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Contract-First Integration: Building Scalable Systems With Flyway, OpenAPI, and Kafka
After implementing contract-first integration across three different microservices architectures, I've learned that the biggest bottleneck in distributed systems isn't technical; it's coordination between teams. When Team A waits for Team B to finish their API before starting integration work, you're throwing away weeks of productivity. Contract-first development flips this model. By defining your integration contracts upfront (OpenAPI specs, Avro schemas, database migrations), you enable teams
Check out real-life AI prototypes from the Futures Lab.
University of Waterloo students develop AI prototypes like sign language tutors to reshape the future of education and work.
Boston Children’s uses AI to unlock new diagnoses
Boston Children’s Hospital uses OpenAI technology to improve patient care, reduce operational burden, and help diagnose more than 40 rare disease cases.
How Braintrust turns customer requests into code with Codex
How Braintrust engineers use Codex with GPT-5.5 to run experiments and code faster.
'The Com' Cyberattacks Support Violence & Sexploitation
Your organization's security failures have consequences for everyone else too, since this neo-Nazi-infested criminal gang uses its cyber winnings to support more violent and widespread crimes.
New Russian-Linked GREYVIBE Targets Ukraine with AI-Powered Cyberattacks
A previously undocumented threat actor dubbed GREYVIBE has been attributed to ongoing and persistent attacks targeting Ukraine and Ukraine-related entities since at least August 2025. GREYVIBE, per WithSecure, is assessed to be a Russian-speaking group operating broadly in the Russian time zone, with the activities aligning with Kremlin state interests, specifically when it comes to
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