Ideas Weave Every Narrative with AI.
Linkly isn’t just another DSL for chaining prompts — it’s a programming language that treats LLMs as the hardware architecture itself, compiling through MLIR like serious systems languages. The implications are staggering: the next low-level language may not target CPUs but neural networks. If you build with AI, this could redefine your entire stack.
A fake deodorant brand fooled ChatGPT into recommending it. The AI didn’t fail because it’s stupid—it failed because it inherits human trust in brand signals. This experiment proves the same open web that makes AI useful also makes it manipulable, and the fix isn’t better AI—it’s verified data.
A spin audit of IBM’s flagship quantum chemistry paper reveals their quantum computer converges to the wrong electronic state—a triplet instead of a singlet—with errors up to 1,438 millihartree. The AI that caught the error retracted its own pro-quantum finding when it realized it was a spin artifact. The burden of proof just shifted.