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auxfirst agency

Agentic User Experience (AUX)

Patterns, heuristics, and trust systems for AI products.

We don't design interfaces. We design relationships between users and agents.


AUX is a named discipline. This is its public layer — the codified, inspectable, forkable version of what most teams only talk about.

If you ship AI products, you are no longer designing screens. You are designing an ongoing relationship between a user and an agent that has memory, initiative, and judgment. Classical UX was built for tools. AUX is built for relationships.

Start here

Entry point What it is Use when
aux-frameworks Methodology as code. Audits, taxonomies, scorecards as YAML. You want the standard.
aux-audit npx aux-audit — a CLI (v0.1 contract · binary in development) that scores an agent product against the 10 heuristics. You want a grade, not an opinion.
trust-gap-classifier A taxonomy + detector for how agent trust breaks. You want shared language for failures.
agent-memory-policy Generate memory governance policy + system-prompt snippets from a config. Product, compliance, and devs need to agree.
agent-ux-teardowns Structured teardowns of shipped AI products. You want receipts, not vibes.

What you'll find here

  • Definition repos — the "Wikipedia pages" for the category: patterns, heuristics, trust stages.
  • Executable repos — CLIs and scanners that turn the ideas into diagnostics.
  • Reference implementations — one pattern, runnable, clean, minimal.

What you won't find here

  • Random experiments, SaaS clones, tutorials, or think-pieces dressed as code.
  • Opinions without benchmarks.
  • Frameworks without schemas.

The principle

One technical blog post with runnable code + benchmark numbers will out-earn ten soft think-pieces.

This is the proof layer for the category — every claim ships with a schema, a CLI, or a reproducible scenario.


For developers

Every tool ships as a CLI. Every framework ships as YAML/JSON. Every claim ships with a reproducible scenario.

# aux-audit v0.1 contract — CLI in active development
npx aux-audit run ./agent-spec.json
# → score: 72  grade: B  issues: [trust_gap, memory_amnesia]

The spec format (agent-spec.schema.yaml) and rule set (aux-heuristics.yaml) are published today. The binary follows — see aux-audit.

For product & design

Use the 10 AUX Heuristics and the Trust Architecture to diagnose, plan, and review. Both are editable YAML — fork, extend, submit a PR.

For analysts & researchers

Teardowns are structured (analysis.md + score.json) so they can be compared, aggregated, and cited. Start with agent-ux-teardowns.


Architecture at a glance

See the visual overview: visuals/storyboard.html.

  Internal (AUX Studio)                Public (GitHub)
  ─────────────────────────────        ─────────────────────
  Framework engine            ───▶     aux-frameworks (schemas)
  Audit engine                ───▶     aux-audit (CLI)
  Trust taxonomy              ───▶     trust-gap-classifier
  Memory policy generator     ───▶     agent-memory-policy
  Teardown templates          ───▶     agent-ux-teardowns

The internal system is the private execution layer. GitHub is the public standard layer. Both point at the same taxonomy.


Contributing

Every repo has a CONTRIBUTING.md. The short version: patterns need diagrams, heuristics need examples, benchmarks need a runnable script. No exceptions.

License

Definition repos: CC BY 4.0. Executable repos: MIT. Teardowns: CC BY-NC 4.0 (attribution, non-commercial).


auxfirst — agentic UX as a named discipline.

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    AUX (Agentic User Experience) Patterns, heuristics, and trust systems for AI products. We don't design interfaces. We design relationships between users and agents.

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