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What we learn while building, integrating and operating real products.
AI Agent Data Consistency: Why Stale Database Reads Silently Break Autonomous Workflows
Discover why AI agent data consistency fails in production when replication lag poisons agent decisions. Learn to match database models to autonomous workflows.
Why Your RAG Pipeline Cuts Sentences in Half, And How Semantic Chunking Fixes It
Learn how semantic chunking beats fixed-size splitting for RAG retrieval accuracy, token cost control, and response quality, with working Python code and benchmarks.
Ship Less JavaScript: A Practical Guide to Auditing npm Dependencies Against Browser Baseline
Ship less JavaScript by auditing npm dependencies against browser Baseline. Learn to replace libraries with native APIs, cut bundle size by 200KB+, and speed up your web app.
BodySeasons Is Here: Why We Build and Operate This Passion Project Ourselves
BodySeasons is now on the App Store and Google Play. Why ProjectMakers develops, funds, and takes responsibility for this cycle app itself.
440 npm Packages Hit by the Shai-Hulud Worm: A Developer Runbook for Detecting and Surviving npm Supply Chain Attacks
Discover how the Shai-Hulud worm infected 440+ npm packages through keyv. Get actionable detection steps, lockfile auditing scripts, and best practices for your next npm supply chain attack.
AI Development Costs Hit 10x: The Cost Control Framework JetBrains Built (And You Can Steal)
Learn how to implement AI development cost control before your spend spirals. JetBrains saw costs 10x in 6 months, here's the framework to prevent it.
Stop Fighting Over Kafka Topics: How Routing Keys Isolate Consumer Tests on a Shared Broker
Learn how routing keys isolate kafka consumer testing on shared brokers with a concrete Spring Boot example, fix flaky CI, and cut infrastructure costs.
The AI Maturity Model: Why Most Enterprise AI Stalls at the Orchestration Chasm
Learn how the ai maturity model enterprise framework reveals the orchestration chasm, with real costs, code, and production-tested best practices.
Enterprise AI Token Costs: SAP's Three-Tier Model That Keeps Spending in Check
Learn how to control enterprise AI token costs with SAP's three-tier model: budgets, approvals, and monitoring. Includes a Python cost estimator and real numbers.