Open Loop · product standards, published

Skills for agents that still have to meet a human bar.

A focused library for deciding, designing, building, testing, and shipping. Each published skill is complete enough to install—not a thin prompt or an unreviewed directory listing.

40

Original skills

Portable SKILL.md packages

140

Mapped topics

Real questions across 14 phases

6

Focused flows

Small skill sets in useful order

Skills are complete

Every skill includes a trigger, instruction, failure signals, a quality gate, and a proof test.

Topics help you find

Topics are editorial navigation—not thin skills. Each one maps a real product question to authored skills.

Flows provide order

Focused flows sequence the smallest useful skill set for a specific job without flooding agent context.

40 skills

Discovery

The one-page problem brief

No code until the problem fits on one page a stranger understands.

5-point gate · 3 warning signs

Spec

Essential

Cut to a shippable slice

Scope is a knife: one thin, end-to-end slice a user can finish.

5-point gate · 3 warning signs

Design

Essential

Every state is a designed state

Empty, loading, error, success-after — designed before the happy path ships.

5-point gate · 3 warning signs

Design

Motion is a system, not a garnish

One easing family, three durations, every animation has a job.

5-point gate · 3 warning signs

Design

The first 60 seconds

Splash, onboarding, first value — the first minute is a designed product surface.

5-point gate · 3 warning signs

Design

Words are part of the interface

Human, specific, exact — copy is designed, never placeholder.

5-point gate · 3 warning signs

Architecture

Boring architecture, written down

Choose the dullest tech that works, and record why in one page.

5-point gate · 3 warning signs

Architecture

The data model comes first

Schema before endpoints — constraints in the database, not in hope.

5-point gate · 3 warning signs

Architecture

Business logic is a pure core

Rules live in pure functions; I/O stays at the edges; state machines are explicit.

5-point gate · 3 warning signs

Frontend

Essential

Hand-made over generated

Tokens, motion discipline, and the 100ms rule — the production frontend bar.

5-point gate · 3 warning signs

Frontend

Performance is a budget, not a hope

Numbers written down, measured on the production build, enforced at the gate.

5-point gate · 3 warning signs

Frontend

The accessibility floor

Keyboard, contrast, semantics, reduced motion — the floor nobody ships below.

5-point gate · 3 warning signs

Backend

Essential

The honest API contract

Typed boundaries, one error envelope, no lying 200s.

5-point gate · 3 warning signs

Backend

Essential

Auth you didn't invent

Proven library, scoped queries, IDOR-tested — identity is not a place to be creative.

5-point gate · 3 warning signs

Backend

Essential

Payments that balance

Integer money, idempotent webhooks, a ledger that reconciles to the cent.

5-point gate · 3 warning signs

Backend

Background work that survives failure

Idempotent jobs, retries with backoff, dead letters someone actually reads.

5-point gate · 3 warning signs

Quality

Essential

Unit-test the logic, not the framework

Pure business rules tested at the edges — where the money bugs live.

5-point gate · 3 warning signs

Quality

One e2e that walks the money path

Signup → core action → visible result, headless, on every merge.

5-point gate · 3 warning signs

Quality

The five review bars

Speed, trust, restraint, scale, voice — ask all five before approving.

5-point gate · 3 warning signs

Launch

Essential

The production floor

404s, focus rings, OG cards, budgets — the unglamorous list that separates products from demos.

5-point gate · 3 warning signs

Launch

Instrument before you argue

The money path emits events; errors page a human; one dashboard answers the question.

5-point gate · 3 warning signs

Operate

Every scar becomes a rule

The system must get smarter with every failure — or you'll pay for the same bug twice.

5-point gate · 3 warning signs

Discovery

Steal the bar, not the pixels

Tear down the three best competitors before designing anything.

5-point gate · 3 warning signs

Spec

Essential

Specs written for agents

An AI agent is your fastest junior — brief it like one, verify it like one.

5-point gate · 3 warning signs

Design

Layout carries the meaning

Hierarchy, grid, and whitespace do the talking before color does.

5-point gate · 3 warning signs

Architecture

Every dependency is a hire

Each package is code you now maintain but didn't write — interview it first.

5-point gate · 3 warning signs

Frontend

Components with honest APIs

Props speak the domain; variants are unions; composition beats configuration.

5-point gate · 3 warning signs

Frontend

Design the in-betweens

Breakpoints come from content, and the widths between them must also work.

5-point gate · 3 warning signs

Quality

Essential

Review AI code like a rival wrote it

Agents produce plausible code — plausible is not correct.

5-point gate · 3 warning signs

Launch

Config is code, environments are honest

One command boots it; a missing variable fails loudly; staging is production-shaped.

5-point gate · 3 warning signs

Discovery

Write the decision memo

Turn a fuzzy debate into one explicit choice, its evidence, trade-offs, and next move.

5-point gate · 3 warning signs

Discovery

Map the riskiest assumption

Find the belief most likely to waste the loop, then test it before polishing anything else.

5-point gate · 3 warning signs

Discovery

Grade the evidence

Separate what happened from what was said, inferred, or merely hoped.

5-point gate · 3 warning signs

Spec

Build the testable prototype

Prototype only enough reality to answer one costly product question.

5-point gate · 3 warning signs

Spec

Write the agent contract

Give an agent one bounded outcome, the context to act, and evidence that proves it is done.

5-point gate · 3 warning signs

Architecture

Route the minimum skill set

Load only the skills the task needs, in an order that avoids conflict and context waste.

5-point gate · 3 warning signs

Architecture

Define stop conditions first

Make done, blocked, unsafe, and not-worth-continuing observable before the loop starts.

5-point gate · 3 warning signs

Quality

Review with fresh context

Let a clean reviewer judge the artifact against the contract, not the builder's story.

5-point gate · 3 warning signs

Operate

Synchronize the living documentation

Make the shared memory describe what now exists, why it changed, and how to verify it.

5-point gate · 3 warning signs

Operate

Run the 30-day product loop

Hold one outcome for a month while evidence—not backlog volume—chooses each weekly move.

5-point gate · 3 warning signs

Need the system applied, not another resource list?

First Loop turns one hard product decision into working evidence within 48 hours of the agreed start.

Apply this standard to a real product