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READING A CAIBI ASSESSMENT

Understand the evidence behind the verdict.

Use this page to interpret project status, difficulty, AI help, costs and source quality. For what CAIBI is and who it helps, start with About.

What is CAIBI? →
SOURCEWhat the original project says

Repository, creator page, manual, parts list, files, dimensions, published cost and instructions.

CAIBIOur guidance and assessment

Proposed ways to develop an idea, or an assessment of an existing build. Each page states what has been checked and what still needs testing.

BUILDERSWhat happened in practice

Actual build time, cost, changes, failures, substitutions and finished results from people who tried it.

FROM IDEA TO BUILD

Guidance, assessment and a physical build are different.

CAIBI helps identify what is missing between a promising source and an object you can use. We propose practical stages, prompts for firmware and measured enclosures, and checks for the result. These additions remain proposals until tested.

Discovered · Not yet assessed

A starting point with source links and an idea to develop. Parts, instructions and feasibility may still be incomplete.

Explore the ideas board →
CAIBI guided build

A proposed completion route with parts to confirm, prompts and test criteria. Guidance ready does not mean assessed, physically built or guaranteed to work.

Read a guided build →
Full CAIBI assessment

An editorial assessment of the published evidence, costs and trade-offs. It may exist without a CAIBI hands-on build.

Compare project assessments →
Built by CAIBI

A separate tick for a physical build we have made and documented against a named version, with photos and recorded checks. It applies to that version and test scope, not every adaptation or use.

Community contribution

An idea, design, code finding or first-hand build report from a contributor. An incomplete attempt can help develop the next version. A published report does not become CAIBI verification.

Help develop an idea →
DISCOVERY PIPELINE

A link is not an assessment.

01FOUND

A potentially useful physical project or source is discovered.

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02REVIEWED SOURCE

The original material is checked for substance, files and build evidence.

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03ASSESSMENT CANDIDATE

There is enough evidence to justify deeper CAIBI work.

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04ASSESSED

The public build route, evidence trail and verdict are published.

READING THE FACTS

What the labels do and do not tell you

Difficulty: 1 to 5

An editorial indication of the build's demands, with 5 representing the most demanding end. Read the named skills, alignment, assembly and testing requirements. It is not a measured success rate or a personalised rating.

AI help: 1 to 5

An editorial indication of where AI assistance is useful, with 5 representing more scope for assistance. It does not mean the project is easy or that AI can perform the physical work. Read the specific tasks and boundaries.

A verdict is a judgement

Build it, consider it, build for the experience or buy instead describe the assessed route and its trade-offs. Read the reasoning and comparison. A verdict is not a guarantee, certification or customer star rating.

Parts cost is not always build total

Check whether tools, delivery, taxes, consumables, outsourced work and optional parts are included. A partial bill of materials is not an all-in estimate. Unknown cost does not mean free.

Build versus buy needs a fair match

A named finished product may differ in features, assembly, warranty and availability. A price difference alone is not a saving. Read the comparison's scope, date and missing costs.

Dates and currency matter

A checked date records a review, not a promise of today's price or stock. Currency conversion is an estimate, not a regional seller quote. Open the linked source before purchasing.

ASSESSMENT STANDARD

What a complete project page should answer

Verdict

Is this worth building, considering, learning from, buying instead or avoiding?

Build with AI

Useful prompts and assistance grounded in the source rather than invented build facts.

AI CAN HELP

Research, code, CAD reasoning, configuration, troubleshooting and documentation where appropriate.

AI CAN'T DO

The physical actions, measurements, calibration and verification that still need a person.

Build route

How the thing actually comes together and which steps belong to AI, the builder or both.

Parts and tools

What is required, what can be substituted and which capabilities can be outsourced.

Alternative routes

Other ways to reach the same outcome, including buying, outsourcing or choosing another project.

Reviewed resources

Repos, guides and supporting evidence beyond the original source where they add something useful.

Made by People

Completed public builds, repos, maker pages and listings when reviewed evidence exists.

EQUIPMENT REVIEWS

One review never becomes the verdict.

1Manufacturer facts

Specification, manuals, regional model, warranty and current buying route.

2Multiple independent reviews

At least three exact-model independent sources where available, with disagreement retained.

3Owner evidence

Recurring reliability, maintenance, software or support patterns when the evidence is credible.

4CAIBI synthesis

Who it is for, where it sits against alternatives and whether the full system cost makes sense.

LIMITS AND CORRECTIONS

Know what has actually been checked.

An assessment can be based on published evidence without a CAIBI hands-on build. Only explicit first-hand reports establish what that builder did. A discovery record is a useful lead, not a completed assessment; provisional equipment coverage has a weaker evidence base than a fully supported comparison.

Source changes, unavailable files, new revisions and conflicting reports can change the conclusion. If a cost, link or claim is wrong, send the page URL, the correction and its source. A report is reviewed before it becomes public evidence.

Report a correction → · Share first-hand build evidence →
THE RULES
No hidden certainty.

Provisional stays provisional when the evidence pool is weak.

No cherry-picking.

Conflicting reviews are shown as conflicting reviews.

No fake precision.

Small datasets do not become trends because a chart would look good.

No invented build facts.

If the source does not establish it, CAIBI labels it as an assumption or leaves it unclaimed.