You stop AI agents from building the wrong thing by giving them intent, not just instructions — the customer evidence behind the work, the outcome to preserve, and what must not regress. A prompt tells an agent what to do; intent tells it what's true. Pathmode authors that intent from real evidence and hands it to the agent, so the code it writes serves the decision you actually made.
A team asked Claude Code to "add a bulk-export button to the reports page." It shipped — clean, tested, merged. Two weeks later the support queue made it obvious: users never wanted bulk export. They wanted a scheduled email digest. The agent built exactly what it was told. Nobody had told it why.
Why correct code is still the wrong feature
An agent optimizes for the instruction in front of it. But the instruction is a compressed version of somebody's judgment — and the judgment didn't travel with it. The faster and more autonomous the agent, the faster it manufactures something technically correct and strategically wrong. More autonomy without intent isn't a speed-up; it's a way to be wrong at scale.
An agent with no intent doesn't build slower — it builds the wrong thing faster.
Give the agent intent, not just instructions
- Every task carries the evidence behind it — the tickets, quotes, and observations that motivated the work, not a one-line ask from memory.
- The agent gets the outcome to preserve and the edge cases that matter, not just the file to edit.
- "What must not regress" is explicit, so a change that's locally correct but breaks the real goal gets caught before it ships.
- The decision is auditable before any code is written — anyone can ask "why does this exist?" and see the evidence, not a Slack thread that scrolled away.
By stage
- Solo founder — turn raw notes and tickets into a first IntentSpec instead of free-typing prompts.
- Seed — connect the evidence to the roadmap choice, so the agent builds toward the outcome, not the wording.
- Series A — govern AI coding work across teams: every agent task traceable to intent.
- Product ops — audit why a decision was made, after the fact, without archaeology.
Frequently asked questions
- Isn't a detailed prompt enough?
- A detailed prompt is still a compression of judgment into instructions. It tells the agent what to do, not which outcome to protect when the two conflict — which is exactly when agents go wrong. Intent makes the outcome and the non-negotiables explicit.
- Where does the intent come from?
- From evidence you already have — support tickets, user interviews, observed friction, metrics. Pathmode assembles that into an IntentSpec the agent can read, so the "why" is carried into the build instead of living in someone's head.
- Does this slow the agent down?
- No. It changes what "done" means. The agent still writes the code; it just writes code aimed at the outcome you decided on, so you don't spend the next two weeks unwinding a correct-but-wrong feature.
- How is this different from a PRD?
- A PRD is written from memory and read once, then drifts out of date. Intent is backed by evidence and handed to the agent at build time — it's executable, not a document that rots in a folder.