Aaron J. Mednick
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The Living BriefAI guide to Aaron’s work

Answers use reviewed public summaries with links to the source pages. This guide is not Aaron speaking.

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Back to the work

Tools & working methods

Tools with a reason to exist.

I turn recurring problems into reusable tools and working methods. This catalog explains what each one is for, what I designed, and where it stands. Related components stay grouped with their parent projects.

Making AI work useful

Reusable guidance for choosing tools, maintaining direction, and producing work that fits its purpose.

reference library

Toolset Reference Library (TRL)

Problem
Choosing among many capabilities is difficult when access and evidence are unclear.
What I designed
Designed a library connecting tasks with suitable tools, evidence, and alternatives, and a reusable skill for consulting it.
Status
Library and skill in use in this career workflow.

skill

Goal Manager

Problem
Long projects can lose their objective or be called complete too early.
What I designed
Designed guidance that keeps AI tasks tied to the requested outcome and observable completion evidence.
Status
Skill in use; builds on the host application’s existing Goal feature.

writing skill

Aaron Voice

Problem
Generic AI prose often misses a person’s reasoning, tone, and audience.
What I designed
Directed a study of selected writing and developed reusable drafting and review guidance for my professional and analytical voice.
Status
Used in career writing; guidance supports revision, not perfect imitation.

development project

Ultimate Auto Mode (UAM)

Problem
Different tasks need different levels of AI resources and review.
What I designed
Specified a method for matching AI resources to task demands and directed its development.
Status
Source and test cases exist. The local skill is disabled; routine autonomous operation is not established.

Evidence, experiments & review

Methods developed around Aaron’s Autonomous Alpha (AAA) for deciding what a result supports and what should happen next.

skill

AAA Checkpoint

Related project
Problem
A long development history can make activity look like progress.
What I designed
Authored checkpoints for assessing what changed, what the evidence supports, and what work remains.
Status
Authored operating instructions.

workflow skill

Evidence-First Release Workflow

Related project
Problem
Reviews and test results can become detached from the deliverable.
What I designed
Authored a reusable method for planning work, coordinating review, and checking completion against the actual deliverable.
Status
Instruction and supporting reference artifacts.
Problem
Endless preparation can prevent an experiment from answering its question.
What I designed
Created a bounded-experiment discipline that separates essential prerequisites from refinements that can wait for evidence.
Status
Authored method; not a separately deployed software product.

experiment skill

Strategy Shadow Experiment

Related method: Anti-Zeno’s Paradox (AZP)

Related project
Problem
A strategy idea needs a testable question and interpretable results.
What I designed
Designed instructions for bounded strategy experiments with clear assumptions and evaluation criteria.
Status
Authored experiment method; completed experiments and investment edge are not implied.

diagnostic skill

Supermemory Status

Problem
One connection can work while another access route is unavailable.
What I designed
Created a small diagnostic skill that distinguishes forms of connection status.
Status
Authored guidance; the underlying service and supplied helper are reused components.

AAA Paper Research

A reusable plugin family for market research and evidence review in simulated-trading work.

plugin family

AAA Paper Research

Related project
Problem
Recurring research and simulation reviews need consistent standards.
What I designed
Created a reusable research package combining project-specific research and review guidance.
Status
Package and component skills implemented.

component skill

Hyperliquid Read-Only Research

Part of AAA Paper Research

Problem
Market observations need context before they support a conclusion.
What I designed
Authored research guidance that preserves sources and communicates incomplete or conflicting evidence.
Status
Custom skill included in the research package.

component skill

PAPER Evidence Audit

Part of AAA Paper Research

Problem
A reported simulation result needs supporting records and consistent arithmetic.
What I designed
Authored reusable guidance for reviewing simulation evidence and the conclusions drawn from it.
Status
Custom skill included in the research package.

reused component

Host Workspace Operator

Included in AAA Paper Research

Problem
A plugin must use capabilities actually supplied by its host.
How it fits
Included an existing host-workspace skill in the research package.
Status
Reused generic component; not an original invention.

Inside the Toolset Reference Library

Three complementary parts of one library, with the TRL skill as its entry point.

library component

Capability Registry

Part of Toolset Reference Library (TRL)

Problem
Tool names alone do not explain availability or supporting evidence.
What I designed
Organized capability records and evidence in maintained tables with a readable workbook.
Status
Maintained reference artifacts.

library component

Task Router

Part of Toolset Reference Library (TRL)

Problem
A capability list is difficult to apply to an actual task.
What I designed
Connected common task types with suitable capabilities and alternatives.
Status
Routing guidance used in this work; not an automatic execution service.

library component

Capability Routing Guide

Part of Toolset Reference Library (TRL)

Problem
A library needs clear instructions for using it during ongoing work.
What I designed
Developed operating guidance for consulting evidence, choosing capabilities, and preserving decisions.
Status
Written operating guide.

Tools in practice

Larger systems and workflows that put the same attention to purpose, usefulness, and limits into practice.

Problem
Coordinate ongoing research, strategy development, and improvement with less routine manual work.
What I designed
Defined the system and directed AI-assisted development and review.
Status
Active development. Full autonomy and investment edge are not established.

workplace assistant

PF AI

Related project
Problem
Make club training and operational materials easier to consult.
What I designed
Built a source-based assistant, choosing NotebookLM for answers grounded in selected materials with checkable citations.
Status
Personally used at Planet Fitness; no organizational rollout claimed.
Problem
Make workout and nutrition guidance usable for different people.
What I designed
Developed and revised an AI coaching workflow, structured activity records, and individualized plans.
Status
Approximately two years of personal use; shared free with younger and older beginners.
Problem
Maintain file redundancy across storage services.
What I designed
Designed automatic synchronization across Google Drive, OneDrive, and iCloud with AI assistance.
Status
Currently running and personally used; verified recovery is not claimed.
Problem
Keep evidence, writing, design, and public materials consistent.
What I designed
Directed distinct AI research, drafting, and review roles and developed reusable writing guidance.
Status
Document-production milestones completed; hiring outcomes are not implied.

interactive dashboard

Quantum Horizon

Related project
Problem
Make investment information easier to explore and understand.
What I designed
Created the original QDA dashboard and directed a separate demonstration with comparison charts, risk measures, and education.
Status
Current demo uses synthetic strategy performance; the full historical original remains inaccessible.
Problem
Help visitors find relevant evidence about my work.
What I designed
Designed a constrained AI guide that selects reviewed public passages and returns their source links.
Status
Published guide; reviewed text is fixed, while model selection can still be imperfect.

mobile task interface

The Overseer

Related project
Problem
Request and follow AI-assisted work from a mobile conversation.
What I designed
Defined the interaction and directed development of a private message-to-task-to-reply workflow.
Status
Earlier private request-and-reply flow demonstrated; further development is incomplete.

A reusable tool is useful when its purpose, limits, and state are clear.

Explore the project work