Methodology
How the library is built
Every pattern, example, and score on this site comes from a dated, sourced observation. This page documents the scoring rubric, how a behavior becomes a pattern, and the bar a candidate behavior has to clear before it becomes a published pattern.
The Signal Score
Every captured item is scored 0–10 on four dimensions by an AI triage pass, then combined. Scores are triage machinery — they decide what reaches a human for approval and never appear on reader pages. This page is the only place they're discussed.
| Dimension | What it measures |
|---|---|
| Relevance | How directly this bears on human–agent interaction design and agentic development. |
| Novelty | Is this a new behavior, or another instance of a known one? First sightings score high. |
| Shareability | Would a designer or builder forward this to a colleague? |
| Evidence | Screenshots, shipped product, documentation — versus claims and demos. |
≥ 7 story-worthy — a candidate for coverage · ≥ 8 captured into the library even without a story
How a behavior becomes a pattern
- Sighting. Scouts (and readers) capture a dated, sourced observation. Summaries are written in our words; we never store source text beyond a short quote.
- Triage. Each sighting gets a one-sentence problem statement — "this solves the problem of ___" — and is tagged to existing patterns, or marked unclassified.
- Clustering. Unclassified sightings that describe the same problem accumulate. Three or more from at least two vendors become a named candidate on the Watching list.
- Promotion. Candidates that clear the promotion bar (below) get a full pattern page.
- Re-scoring. Published patterns are re-scored quarterly from sighting velocity: emerging → established → contested → fading. Status changes are logged in each pattern's changelog.
The Promotion Bar
A Watching candidate becomes a published pattern only when all of these are true:
The Maturity Track
How long the lifecycle actually takes, measured from each pattern's earliest dated sighting. Promotions come from the pattern changelog, so every lane change is on the record.
MONTHS SINCE FIRST SIGHTING
First sighting = earliest observed date attached to the pattern · promotions from the pattern changelog · n = 29 patterns.
View as table
| Pattern | Lane | First sighted | Months since |
|---|---|---|---|
| Permissions | EMERGING | Aug 2026 | 2 |
| Agent-to-Agent | EMERGING | Aug 2026 | 2 |
| Review | EMERGING | Aug 2026 | 2 |
| Observability | EMERGING | Aug 2026 | 2 |
| Budget Scoping | WATCHING | Aug 2026 | 2 |
| Multi-Agent Roster | WATCHING | Aug 2026 | 2 |
| Ambient Status | WATCHING | Aug 2026 | 2 |
| Confidence Signaling | WATCHING | Aug 2026 | 2 |
| Generative UI | EMERGING | Jul 2026 | 3 |
| Emergency Stop | WATCHING | Jul 2026 | 3 |
| Reach Preview | WATCHING | Jul 2026 | 3 |
| Off-Brief Alert | WATCHING | Jul 2026 | 3 |
| Approval | ESTABLISHED | Jun 2026 | 4 |
| Context | EMERGING | Jun 2026 | 4 |
| Background Execution | EMERGING | Jun 2026 | 4 |
| Eval Run Setup | WATCHING | Jun 2026 | 4 |
| Delegation | ESTABLISHED | May 2026 | 5 |
| Memory | EMERGING | May 2026 | 5 |
| Release Decision | WATCHING | May 2026 | 5 |
| Planning | ESTABLISHED | Apr 2026 | 6 |
| Progress | ESTABLISHED | Apr 2026 | 6 |
| Interruption | EMERGING | Mar 2026 | 7 |
| Human Handoff | EMERGING | Mar 2026 | 7 |
| Agent Identity | EMERGING | Feb 2026 | 8 |
| Recovery | EMERGING | Feb 2026 | 8 |
| Case Drilldown | WATCHING | Aug 2024 | 26 |
| Production Drift | WATCHING | Aug 2024 | 26 |
| Eval Set Authoring | WATCHING | Jul 2024 | 27 |
| Comparison View | WATCHING | Jul 2024 | 27 |
Naming Rules
The editorial constitution. Every line is written from the interaction outward: what a person is trying to do, what the agent does, what passes between them, and what changes as a result. A person is never a mechanism; a person understands, decides, approves, redirects, takes over, recovers. Every explanation runs in one order: the human need, then the interaction, then the behavior, then the design tension, then the implementation. Implementation words stay at the implementation layer, in "how it can be built" and in code.
Sources & Copyright
Sightings come from official documentation, changelogs, launches, demos, community discussion, and reader submissions. Every claim links its source and carries the date the behavior was observed — not the date we scraped it. Summaries and annotations are our own words. Screenshots are stored for commentary and criticism with source attribution.