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That is dangerous for compatibility decisions.\"},\"type\":\"paragraph\"},{\"data\":{\"steps\":[{\"label\":\"Resolve identity\",\"description\":\"Manufacturer, model, MPN, GTIN, SKU, revision and region are resolved.\"},{\"label\":\"Separate offer\",\"description\":\"Price, seller, delivery and warranty remain outside canonical product identity.\"},{\"label\":\"Attach evidence\",\"description\":\"Specifications keep their source and timestamp.\"},{\"label\":\"Check version\",\"description\":\"Firmware, driver and hardware revision are treated as changing state.\"},{\"label\":\"Evaluate compatibility\",\"description\":\"Physical, electrical, software and interface constraints are checked.\"},{\"label\":\"Expose unknowns\",\"description\":\"Missing or conflicting values remain visible.\"},{\"label\":\"Reason last\",\"description\":\"The AI explains the result only after deterministic checks are complete.\"}],\"title\":\"A safer hardware decision path\",\"orientation\":\"vertical\"},\"type\":\"processFlow\"},{\"data\":{\"text\":\"A Simple Example\",\"level\":2},\"type\":\"header\"},{\"data\":{\"text\":\"A graphics card may share the same marketing name across several board designs. The GPU model may be identical, while length, power connector placement, cooler thickness and BIOS limits differ. Asking whether 'the RTX model' fits a case is therefore not precise enough.\"},\"type\":\"paragraph\"},{\"data\":{\"text\":\"The correct question is whether a resolved board variant, with known dimensions and connector geometry, satisfies the case clearance and power requirements.\"},\"type\":\"paragraph\"},{\"data\":{\"text\":\"More Context Can Make This Worse\",\"level\":2},\"type\":\"header\"},{\"data\":{\"text\":\"If an AI receives five product pages, two forum posts and an old datasheet, it may synthesize a clean answer from contradictory evidence. 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Bounding boxes, connector positions, mounting points and ventilation zones can become machine-readable constraints instead of decorative product viewers.\"},\"type\":\"paragraph\"},{\"data\":{\"text\":\"That allows questions such as: does the GPU physically fit, does the connector collide with the side panel, and is required ventilation clearance still available?\"},\"type\":\"paragraph\"},{\"data\":{\"text\":\"The Role of an AI Agent\",\"level\":2},\"type\":\"header\"},{\"data\":{\"text\":\"The AI is strongest at interpreting requirements and explaining trade-offs. It should not be responsible for inventing dimensions, guessing revisions or silently choosing between contradictory sources.\"},\"type\":\"paragraph\"},{\"data\":{\"body\":\"Hardware advice should be qualified for a specific configuration and evidence state, not declared universally correct.\",\"title\":\"Decision principle\",\"variant\":\"info\"},\"type\":\"callout\"},{\"data\":{\"text\":\"What Would Change the Answer?\",\"level\":2},\"type\":\"header\"},{\"data\":{\"text\":\"A new firmware version, a different regional SKU, an updated driver, a different case revision or a changed power requirement may invalidate the previous result. The decision should therefore carry a validity boundary rather than being treated as permanent knowledge.\"},\"type\":\"paragraph\"},{\"data\":{\"text\":\"Conclusion\",\"level\":2},\"type\":\"header\"},{\"data\":{\"text\":\"The next generation of hardware assistants will not become trustworthy simply by adding a larger model or a bigger context window. 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A specification copied from one listing may not apply to another SKU that looks almost identical.",{"data":551,"type":555},{"body":552,"title":553,"variant":554},"This article shows how a versioned evidence model can be applied to technical and gaming hardware. It is an architecture case study, not a commercial product claim.","Portfolio context","info","callout",{"data":557,"type":559},{"text":558,"level":46},"The Core Problem","header",{"data":561,"type":546},{"text":562},"Many AI answers collapse three different things into one: stable product knowledge, current product state and seller-specific offer data. That is dangerous for compatibility decisions.",{"data":564,"type":589},{"steps":565,"title":587,"orientation":588},[566,569,572,575,578,581,584],{"label":567,"description":568},"Resolve identity","Manufacturer, model, MPN, GTIN, SKU, revision and region are resolved.",{"label":570,"description":571},"Separate offer","Price, seller, delivery and warranty remain outside canonical product identity.",{"label":573,"description":574},"Attach evidence","Specifications keep their source and timestamp.",{"label":576,"description":577},"Check version","Firmware, driver and hardware revision are treated as changing state.",{"label":579,"description":580},"Evaluate compatibility","Physical, electrical, software and interface constraints are checked.",{"label":582,"description":583},"Expose unknowns","Missing or conflicting values remain visible.",{"label":585,"description":586},"Reason last","The AI explains the result only after deterministic checks are complete.","A safer hardware decision path","vertical","processFlow",{"data":591,"type":559},{"text":592,"level":46},"A Simple Example",{"data":594,"type":546},{"text":595},"A graphics card may share the same marketing name across several board designs. The GPU model may be identical, while length, power connector placement, cooler thickness and BIOS limits differ. Asking whether 'the RTX model' fits a case is therefore not precise enough.",{"data":597,"type":546},{"text":598},"The correct question is whether a resolved board variant, with known dimensions and connector geometry, satisfies the case clearance and power requirements.",{"data":600,"type":559},{"text":601,"level":46},"More Context Can Make This Worse",{"data":603,"type":546},{"text":604},"If an AI receives five product pages, two forum posts and an old datasheet, it may synthesize a clean answer from contradictory evidence. The answer becomes more fluent without becoming more reliable.",{"data":606,"type":559},{"text":607,"level":46},"What the Data Model Needs",{"data":609,"type":632},{"content":610,"stretched":14,"withHeadings":14},[611,614,617,620,623,626,629],[612,613],"Layer","Example",[615,616],"Canonical product","GPU family and manufacturer model",[618,619],"Variant","Exact board revision \u002F memory configuration",[621,622],"Offer","Seller-specific listing, price and warranty",[624,625],"State","Driver, firmware and current support",[627,628],"Compatibility","Case clearance, PSU, connector, OS",[630,631],"Evidence","Source, timestamp, status and conflicts","table",{"data":634,"type":559},{"text":635,"level":46},"3D as Decision Input",{"data":637,"type":546},{"text":638},"A 3D product model is useful only when it participates in reasoning. 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It should not be responsible for inventing dimensions, guessing revisions or silently choosing between contradictory sources.",{"data":649,"type":555},{"body":650,"title":651,"variant":554},"Hardware advice should be qualified for a specific configuration and evidence state, not declared universally correct.","Decision principle",{"data":653,"type":559},{"text":654,"level":46},"What Would Change the Answer?",{"data":656,"type":546},{"text":657},"A new firmware version, a different regional SKU, an updated driver, a different case revision or a changed power requirement may invalidate the previous result. The decision should therefore carry a validity boundary rather than being treated as permanent knowledge.",{"data":659,"type":559},{"text":660,"level":46},"Conclusion",{"data":662,"type":546},{"text":663},"The next generation of hardware assistants will not become trustworthy simply by adding a larger model or a bigger context window. 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