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LAMF-Optimizations

Optional, independently switchable agent optimization pack for Ledgered Agent Memory Fabric.

AI-LUCI/LAMF-Optimizationscommunitylistedunreviewed
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Set up

Runs on your computer. Pick your agent and operating system.

This project does not publish an install method we can turn into a config. Follow the README instead.

README

synced Oct 27, 2026

LAMF Optimizations

An optional, independently switchable behavior pack for Ledgered Agent Memory Fabric.

LAMF Optimizations adds compact, provider-neutral instructions intended to improve agent accuracy and reduce avoidable work. It does not read, write, index, migrate, or own durable memory. Core LAMF remains fully functional when this pack is absent or disabled.

Included modules

  • minimal-solution — choose the smallest safe solution
  • selective-workflows — load only workflows directly relevant to the task
  • stale-context-guards — verify mutable state is current before changing it
  • surgical-changes — make narrow changes and preserve unrelated work
  • verified-execution — define and check observable success criteria

Every module has its own switch, manifest, compact instruction, skill, harness metadata, and provenance reference. All are enabled by default after the pack is installed; the whole layer can be disabled immediately.

Install

Download or clone both repositories. Then run this pack's installer and point it at the LAMF source checkout—not at the private LAMF data directory.

Windows

powershell -ExecutionPolicy Bypass -File .\Install-LAMF-Optimizations.ps1 -LamfRoot "E:\LAMF"

macOS or Linux

bash ./install-lamf-optimizations.sh /path/to/LAMF

Restart connected agents after installing or updating the pack. Existing LAMF data is untouched.

Control

From the LAMF runtime environment:

lamf optimizations status
lamf optimizations on
lamf optimizations off
lamf optimizations enable MODULE_ID
lamf optimizations disable MODULE_ID
lamf optimizations doctor

LAMF_OPTIMIZATIONS=off is the global emergency override. See optimizations/OPTIMIZATIONS.md for the full contract and controls.

Safety and provenance

The pack contains no memory database, credentials, tokens, user configuration, or compiled executable. External influences and their license-review status are recorded in Credit.md; module provenance files reference stable Credit IDs. No upstream source or prose is vendored.

Released under the MIT License.

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