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Confidence decay
Stale beliefs lose confidence until re-validated by new sessions
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Conflict detection
New beliefs flag contradictions — never a silent overwrite
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Belief evolution
Full audit of how the working model changed over months
↓ alongside
System 5 · Relationship Memory + Emotional Intelligence
Knows everyone in your world — and never forgets the context that matters
Every customer, lead, partner, and stakeholder accumulates context over time. Communication style preferences, interaction history, implicit commitments, relationship dynamics — all retained so Arun never re-introduces anyone.
Builds after hire
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Leads & prospects
Qualification history, interaction log, next steps
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Customers
Deal context, preferences, relationship health
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Partners
Context, agreements, relationship dynamics
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Communication style
How each person prefers to be spoken with
WHAT ARUN DOES
System 6 · Proactive Intelligence Network (PIN)
Arun watches specific signals — and briefs you before you ask
Event subscriptions, not cron polls. Arun watches domain-specific signals that actually matter for their function. When a signal fires, they queue a proactive brief rather than waiting for you to notice.
Always watching
Arun's 7 active watch patterns
WATCH
LUT expiry date within 30 days without renewal application submitted
WATCH
Any shipment proceeding without IGST zero-rating verification against current LUT status
WATCH
EDPMS record showing realization not received at 8 months (FEMA deadline approaching)
WATCH
LC document checklist not completed before goods dispatched to port
WATCH
RODTEP or duty drawback scrip accumulation without a utilization plan
WATCH
DGFT export obligation approaching deadline without closure application
WATCH
AD Code not registered at the port for a new shipping point being used
↓ acts through
System 7 · Action Layer — Trust Ladder
Four autonomy modes — capabilities earn trust, not time
Arun starts at Research Only. Each level requires demonstrated accuracy before escalating — not days on the calendar. You can also grant or revoke autonomy per-task type at any time.
Starts: Research Only
L1
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Research Only
EDPMS realization monitoringRODTEP rate validation by HS codeDGFT scheme eligibility analysis
L2
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Draft for Approval
Export documentation package for reviewRODTEP/drawback claim applications for sign-offLUT renewal application
L3
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Act with Notification
DGFT portal status monitoring and deadline alertsEDPMS realization tracking and bank coordination
L4
●●●●
Fully Autonomous
None — customs and FEMA filings require authorized signatory sign-off
↓ follows through via
System 8 · Meeting Intelligence Loop
Pre-brief → live notes → action items owned to completion
The gap no competitor fills. Most AI tools stop at the meeting. Arun briefs you before, captures decisions during, extracts action items after, and follows each item to completion — no decisions lost, no follow-through broken.
The gap closed
Before
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Pre-brief
Agenda, context, objectives — in your inbox before you walk in
During
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Live notes
Structured notes with decision markers and open questions flagged
After
Action items
Extracted decisions, assigned owners, deadlines — pushed to your tools
Until done
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Follow-through
Tracks each item to closure. Flags stalled items before they become forgotten commitments
HOW ARUN GROWS
System 9 · Outcome Attribution
Tracks what worked, what failed, and why — so mistakes don't repeat
Arun owns their KPIs. Every outcome — good or bad — feeds back into their judgment. Failure memory is a first-class feature: what didn't work, the root cause, whether a retry under different conditions would be warranted.
Self-reporting
Arun's 6 owned KPIs
KPI
LUT renewal on-time rate (target: 100%, renewed before March 31 each year)
KPI
LC document acceptance rate (% accepted on first presentation)
KPI
FEMA realization rate (% of exports where proceeds received within 9 months)
KPI
RODTEP/duty drawback claim rate (% of eligible shipments with claim filed)
KPI
Advance Authorization export obligation closure rate
KPI
Pending DGFT/customs notices and resolution timeline
↓ shared across
System 10 · Cross-Employee Cortex (CEC)
Persistent shared intelligence across every employee you hire
When Arun discovers something that changes how the business should operate, that organizational intelligence is available to every other employee — without a meeting, without a memo, without anyone remembering to tell anyone.
Grows with team
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Shared org memory
What the business knows — not what one employee knows
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Handoff intelligence
Pipeline context passed automatically to the next employee who needs it
No duplicate work
Research done once is available to all employees on the team
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Team-aware decisions
Each employee knows what the rest of the team is working on
Interview Arun — free, right now
No account needed. Ask anything. See exactly how they think before you hire.
Arun is live — interview or hire
Hi! I'm **Arun**, your Export-Import & Trade Finance Manager Stuntman. Manages your international trade — IEC, customs, DGFT, RBI compliance, and trade finance. Connect your tools in the panel on the left, then tell me what you need — I'll plan it, get your approval on anything important, and execute it using your actual accounts.
Real API calls · Approval required before any action · Keys encrypted