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The usual reason is not bad language or weak reasoning. It is version mismatch. The assistant may be answering for a different patch, platform build, region, beta branch, ruleset, or server-side state.\"},\"tunes\":{}},{\"id\":\"direct\",\"type\":\"callout\",\"data\":{\"variant\":\"info\",\"title\":\"Direct answer\",\"body\":\"\u003Cstrong>Patch-aware game advice needs more than the game title.\u003C\u002Fstrong> A reliable answer should identify the relevant game version, platform or branch, region when it matters, mode or ruleset, and the date or live-service state the advice assumes. If those conditions are missing, an answer can be internally correct and still fail in the player's actual game.\"},\"tunes\":{}},{\"id\":\"model-note\",\"type\":\"callout\",\"data\":{\"variant\":\"note\",\"title\":\"The model used in this article\",\"body\":\"The Patch-State Validity Test and Game Advice Version Envelope below are practical Figure Rocks models. They are not formal industry standards. Their purpose is to make version-dependent game advice explicit and testable.\"},\"tunes\":{}},{\"id\":\"toc\",\"type\":\"tableOfContents\",\"data\":{\"title\":\"Contents\",\"minLevel\":2,\"maxLevel\":3},\"tunes\":{}},{\"id\":\"h-title\",\"type\":\"header\",\"data\":{\"text\":\"A game title is not a complete state description\",\"level\":2},\"tunes\":{}},{\"id\":\"p-title-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"When someone asks, “What is the best build in this game?” the title alone may be insufficient. Live games change. Single-player games receive balance patches. PC users can run public or beta branches. Regional services can expose different data. Console and PC updates may not always land under identical conditions.\"},\"tunes\":{}},{\"id\":\"p-title-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Steamworks makes the underlying version problem explicit: a branch is a specific build of an application, the default branch is only one available version, and users can opt into other branches that replace the currently installed build. The phrase “I am playing the game on Steam” therefore does not uniquely identify the executable state.\"},\"tunes\":{}},{\"id\":\"p-title-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"Riot's developer documentation exposes the same issue from the data side. Data Dragon versions are patch-specific, and Riot warns that a data version is not always equivalent to the client version in every region. That means even official static game data can require version and region context.\"},\"tunes\":{}},{\"id\":\"h-envelope\",\"type\":\"header\",\"data\":{\"text\":\"The Game Advice Version Envelope\",\"level\":2},\"tunes\":{}},{\"id\":\"envelope-table\",\"type\":\"comparison\",\"data\":{\"title\":\"What defines the validity boundary of patch-sensitive advice?\",\"layout\":\"table\",\"columns\":[{\"id\":\"dimension\",\"label\":\"Dimension\"},{\"id\":\"question\",\"label\":\"What to identify\"},{\"id\":\"failure\",\"label\":\"What goes wrong if missing\"}],\"rows\":[{\"id\":\"game\",\"label\":\"Game\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"version\",\"label\":\"Version\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"platform\",\"label\":\"Platform\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"branch\",\"label\":\"Branch\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"region\",\"label\":\"Region\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"mode\",\"label\":\"Mode\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"live\",\"label\":\"Live state\",\"values\":[\"\",\"\",\"\"]}]},\"tunes\":{}},{\"id\":\"useful-question\",\"type\":\"callout\",\"data\":{\"variant\":\"success\",\"title\":\"The useful question\",\"body\":\"Do not ask only \u003Cstrong>“Is this answer correct?”\u003C\u002Fstrong> Ask \u003Cstrong>“For which game state is this answer correct?”\u003C\u002Fstrong>\"},\"tunes\":{}},{\"id\":\"h-sounds-right\",\"type\":\"header\",\"data\":{\"text\":\"Why old advice can still sound perfectly reasonable\",\"level\":2},\"tunes\":{}},{\"id\":\"p-sounds-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Version errors are difficult to detect because a patch rarely changes everything. Most of the surrounding game remains familiar. An old answer can therefore contain correct terminology, real mechanics and plausible numbers while being wrong on one changed interaction.\"},\"tunes\":{}},{\"id\":\"p-sounds-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"This produces a dangerous failure mode for AI assistants: semantic fluency survives version drift. The model may understand the game conceptually while applying a value, interaction or priority that belonged to an earlier patch.