---
id: "action-translate-okrs"
type: "action-item"
source_timestamps: ["00:16:28", "00:17:45"]
tags: ["management", "alignment"]
related: ["concept-machine-readable-okrs", "concept-intent-engineering", "claim-human-osmosis-ending", "framework-intent-gap-layers"]
speakers: ["Nate B. Jones"]
action: "Convert human-readable OKRs into explicit, machine-readable parameters and tradeoff hierarchies."
outcome: "Agents that make autonomous decisions aligned with true business priorities rather than superficial metrics."
sources: ["s24-prompt-engineering-dead"]
sourceVaultSlug: "s24-prompt-engineering-dead"
originDay: 24
---
# Translate OKRs into Machine-Readable Parameters

## Recommended Action

Do not assume AI agents will understand human-centric OKRs. Take existing organizational goals and **explicitly translate** them into structured, machine-actionable parameters. Define exact tradeoff hierarchies (e.g., *speed vs. customer satisfaction*) so agents know how to resolve conflicts autonomously.

This is the operational entry point for [[concept-intent-engineering]] proper — Layer 3 of the [[framework-intent-gap-layers]].

## Concrete Steps

1. **Pick one OKR** that an AI agent is or will be acting on.
2. **Identify the implicit tradeoffs** that humans currently resolve via judgment (cost vs. quality, speed vs. nuance, short-term vs. long-term).
3. **Encode each tradeoff** as a structured parameter — weights, conditional rules, escalation thresholds.
4. **Define escalation criteria** — when does the agent stop acting autonomously and hand off to a human?
5. **Test against historical edge cases** — does the encoded logic produce the same decision the best human would?
6. **Iterate** — treat the encoded intent as a living artifact reviewed quarterly alongside the OKRs themselves.

## Outcome

Agents that make autonomous decisions aligned with **true business priorities**, not superficial metrics. The Klarna failure mode ([[claim-klarna-intent-failure]]) becomes structurally impossible because *quality* is not implicit — it is encoded.

## Connected Concepts

- Artifact produced: [[concept-machine-readable-okrs]]
- Underlying necessity: [[claim-human-osmosis-ending]]
- Org owner: [[action-hire-workflow-architect]]