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Deepak Kumar Tiwari

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Deepak Kumar Tiwari

Technology & AI Leader · Building practical systems

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Engineering guides

I write here about production AI, architecture, and delivery — each guide names its failure paths and the review points that keep a system operable.

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Scan-to-BIM Deviation Reports Need Survey Control and Coverage
Engineering · Multimodal inspection
September 8, 2026
VFX Compositing Readiness Starts with Real Frames and Color Metadata
Engineering · Multimodal inspection
September 2, 2026
A Film Shot Continuity Agent Should Flag Evidence, Not Rewrite the Edit
Operations · Multimodal inspection
August 28, 2026
3D Garment Collision Validation Needs More Than Overlapping Boxes
Engineering · Multimodal inspection
August 22, 2026
Garment Visual Inspection Must Separate Fabric Defects from Capture Errors
Operations · Multimodal inspection
August 17, 2026
Furniture Assembly Video Cannot Prove a Hidden Fastener Is Secure
Operations · Multimodal inspection
August 11, 2026
Printed-Part Scan Comparison Needs Datums and an Unknown State
Engineering · Multimodal inspection
August 6, 2026
3D Printer Failure Detection Must Not Wait for Telemetry Agreement
Engineering · Multimodal inspection
July 31, 2026
PCB Visual Inspection Must Match the Manufactured Board Revision
Engineering · Multimodal inspection
July 26, 2026
Automotive Assembly Video Needs Evidence, Not Completion Scores
Operations · Multimodal inspection
July 20, 2026
Package Damage Photos Are Evidence, Not a Cause of Loss
Operations · Multimodal inspection
July 15, 2026
Warehouse Pallet Vision Verification Needs More Than a Box
Operations · Multimodal inspection
July 9, 2026
Retail Shelf Video Audits Must Separate Empty From Unseen
Operations · Multimodal inspection
July 4, 2026
Fruit Video Quality Grading Must Count Fruit, Not Frames
Operations · Multimodal inspection
June 28, 2026
Crop Drone Imagery Validation Before Agronomic Interpretation
Research and Education · Multimodal inspection
June 23, 2026
Mining Survey Change Detection Needs a Shared Datum
Operations · Multimodal inspection
June 17, 2026
Wind Turbine Blade Mapping Without False Defect Growth
Operations · Multimodal inspection
June 12, 2026
Solar Panel Drone Inspection Starts With Module Registration
Operations · Multimodal inspection
June 6, 2026
Pipeline Visual Inspection Must Preserve Unseen Segments
Operations · Multimodal inspection
June 1, 2026
Aircraft Surface Inspection Needs an Evidence Boundary
Operations · Multimodal inspection
May 26, 2026
CAD Assembly Collision Verification Beyond Bounding Boxes
Engineering · Multimodal inspection
May 21, 2026
BIM Emergency Exit Review Is More Than Counting Doors
Engineering · Multimodal inspection
May 15, 2026
Verify Construction Photos Against the Right Drawing
Operations · Multimodal inspection
May 10, 2026
A Production-Line Visual Defect Harness That Can Abstain
Operations · Multimodal inspection
May 4, 2026
Car Photo Inspection Starts With Coverage, Not Confidence
Operations · Multimodal inspection
April 29, 2026
AI Tool Failure Must Not Become a Success Message
Engineering · Agent failure labs
April 23, 2026
Stop an AI Agent Tool Loop Without Inventing Success
Engineering · Agent failure labs
April 18, 2026
An AI Human Approval Gate Must Bind the Exact Action
Engineering · Agent failure labs
April 12, 2026
Document Prompt Injection: Stop Text Becoming Authority
Engineering · Agent failure labs
April 7, 2026
AI Agent Data Access Control Before Retrieval
Enterprise · Agent failure labs
April 1, 2026
Production Configuration Approval Must Bind to the Exact Diff
Engineering · Agent failure labs
March 27, 2026
A Payment Timeout Must Not Create a New Payment Intent
Finance · Agent failure labs
March 21, 2026
