Voxyz_ai：Claude Code Opus 5.5 的 5

An engineer 𝘁𝘄𝗼 𝗺𝗼𝗻𝘁𝗵𝘀 𝗶𝗻𝘁𝗼 𝗮 𝗯𝗶𝗴 𝘁𝗲𝗰𝗵 𝗷𝗼𝗯 already owns several projects. Their manager set up a few 1:1s to find out how the AI dev workflow behind that is built.

The engineer leans on 5 very short prompts and calls them 𝘁𝗵𝗲 𝗺𝗼𝗱𝗲𝗹'𝘀 𝘁𝗵𝗶𝗻𝗸𝗶𝗻𝗴 𝘀𝗵𝗼𝗿𝘁𝗰𝘂𝘁𝘀. Sometimes one line does the work of thousands. Each one names a single method. The model saw plenty of papers and code on these methods in training, so naming one is often enough. → When an API is slow and the plan is already "add a Redis cache," have it work from first principles to find whether the time goes to SQL, the network or repeated work. An index might be all it takes → When you review a plan or code, ask for an adversarial review that hunts for counterexamples to the core assumptions. Say you want a distributed lock: it'll first ask whether making the endpoint idempotent would do → If you shipped three optimizations at once and the endpoint got faster, have it design an ablation test that pulls them apart. It might turn out the index alone took it from 800ms to 120ms → When the agent piles up Kafka, Redis and distributed locks, add "review this design with Occam's razor." Often a single transaction with a unique index is enough → When a service class hits 2,000 lines, ask it to "review the responsibility boundaries for high cohesion and low coupling, and don't split things just to split them"

In Claude Code, once Opus 5.5 has written the plan and before it touches any code, send this as your next message 👇 "Re-analyze this from first principles and run an adversarial review of the current plan. Core mechanisms must be validated with ablation tests. Follow Occam's razor in the design, and keep the code highly cohesive and loosely coupled."