---
slug: "ExploreExploit"
name: "ExploreExploit"
type: "Strategy"
layer: "Mind"
ref: "ExploreExploit#218c"
sema_id: "sema:ExploreExploit#mh:SHA-256:218caa1bcd426b768ebb675c78bc12e55581367814b2b2397383bb3e3e4dcdbc"
tags: ["Mind","Strategy"]
updated: 2026-11-11
mindscape: "bootstrap"
index_url: https://mindscape.world/scapes/bootstrap.json
url: https://mindscape.world/bootstrap/ExploreExploit/
related: ["Budget","Valueprobe","Valueprobe#7aa2"]
---

# ExploreExploit

Balancing information gathering vs value extraction

Layer: Mind · Category: Strategy

## Mechanism

Adaptive Allocation: Early in process, favor exploration (try new options, gather info). As deadline approaches, shift to exploitation (use best known option). Uncertainty reduction value decreases over time. Upper Confidence Bound: pick option with highest (estimate + uncertainty bonus). It monitors the remaining [Budget](https://mindscape.world/scapes/bootstrap/Budget.md) to dynamically adjust the epsilon parameter from exploration to exploitation.

## Invariants

- Threshold immutable during execution.

## Failure modes

- Environment drift: The environment changes during the Exploit phase, making the best option obsolete.

## Parameters

- `decay_rate` (Float, [0.9, 0.999]): Epsilon decay per iteration
- `epsilon` (Float, [0.0, 1.0]): Exploration probability

## Builds on

- [Budget](https://mindscape.world/scapes/bootstrap/Budget.md) (Infrastructure; References)

## Used by

- [Valueprobe](https://mindscape.world/scapes/bootstrap/Valueprobe.md) (Mind; References)

## Identity

- Sema ID: `sema:ExploreExploit#mh:SHA-256:218caa1bcd426b768ebb675c78bc12e55581367814b2b2397383bb3e3e4dcdbc`
- Ref: `ExploreExploit#218c`
- Supersedes:
  - `sema:ExploreExploit#mh:SHA-256:88b0c9b3824b0ab8a8fa33dbb75136563eae43481eb087e85f5db2e6db17f3de`
  - `sema:ExploreExploit#mh:SHA-256:f92078e087337eb0456b24b966dfdf1fac46fd27a3d4457ae511d99d49e6f197`
  - `sema:ExploreExploit#mh:SHA-256:d570a978bbe2ee888dac19898a228e4d7600422e7d85cea61da4e03e241880df`

## Links

- [Pattern page](https://mindscape.world/bootstrap/ExploreExploit/)
- [View in the interactive graph](https://mindscape.world/bootstrap/#ExploreExploit)
- [JSON](https://mindscape.world/scapes/bootstrap/ExploreExploit.json)
- [Index of all patterns](https://mindscape.world/scapes/bootstrap.json)