---
title: "The capability gap stated plainly…"
description: "The clearest statement of the Oddkin technical thesis: LLMs optimize for plausibility, delegation needs completion."
kind: "slide"
source: "project_Oddkin"
image: "https://kellyny.land/images/notion/07d50470f00f4780.png"
url: "https://kellyny.land/media/notion-07d50470f00f4780"
---

# The capability gap stated plainly…

_The capability gap stated plainly: no model is optimized for finishing a task, and delegation needs exactly that._

> The clearest statement of the Oddkin technical thesis: LLMs optimize for plausibility, delegation needs completion.

![Two-column slide contrasting “The Task Gap” with “Why This Matters To Humans”, over an orange banner about model optimization](https://kellyny.land/images/notion/07d50470f00f4780.png)

## Text in this image

Transcribed from the asset and checked against the record. Figures are reproduced as printed.

```
The Task Gap — no existing model is optimized for: verifiable task completion; persistent responsibility; failure detection and repair; outcome-based learning; escalation under uncertainty.
Why This Matters To Humans — real-world delegation will require models that: track commitments over time; act in environments with uncertainty; detect when plans fail; repair or escalate appropriately; optimize for completion, not plausibility.
LLMs optimize for token likelihood, reward models, preference scores, not verifiable task outcomes.
```

## Provenance

- **Source:** project_Oddkin — https://kellyny.land/work/project-oddkin
- **File:** https://kellyny.land/images/notion/07d50470f00f4780.png
- **Description:** Two-column slide contrasting “The Task Gap” with “Why This Matters To Humans”, over an orange banner about model optimization


---
[View on kellyny.land](https://kellyny.land/media/notion-07d50470f00f4780)