Use Cases

7 posts

LLM-native recommendation architecture using generative language models to replace hand-crafted feature pipelines in production recommendation systems.

Use Cases • Jul 31, 2026 •13 min read

LLM-Native Recommendation Architecture After Netflix GenRec

Netflix's GenRec replaces thousands of hand-crafted ML features with an LLM-native recommendation architecture. Explore the engineering trade-offs for builders.

MCP servers for AI agents provide a standard protocol that bridges fragmented operational data silos without per-system custom connectors.

Use Cases • Jul 30, 2026 •13 min read

How MCP Servers for AI Agents Bridge Fragmented Data

MCP servers for AI agents dissolve fragmented operational data silos, shifting the bottleneck from integration to query planning and context engineering.

A behind-the-scenes look at a film set using digital equipment to highlight AI in media production workflows.

Use Cases • Jul 17, 2026 •11 min read

Where AI in Media Production Workflows Actually Pays Off

AI in media production workflows pays off in narrow post-production tasks, not creative origination. Netflix's 300 productions reveal where real ROI lives.

Implementing ChatGPT sales workflows on messy CRM records can lead to highly confident but entirely fabricated strategic outputs.

Use Cases • Jul 14, 2026 •10 min read

ChatGPT Sales Workflows Fail on Real CRM Data

OpenAI showcased ChatGPT sales workflows for pipeline briefs and forecast reviews. We audit where they break on messy CRM data and attribution gaps.

Real-time AI dental image verification assesses radiograph quality at the point of capture to reduce downstream insurance claim denials.

Use Cases • Jul 13, 2026 •13 min read

Real-Time AI Dental Image Verification Cuts Claim Denials

AI dental image verification cuts claim denials across 10,000 practices. Learn the architecture behind 1.4-second point-of-capture quality scoring.

Conceptual visual related to agent-to-agent gateway.

Use Cases • Jul 02, 2026 •12 min read

Why an Agent-to-Agent Gateway Beats Point-to-Point Links

Secure multi-agent systems by shifting from point-to-point integrations to a centralized agent-to-agent (A2A) gateway for dynamic discovery, routing, and zero-trust access control.

expert in the loop AI in a practical business context.

Use Cases • Jun 28, 2026 •11 min read

Build Expert-in-the-Loop AI for Reliable Automation

Fully automated AI pipelines stall when they hit edge cases. Learn how to structure expert-in-the-loop workflows to catch errors and maintain throughput without destroying scale.