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Roam Measurement Design

ASecurity

Design or interpret a comparison of Roam performance, detector accuracy, retrieval or workflow value. Use to choose a fair measurement and bound its resulting claim, not for ordinary regression tests, product copy, release approval or a new benchmark platform.

19 stars
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Added 10/3/2026
researchgogitperformancedocumentation

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A100/100

Pro scans all 2 files and shows the line behind each finding

Scanned 10/3/2026

$npx -y skills add gabrielmoreira/agent-skills-mirror --skill roam-measurement-design --agent claude-code

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SKILL.md
---
name: roam-measurement-design
description: "Design or interpret a comparison of Roam performance, detector accuracy, retrieval or workflow value. Use to choose a fair measurement and bound its resulting claim, not for ordinary regression tests, product copy, release approval or a new benchmark platform."
---

# Roam measurement design

Turn a proposed improvement into a comparison that can change a decision.
An exploratory result can justify the next check without establishing general
benefit. A good design can be retained; more trials, labels or machinery are
not automatically better evidence.

## Choose the question before the machinery

Use the maintained method, not a copied checklist. Read the sections applicable
to the selected claim:

- Comparisons: **Comparing analytical approaches** in
  `docs/concepts/verification-evidence.md` owns controls and acceptance rules.
- Harness/model runs: that guide's **Benchmark accounting** owns run populations.
- Detector/graph accuracy: `docs/concepts/detector-evidence.md` and **Limits an
  agent must respect** in `docs/understanding-roam.md` own applicability and the
  requirements for independent/generalized claims, beyond local exploration.
- Performance/workflow value: **Evidence and acceptance** in
  `internal/WORK-GUIDE.md`; use the bets/accounting in `internal/ROAM-NORTH-STAR.md`
  when choosing a value experiment. Public numbers also need the orientation's
  **Numbers** requirements.

Read known `internal/` paths directly before declaring them unavailable; default
file listings can omit these gitignored authorities. Missing private strategy
is a named limit, not a veto of an adequate bounded
technical comparison. Frozen sources may stand in for repository reads in a trial.

Name the decision, intended population and binding resource. Distinguish an
exploratory local comparison, a confirmatory study and a retrospective analysis.
Fix prospective acceptance and stop/narrowing criteria before assignment;
describe retrospective choices honestly instead of pretending they were
preregistered. Use an owner-agreed material margin when needed, not an invented
percentage, sample size or composite score. Study design is not approval to run
paid trials, contact users, access other repos or change production.

Compare the proposed intervention with a capable incumbent and a simpler
alternative, using the comparison guide's controls; qualify deliberate changes
separately. Separate a warm-query microbenchmark from indexing, startup, integration,
fallback and maintenance costs at the repetition rate that matters. Verify
output and accepted-outcome equivalence; removing work can be faster without
being an improvement. Internal code repair needs no customer or efficacy study.

## Match the observation to the claim

Match the population to the question: emitted findings for finding precision,
independently sampled eligible sites for bounded recall, accepted task outcomes
for workflow value. Apply the source's sampling, adjudication and applicability
requirements; developer-selected examples remain exploratory, not general accuracy.

Keep failed attempts, false refusals and missing observations visible under the
applicable accounting method, with each metric's known denominator. A zero is
not a missing value. Separate resources instead of converting tokens, seconds
and owner attention into an unexplained score.

Apply the comparison guide's development/confirmation separation and healthy-case
controls. Choose the smallest study that can resolve the stated decision;
preserve the cheaper method when added complexity does not earn its cost.

## Produce a bounded decision record

Before running, record the bounded protocol and unresolved choices needed to
execute; reuse an adequate design. Afterwards preserve exact artifacts, identities,
dates, denominators and metric definitions. State uncertainty appropriate to the
design: neither a small identical success count nor a best cell proves parity
or general benefit. Do not invent intervals from insufficient records.

Write what the result establishes, what it leaves unknown, and whether to
retain, narrow, investigate or stop. A descriptive internal result can be useful
without a publishable efficacy claim. A new public numerical claim also needs
the project's reproducibility/publication requirements; preserve historical
records rather than silently updating their numbers. Product wording and release
approval are separate jobs, not consequences of a favorable comparison.

Use existing measurement/accounting tools after verifying their actual inputs
and coverage. Do not build a runner or run an expensive study merely to finish a
design request. Keep protocols and dated observations private under `internal/`
unless public documentation is explicitly in scope.

Attribution

gabrielmoreiragabrielmoreira
View sourceSee grades on GitHubMore from gabrielmoreira →
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