Introducing Claude Opus 4.8: it builds on Opus 4.7 with sharper judgment, more honesty about its own progress, and the ability to work independently for longer than its predecessors.
Available today at the same price.
ai didnt kill junior dev jobs. it killed the first rung of the ladder. companies stopped hiring juniors in 2025 and now standing around wondering where the mids will come from in 2027. nobody panicking at the top yet. thats the part that worries me
a job that became a market before HR figured out what to call it. if your company keeps failing to hire an "AI senior", surprise. you wanted an FDE the whole time.
Bottom line.
If the model keeps giving you garbage, it's not a prompting problem. The task hasn't crystallized in your head yet.
Close the chat. Open a notepad. Describe the task the way you'd want to receive it yourself.
How I prompted before ChatGPT existed.
Was looking for something on Kwork for work, got pulled into a 2021 thread with a voice actor I'd hired.
I'm reading my own brief to him. And realizing I wrote the exact same prompt I now send to Claude. Except ChatGPT didn't exist yet.
No secret prefixes. No magic roles. No framework that does ยซmake it good, don't make it bad.ยป
There's a basic skill of describing a task properly. The kind you either already have, or you're rapidly developing.
Most "AI plays" in crypto are a dashboard, a chatbot, and the same broken edge underneath.
AI doesn't generate alpha. It scales whatever process you already run. If your edge is a 2021 screenshot, the model just loses your money faster.
Fix the process. Then plug in the tool.