\"},\"tunes\":{}},{\"id\":\"p-sounds-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"The result feels more trustworthy than a completely nonsensical answer because 90 percent of it may still match the current game.\"},\"tunes\":{}},{\"id\":\"h-patch-notes\",\"type\":\"header\",\"data\":{\"text\":\"Patch notes are evidence of change, not a complete model of the current game\",\"level\":2},\"tunes\":{}},{\"id\":\"p-patch-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Patch notes tell you that something changed. They do not automatically provide a complete representation of every dependency affected by that change.\"},\"tunes\":{}},{\"id\":\"p-patch-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"A damage value can change the ranking of a build. An item-cost change can move a timing window. A cooldown change can alter an encounter strategy. A map change can invalidate pathing advice. The patch note may describe one line while the practical answer changes across several systems.\"},\"tunes\":{}},{\"id\":\"p-patch-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"That is why a patch-aware assistant should not merely retrieve the newest patch note and repeat it. It needs to determine whether the requested advice depends on any changed variable.\"},\"tunes\":{}},{\"id\":\"h-test\",\"type\":\"header\",\"data\":{\"text\":\"The Patch-State Validity Test\",\"level\":2},\"tunes\":{}},{\"id\":\"patch-test-flow\",\"type\":\"processFlow\",\"data\":{\"title\":\"Check whether game advice still applies\",\"orientation\":\"auto\",\"steps\":[{\"label\":\"1. Identify the requested outcome\",\"description\":\"Build choice, boss strategy, item interaction, route, farming method, settings or another concrete decision.\"},{\"label\":\"2. Identify the game-state variables the answer depends on\",\"description\":\"Stats, costs, map geometry, AI behavior, drop tables, matchmaking rules, cooldowns or other mechanics.\"},{\"label\":\"3. Resolve the player's version envelope\",\"description\":\"Patch\u002Fbuild, platform, branch, region, mode and live-service state where relevant.\"},{\"label\":\"4. Compare against authoritative current data\",\"description\":\"Use official patch notes, developer data, build information or the game's own state when available.\"},{\"label\":\"5. Look for changed dependencies\",\"description\":\"A patch does not need to mention the exact question to invalidate the answer; changing one dependency can be enough.\"},{\"label\":\"6. Mark uncertain state explicitly\",\"description\":\"If the current hotfix, regional rollout or test branch cannot be verified, say which assumption the answer uses.\"},{\"label\":\"7. Recompute the answer\",\"description\":\"Do not simply append “after patch X.” Re-evaluate the advice under the new variables.\"}]},\"tunes\":{}},{\"id\":\"h-builds\",\"type\":\"header\",\"data\":{\"text\":\"Build IDs and branches matter more than most guides acknowledge\",\"level\":2},\"tunes\":{}},{\"id\":\"p-builds-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Steamworks defines a build as a representation of the application's depots at a point in time. A new build can modify, remove or add files, and different branches can expose different builds to different users.\"},\"tunes\":{}},{\"id\":\"p-builds-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"For troubleshooting, this matters because two players can truthfully say they are playing the same Steam game while running different branches. If one opted into a beta, an answer verified against the default branch may not transfer.\"},\"tunes\":{}},{\"id\":\"p-builds-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"A good technical answer therefore asks for the branch or build when the symptom depends on version-sensitive behavior.\"},\"tunes\":{}},{\"id\":\"h-region\",\"type\":\"header\",\"data\":{\"text\":\"Region can be part of version state\",\"level\":2},\"tunes\":{}},{\"id\":\"p-region-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Riot's developer documentation is unusually explicit about regional version mismatch: a Data Dragon version is not always equivalent to the League of Legends client version in a region.\"},\"tunes\":{}},{\"id\":\"p-region-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"This is an important general lesson. “Latest data” and “the data actually deployed to this player” are not automatically the same thing.\"},\"tunes\":{}},{\"id\":\"p-region-3\",\"type\":\"paragraph\",\"data\":{\"text\":\"For global live-service games, an assistant should therefore avoid assuming that one global version identifier captures every relevant deployment state.