AI Agent Memory Lessons From LinkedIn's Hiring Assistant
AI agent memory lessons from LinkedIn's hiring assistant. This four-layer teardown covers token payback math, decay rules, and privacy classes to copy.
Category
Use Cases
Real-world examples of AI in action across industries and workflows, focused on what teams actually built and the results they got.
11 posts
How WhatsApp Scam Alert Detects Scams It Cannot Read
WhatsApp Scam Alert flags scams without Meta reading your messages. See how on-device AI works under end-to-end encryption and how to copy the pattern.
AI-Assisted Product Launch Teardown of Stampli's 68% Claim
A builder's teardown of Stampli's 68% launch hour cut with Codex and ChatGPT, and the AI-assisted product launch workflow your team can copy.
Stacked Pull Requests Relocate AI Mega-PR Review Cost
Stacked pull requests relocate AI mega-PR cost into rebase cascades and multiplied CI runs. They win above a measurable threshold and lose below it.
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.
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.
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.
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 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.
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.
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.