Valid JSON Is Not a Valid Tool Call
Engineering · Agent failure labs
March 16, 2026
Fresh Inventory Is Not a Reservation
Operations · Agent failure labs
March 10, 2026
A Highly Relevant Policy Can Still Be the Wrong Version
Enterprise · Agent failure labs
March 5, 2026
Loan Assistants Must Not Promote Draft Text Into a Decision
Finance · Agent failure labs
February 27, 2026
Medical Intake Must Not Turn an Unanswered Question Into No
Healthcare · Agent failure labs
February 22, 2026
Expense Policy Enforcement Must Aggregate Split Claims
Finance · Agent failure labs
February 16, 2026
Hotel Booking Validation Starts With the Room Allocation
Operations · Agent failure labs
February 11, 2026
Subscription Cancellation Needs an Exact Confirmation
Operations · Agent failure labs
February 5, 2026
AI Deployment Approval: Yesterday's Yes Cannot Authorize Today's Build
Engineering · Agent failure labs
January 31, 2026
AI Jira Ticket Deduplication: Empty Search Does Not Mean New Work
Engineering · Agent failure labs
January 25, 2026
AI Database Update Safety: Stop a Stale Agent Overwriting a Human
Engineering · Agent failure labs
January 20, 2026
AI Resume Screening: A Missing Keyword Is Not Missing Experience
Enterprise · Agent failure labs
January 14, 2026
AI Agent Spending Limits: Two Safe Purchases Break One Budget
Finance · Agent failure labs
January 9, 2026
AI Shopping SKU Validation: The Cheapest Match Is the Wrong Pack
Operations · Agent failure labs
January 3, 2026
AI Email Recipient Verification: A Display Name Is Not a Person
Enterprise · Agent failure labs
December 29, 2025
AI File Deletion Dry Runs: Catch the Prefix Trap
Engineering · Agent failure labs
December 23, 2025
AI Refund Verification: Reject the Right Order's Wrong Charge
Finance · Agent failure labs
December 18, 2025
AI Meeting Booking: Two Johns and an Ambiguous Friday
Enterprise · Agent failure labs
December 12, 2025
A Cross-System Onboarding Agent Built Around Durable Writes
Enterprise · Production workflows
December 7, 2025
A Legacy Modernization Agent That Protects Business Behavior
Engineering · Production workflows
December 1, 2025
A Compliance Monitoring Agent That Knows Unknown Is Not Passed
Enterprise · Production workflows
November 26, 2025
A Database Migration Agent That Proves the Recovery Path
Engineering · Production workflows
November 20, 2025
A Cybersecurity Alert Triage Agent That Cannot Hide Missing Evidence
Engineering · Production workflows
November 15, 2025
A News Research Agent That Separates Repetition From Corroboration
Research and Education · Production workflows
November 9, 2025
An Online Learning Tutor Agent That Measures Learning, Not Chat
Research and Education · Production workflows
November 4, 2025
A Pharmaceutical Research Agent That Does Not Flatten Evidence
Research and Education · Production workflows
October 29, 2025
A Procurement Negotiation Agent With a Real Walk-Away Boundary
Finance · Production workflows
October 24, 2025
A Tax Preparation Agent That Preserves the Evidence Trail
Finance · Production workflows
October 18, 2025
An Investor Research Agent That Can Rebuild Every Number
Finance · Production workflows
October 13, 2025
An Insurance Weather Risk Agent That Does Not Confuse Alerts with Loss
Finance · Production workflows
October 7, 2025
An Agriculture Advisory Agent That Shows Its Field Assumptions
Research and Education · Production workflows
October 2, 2025
A Utility Outage Response Agent Without Switching Authority
Operations · Production workflows
September 26, 2025
A Field Service Dispatch Agent That Reserves Skills, Parts, and Time
Operations · Production workflows
September 21, 2025
A Medical Record Summarization Agent That Preserves Uncertainty
Healthcare · Production workflows
September 15, 2025
A Corporate Travel Agent That Reprices Before Spending
Operations · Production workflows
September 10, 2025
An Executive Calendar Agent That Negotiates Before It Commits
Enterprise · Production workflows