\"},\"tunes\":{}},{\"id\":\"h-live-state\",\"type\":\"header\",\"data\":{\"text\":\"Client patch is not always the complete live state\",\"level\":2},\"tunes\":{}},{\"id\":\"p-live-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Modern games can change behavior without replacing the entire local client. Server configuration, content rotations, matchmaking rules, event settings and hotfix mechanisms can all affect gameplay.\"},\"tunes\":{}},{\"id\":\"p-live-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"This creates two layers of truth: the installed build and the currently active service state. A version-aware assistant should know when its question depends on both.\"},\"tunes\":{}},{\"id\":\"live-warning\",\"type\":\"callout\",\"data\":{\"variant\":\"warning\",\"title\":\"Do not equate installed version with total game state\",\"body\":\"For live-service questions, the player can have the correct client build and still experience behavior determined by current server-side configuration.\"},\"tunes\":{}},{\"id\":\"h-stale\",\"type\":\"header\",\"data\":{\"text\":\"The five classes of stale game advice\",\"level\":2},\"tunes\":{}},{\"id\":\"stale-table\",\"type\":\"table\",\"data\":{\"withHeadings\":true,\"stretched\":false,\"content\":[[\"Stale-answer class\",\"Example\",\"Why it fails\"],[\"Numeric drift\",\"Old damage, cooldown, price, drop rate\",\"The recommendation was calculated from obsolete values\"],[\"Interaction drift\",\"Mechanics still exist but combine differently\",\"The rule changed while terminology stayed familiar\"],[\"Content drift\",\"Map, boss, item or quest moved\u002Fchanged\",\"Location or progression advice no longer matches\"],[\"Ruleset drift\",\"Ranked\u002Fevent\u002Fseasonal mode changed\",\"Advice is correct for the wrong mode\"],[\"Deployment drift\",\"Different region, platform or branch\",\"The answer targets a build the player is not running\"]]},\"tunes\":{}},{\"id\":\"h-should-answer\",\"type\":\"header\",\"data\":{\"text\":\"How an AI assistant should answer patch-sensitive questions\",\"level\":2},\"tunes\":{}},{\"id\":\"p-should-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"A strong answer should expose its state assumptions before giving a high-confidence recommendation.\"},\"tunes\":{}},{\"id\":\"weak-strong-table\",\"type\":\"comparison\",\"data\":{\"title\":\"Weak answer vs version-aware answer\",\"layout\":\"table\",\"columns\":[{\"id\":\"part\",\"label\":\"Part\"},{\"id\":\"weak\",\"label\":\"Weak answer\"},{\"id\":\"strong\",\"label\":\"Version-aware answer\"}],\"rows\":[{\"id\":\"scope\",\"label\":\"Scope\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"source\",\"label\":\"Source\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"dependency\",\"label\":\"Dependency\",\"values\":[\"\",\"\",\"\"]},{\"id\":\"uncertainty\",\"label\":\"Uncertainty\",\"values\":[\"\",\"\",\"\"]}]},\"tunes\":{}},{\"id\":\"h-diagnostic\",\"type\":\"header\",\"data\":{\"text\":\"The Game-State Mismatch Diagnostic\",\"level\":2},\"tunes\":{}},{\"id\":\"p-diagnostic-intro\",\"type\":\"paragraph\",\"data\":{\"text\":\"When an AI answer disagrees with what you see in-game, do not start by assuming the model hallucinated the entire topic. First test for state mismatch.\"},\"tunes\":{}},{\"id\":\"mismatch-flow\",\"type\":\"processFlow\",\"data\":{\"title\":\"Why does the answer disagree with my game?\",\"orientation\":\"auto\",\"steps\":[{\"label\":\"1. Verify your exact version\",\"description\":\"Patch, build, branch, platform and game mode.\"},{\"label\":\"2. Check the date of the advice\",\"description\":\"Was it written before a relevant update?\"},{\"label\":\"3. Identify the disputed mechanic\",\"description\":\"Stat, item, map, quest, AI behavior, reward or system rule.\"},{\"label\":\"4. Check current first-party evidence\",\"description\":\"Patch note, official data endpoint, build state or current in-game description.\"},{\"label\":\"5. Test whether only one dependency changed\",\"description\":\"The rest of the answer may still be valid even if one changed variable breaks the conclusion.\"},{\"label\":\"6. Recalculate instead of merely correcting one sentence\",\"description\":\"A changed variable can alter the entire recommendation.\"}]},\"tunes\":{}},{\"id\":\"h-latest\",\"type\":\"header\",\"data\":{\"text\":\"Why “latest” is a dangerous word\",\"level\":2},\"tunes\":{}},{\"id\":\"p-latest-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"“Latest” sounds precise but often hides the actual timestamp and deployment context. Latest according to what source? Latest stable build? Latest beta? Latest region? Latest patch notes? Latest server hotfix?\"},\"tunes\":{}},{\"id\":\"p-latest-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"For game advice, a version identifier is better than a vague freshness claim. If a version cannot be resolved, the answer should be explicitly conditional.