Judge.me

Research

Trust Gap

Research library

Contributors

About

Judge.me ↗

Judge.me

Research

Research home / AI & Engineering

Research home / AI & Engineering

02 / RESEARCH AREA

02 / RESEARCH AREA

Engineering practice
for AI systems.

Research notes on structuring agent skills, preserving project knowledge and organising work across AI-assisted teams.

Research notes on structuring agent skills, preserving project knowledge and organising work across AI-assisted teams.

THE GUIDING QUESTION

THE GUIDING QUESTION

How can AI help businesses scale and work more efficiently?

How can AI help businesses scale and work more efficiently?

For founders & engineering teams

For founders & engineering teams

A SUGGESTED ROUTE THROUGH THE RESEARCH

Start with the question
you are working on.

For founders and engineering teams, the starting point is the operating problem: what should be reusable, which state must survive a session, and how should responsibilities be divided?

For founders and engineering teams, the starting point is the operating problem: what should be reusable, which state must survive a session, and how should responsibilities be divided?

01

01

Design the reusable capability

Begin with the skill as a software artefact: its interface, boundaries and behavioural evaluation.

Begin with the skill as a software artefact: its interface, boundaries and behavioural evaluation.

Authoring Agent Skills: A Software-Engineering Approach →

Authoring Agent Skills: A Software-Engineering Approach →

02

02

Organise the longer project

Then examine durable state, file ownership and coordination across independent sessions.

Then examine durable state, file ownership and coordination across independent sessions.

Engineering Claude Code for Long-Lived, Multi-Session Projects →

Engineering Claude Code for Long-Lived, Multi-Session Projects →

SOURCE DOCUMENTS

Research in this area

Browse this collection →

Browse this collection →

02 / AI & Engineering

Preprint

Authoring Agent Skills: A Software-Engineering Approach

Argues that an agent skill is a software artefact and should be built with single responsibility, low coupling, and evaluation-driven authoring.

G. Destefanis · UCL

G. Destefanis · UCL

Read the research →

Read the research →

9 pp. ↓

02 / AI & Engineering

Whitepaper

Engineering Claude Code for Long-Lived, Multi-Session Projects

Keeping a project workable across resets and usage limits by treating state as files on disk, with disjoint roles for a Producer and a Composer.

G. Destefanis · UCL

G. Destefanis · UCL

Read the research →

Read the research →

10 pp. ↓

ANOTHER PERSPECTIVE

Researching the market you build for?

Researching the market you build for?

Explore the Shopify ecosystem →

Explore the Shopify ecosystem →