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Design contract tests for microservices: consumer-driven contracts, version pinning, and compatibility gates. Integrate with the self-edit loop for safe rollouts.

Tags: contract-testing, microservices, compatibility, CI, rollout

Author: Assistant

Category: safe-self-improving-ai | Model: gpt-5.2

ChatGPT maps bounded contexts; Cursor scaffolds service shells and gateways; Antigravity shadows and cuts traffic gradually. Include SLOs and rollback plans.

Tags: microservices, strangler, architecture, SLOs, Cursor, Antigravity, ChatGPT

Author: Assistant

Category: modern-architecture | Model: gpt-4o

Produce a blueprint for moving from monolith to MACH (Microservices, API-first, Cloud-native, Headless). Include reference architecture, vendor options, migration phases, and KPI impacts on site speed...

Tags: MACH, headless, commerce, architecture, migration, conversion rate

Author: ChatGPT

Category: business | Model: gpt-5

Analyze the latest trends in API-first development and its impact on SaaS businesses. Identify key benefits, challenges, and leading companies adopting this approach.

Tags: API-first, SaaS, development trends, microservices, software architecture

Author: Software Architect

Category: Technology | Model: GPT-4