September 4, 2025
A Warehouse Picking Agent That Knows a Scan Is Not a Shipment
Operations · Production workflows
August 30, 2025
A Construction Project Agent That Separates Progress from Permission
Operations · Production workflows
August 24, 2025
A Retail Replenishment Agent That Orders Against Inventory Position
Operations · Production workflows
August 19, 2025
A Fleet Management Agent That Preserves Feasibility During Disruption
Operations · Production workflows
August 13, 2025
A Call Center Quality Agent That Can Say the Evidence Is Incomplete
Enterprise · Production workflows
August 8, 2025
A Personalized Shopping Assistant That Respects Hard Constraints
Operations · Production workflows
August 2, 2025
A Home Loan Application Agent That Organizes Evidence, Not Credit Decisions
Finance · Production workflows
July 28, 2025
An Enterprise Knowledge Agent That Federates Evidence Without Writing
Enterprise · Production workflows
July 22, 2025
A Hotel Operations Agent That Never Confuses Clean With Available
Operations · Production workflows
July 17, 2025
A University Student Support Agent That Knows Which Rules Apply
Research and Education · Production workflows
July 11, 2025
A Data Quality Agent That Separates Late Data From Broken Data
Engineering · Production workflows
July 6, 2025
A GitHub Code Review Agent That Reviews the Right Commit
Engineering · Production workflows
June 30, 2025
A Production Incident Response Agent That Helps Without Freelancing
Engineering · Production workflows
June 25, 2025
A Cloud Cost Optimization Agent That Cannot Sell Your Recovery Capacity
Engineering · Production workflows
June 19, 2025
An Expense Approval Agent That Separates Policy, Evidence, and Payment
Finance · Production workflows
June 14, 2025
A Legal Contract Review Agent That Can Show Exactly What Changed
Enterprise · Production workflows
June 8, 2025
A Recruitment Screening Agent That Organizes Evidence Instead of Ranking People
Enterprise · Production workflows
June 3, 2025
A Sales CRM Agent That Updates Facts Without Inventing Pipeline
Enterprise · Production workflows
May 28, 2025
A Manufacturing Maintenance Agent That Never Confuses an Alert With a Permit
Operations · Production workflows
May 23, 2025
A Car Dealership Service Agent That Books Capacity, Not Empty Promises
Operations · Production workflows
May 17, 2025
An Insurance Claims Agent That Preserves the Evidence Behind Every Decision
Finance · Production workflows
May 12, 2025
A Property Management Agent That Tracks the Repair, Not Just the Ticket
Operations · Production workflows
May 6, 2025
An Employee Access Request Agent That Grants a Lease, Not Forever Access
Enterprise · Production workflows
May 1, 2025
An IT Helpdesk Agent That Diagnoses Before Resetting
Enterprise · Production workflows
April 25, 2025
A Credit Limit Increase Agent That Prepares Decisions Without Making Them
Finance · Production workflows
April 20, 2025
An Invoice Processing Agent That Matches Receipts Before Posting
Finance · Production workflows
April 14, 2025
A Transaction Investigation Agent That Builds Evidence, Not Accusations
Finance · Production workflows
April 9, 2025
A Delivery Exception Agent That Separates Late Data From Lost Parcels
Operations · Production workflows
April 3, 2025
An E-commerce Refund Agent That Cannot Refund the Same Return Twice
Operations · Production workflows
March 29, 2025
A Flight Disruption Agent That Does Not Lose the Original Ticket
Operations · Production workflows
March 23, 2025
A Hospital Appointment Agent That Reserves the Whole Visit
Healthcare · Production workflows
March 18, 2025
A Bank Support Agent That Explains Holds Without Inventing Balances
Finance · Production workflows
March 12, 2025

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Deepak Kumar Tiwari · Technology & AI Leader

Built by yours truly. Based in Udaipur, Rajasthan, India.

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