Flagship · Architecture
How to Build a Safe AI Agent Around Business Data
A practical architecture for AI agents that can read business data, draft actions, and stay inside controlled permission boundaries.
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Practical architecture decisions, tradeoffs, and operating lessons from software that has to survive business change.
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Three evidence-backed starting points across platform architecture, a production case study, and engineering leadership.
Flagship · Case studies
Candid Moments: Durable Media Processing and Moderation
How Candid Moments uses direct S3 uploads, durable PgBoss jobs, Rekognition, persisted state, and host controls to process event media safely.
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Flagship · Engineering leadership
Performance, Feedback, and Accountability for Engineering Leaders
Why engineering leaders need direct feedback, honest performance management, and clear accountability instead of management avoidance.
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Idempotency in NetSuite Integrations: Retries Without Duplicate Records
A production-oriented NetSuite idempotency design using deterministic keys, persistent operation state, unique constraints, safe retries, replay, and reconciliation.
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How to Prevent Duplicate NetSuite Orders in Ecommerce Integrations
How stable idempotency keys, external IDs, database constraints, operation state, ambiguous-failure handling, and reconciliation prevent duplicate NetSuite orders.
Shopify ERP Integration Architecture: What Changes When Ecommerce Becomes Business-Critical
A practical architecture for business-critical Shopify and ERP integrations across ownership, orders, customers, inventory, payments, fulfillment, returns, retries, and operations.
Shopify + NetSuite Inventory Sync: Choosing the Source of Truth
How to choose inventory ownership across Shopify, NetSuite, locations, reservations, fulfillment, returns, adjustments, event-driven updates, and reconciliation.
Shopify to NetSuite Order Sync: Architecture That Survives Production
How to design a reliable Shopify-to-NetSuite order pipeline with durable ingestion, idempotency, failure classification, reconciliation, observability, and manual recovery.