@Ziggy_Diver1 If an insurer declares a policy invalid or non-payable because maximum cover limits were exceeded from inception, the contract is treated as void from the start
An insurer cannot keep premiums for a policy where they provided zero risk cover. You are entitled to a full refund
instead of watching 2 hours of Netflix tonight, watch this 40-minute masterclass from the founder of a $20B China AI company
it's the clearest explanation I've seen of how Agent Swarms and AI systems actually work at scale
useful whether you've never built an agent in your life or have been using Claude every day for the past year
I took the key ideas and turned them into a practical guide on how to actually build with Kimi
find it below
New art project.
Train and inference GPT in 243 lines of pure, dependency-free Python. This is the *full* algorithmic content of what is needed. Everything else is just for efficiency. I cannot simplify this any further.
https://t.co/HmiRrQugnP
I've never felt this much behind as a programmer. The profession is being dramatically refactored as the bits contributed by the programmer are increasingly sparse and between. I have a sense that I could be 10X more powerful if I just properly string together what has become available over the last ~year and a failure to claim the boost feels decidedly like skill issue. There's a new programmable layer of abstraction to master (in addition to the usual layers below) involving agents, subagents, their prompts, contexts, memory, modes, permissions, tools, plugins, skills, hooks, MCP, LSP, slash commands, workflows, IDE integrations, and a need to build an all-encompassing mental model for strengths and pitfalls of fundamentally stochastic, fallible, unintelligible and changing entities suddenly intermingled with what used to be good old fashioned engineering. Clearly some powerful alien tool was handed around except it comes with no manual and everyone has to figure out how to hold it and operate it, while the resulting magnitude 9 earthquake is rocking the profession. Roll up your sleeves to not fall behind.
karpathy called it
start learning agents, sub-agents, skills, mcp, plugins. rules, permissions
if I can add to it, get some understanding of how the code flows, IDEs are already good with this. useful when youโre stuck. you donโt need to fix it yourself but youโll have an idea how to prompt differently when you have better context of the issue
also learn how your app integrates with systems like databases, authentication, email, notifications, etc. integrations are mostly APIs which are just http requests from your app