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FORMWEFT CLEAN ROOM · CREATIVE EVIDENCE

Study high-performing main images, but don't copy answers.

Extract verifiable variables from public samples, record sources, timing, and selection bias, then run controlled experiments with your own product assets.

FIVE EVIDENCE STEPS

Five steps to turn references into your own experiments.

High sales, top ranking, or high engagement doesn't mean a specific main image caused the result; any pattern is first a hypothesis, not a fact.

01

QUESTION

Define the research question

Limit platform, category, price range, time window, and the decision to be solved, e.g., whether the first image should prioritize showing the product itself or the usage result, to avoid aimless collection.

Leave behindSample and research contract

ConfirmQuestions can be answered through follow-up experiments.

02

SAMPLE

Build a compliant sample table

Only record publicly accessible information, source links, observation time, and page position; do not download or republish protected images; do not treat rankings as sales evidence.

Leave behindTraceable source sample index

ConfirmSample acquisition and recording methods comply with rules.

03

CODE

Code observable variables

Describe samples with repeatable fields such as subject area, angle, background complexity, people, text, benefit points, evidence format, and color contrast.

Leave behindVariable dictionary and coding table

ConfirmTwo reviewers have similar judgments on the same sample.

04

HYPOTHESIS

Form bounded hypotheses

Distinguish observed facts, possible explanations, and unknown factors; state applicable conditions, counterexamples, and needed data; do not claim to have found a universal viral formula.

Leave behindEvidence cards and hypothesis list

ConfirmEach hypothesis can be falsified.

05

EXPERIMENT

Experiment with your own assets

Change only one main variable at a time, preset primary metrics, guardrail metrics, sample thresholds, and stopping conditions; keep failed versions and review conclusions.

Leave behindExperiment brief and results log

ConfirmResults are reproducible and do not infringe on third-party assets.

FIXED RELEASE

Research methodology is public; third-party assets are not included in the package.

FORMWEFT clean-room original documentation Skill. MIT covers only the original documentation in this package; current fixed hash has passed structural validation and static review. External sample access only after user approves specific domains.

Not sure where to start? Copy a learning request.

You can download this reviewed version's resource package. If it includes SKILL.md, provide it and the related documentation to your AI tool; first read and check the materials and usage boundaries, and do not run anything automatically.

  1. Prepare assets: start with fictional or de-identified examples.
  2. Read the boundaries: confirm dependencies, inputs, outputs, and human checkpoints.
  3. Review outputs: keep source and failure records before deciding to pilot.

You can also select the text to copy directly; read it first before executing.

This version has been reviewed.1.0.0

Rewritten independently based on the Feishu directory topic clean-room, without copying or redistributing the original package text. Conclusions apply only to the current fixed hash: the archive structure has been parsed, static rule result is eligible, with 6 files and no scripts, dependencies, or install hooks; online boundaries follow the statements in this resource, and files are output only to user-approved locations. Static review cannot replace runtime environment, input data, or later-version rechecks.

Maintainer
FORMWEFT
License
MIT
Source type
Clean-room original rebuild
Network permission
On-demand online
Local programs
None; before studying external samples, must approve specific public domains and recording scope.
Review date
2026/09/04
Review scope12 records · Expand
Fixed version hash
Yes
Static checks
Meets static rules
Files
6
Scripts
0
Dependencies
0
Install hooks
0
Network access
optional; user-approved domains only
Filesystem scope
Outputs only to a user-approved location
Content review
Completed
Independent human sign-off
Not claimed
Clean-room rebuild
Yes
Source text reused
No
SHA-256 · current download packagecc2c0f406957474be03c52b5e348b6ff30b5aebb84ebbc878e36b7022598a024

Want to turn creative research into a sustainable growth capability?

Describe your category, market, channels, asset library, experiment traffic, and decision cadence, and we can continue to build sample libraries, experiment dashboards, asset management, and review mechanisms.

What happens after submitting?

The team reviews your request and follows up by email. Scope, fees and timing are agreed separately; submitting does not create an order.

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