\"},\"tunes\":{}},{\"id\":\"h-retrieval\",\"type\":\"header\",\"data\":{\"text\":\"Version awareness is also a retrieval problem\",\"level\":2},\"tunes\":{}},{\"id\":\"p-retrieval-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"A search or RAG system can retrieve a highly relevant guide for the wrong patch. Semantic similarity does not guarantee temporal applicability.\"},\"tunes\":{}},{\"id\":\"p-retrieval-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Patch-sensitive retrieval should therefore rank not only by topic relevance but also by version compatibility. A perfect explanation for patch 1.8 can be a worse source than a shorter official note for patch 2.1 if the player's question depends on a changed mechanic.\"},\"tunes\":{}},{\"id\":\"ref-reasoning\",\"type\":\"referralArticle\",\"data\":{\"url\":\"https:\u002F\u002Ffigure.rocks\u002Fde\u002Fblog\u002Fwhen-gaming-ai-sounds-right-but-isn-t-the-reasoning-problem-behind-game-assistants-and-agents\",\"title\":\"When Gaming AI Sounds Right but Isn't: The Reasoning Problem Behind Game Assistants and Agents\",\"excerpt\":\"Why fluent game advice can fail even when the language sounds convincing — and why reasoning quality must be separated from confident presentation.\",\"ctaLabel\":\"Read the gaming AI reasoning article\"},\"tunes\":{}},{\"id\":\"h-template\",\"type\":\"header\",\"data\":{\"text\":\"A simple version-aware answer template\",\"level\":2},\"tunes\":{}},{\"id\":\"template-callout\",\"type\":\"callout\",\"data\":{\"variant\":\"tip\",\"title\":\"Recommended answer structure\",\"body\":\"\u003Cstrong>State:\u003C\u002Fstrong> game + patch\u002Fbuild + platform\u002Fbranch + mode\u002Fregion if relevant.\u003Cbr>\u003Cstrong>Answer:\u003C\u002Fstrong> direct recommendation.\u003Cbr>\u003Cstrong>Why:\u003C\u002Fstrong> current variables that support it.\u003Cbr>\u003Cstrong>Changed since:\u003C\u002Fstrong> relevant older behavior that no longer applies.\u003Cbr>\u003Cstrong>Unverified:\u003C\u002Fstrong> any hotfix or live-service condition that could change the answer.\"},\"tunes\":{}},{\"id\":\"h-change\",\"type\":\"header\",\"data\":{\"text\":\"What would change this answer?\",\"level\":2},\"tunes\":{}},{\"id\":\"p-change-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"The framework becomes less necessary for games whose mechanics are effectively frozen and identical across platforms. It becomes more important as patch frequency, regional deployment, test branches and live-service tuning increase.\"},\"tunes\":{}},{\"id\":\"p-change-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"It would also change if games exposed machine-readable, authoritative live-state metadata that assistants could resolve automatically for the player's exact environment.\"},\"tunes\":{}},{\"id\":\"h-limitations\",\"type\":\"header\",\"data\":{\"text\":\"Limitations\",\"level\":2},\"tunes\":{}},{\"id\":\"p-limit-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Not every game exposes public version APIs, build identifiers, live configuration or complete patch information. Some state therefore remains difficult to verify externally.\"},\"tunes\":{}},{\"id\":\"p-limit-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"Official patch notes can also be incomplete as a model of emergent gameplay because changing one mechanic can alter strategies that were never explicitly described in the note. Version awareness improves validity; it does not eliminate the need for testing and reasoning.\"},\"tunes\":{}},{\"id\":\"h-conclusion\",\"type\":\"header\",\"data\":{\"text\":\"Conclusion\",\"level\":2},\"tunes\":{}},{\"id\":\"p-conclusion-1\",\"type\":\"paragraph\",\"data\":{\"text\":\"Outdated game advice is often not completely wrong. It is correct inside an expired version envelope.\"},\"tunes\":{}},{\"id\":\"p-conclusion-2\",\"type\":\"paragraph\",\"data\":{\"text\":\"That is why patch-aware AI needs to resolve more than the game title. It needs the version, platform or branch, relevant region and mode, and any live state the answer depends on. Once those conditions are explicit, “the AI was wrong” becomes a much more useful diagnosis: which state did it answer for, and which state are you actually playing?\"},\"tunes\":{}},{\"id\":\"h-faq\",\"type\":\"header\",\"data\":{\"text\":\"FAQ\",\"level\":2},\"tunes\":{}},{\"id\":\"faq\",\"type\":\"faq\",\"data\":{\"title\":\"Patch-aware gaming AI\",\"items\":[{\"id\":\"faq1\",\"question\":\"Why does an AI give game advice that was correct before a patch?\",\"answer\":\"Because the model or retrieved source can preserve valid older knowledge while missing a changed stat, interaction, map, ruleset or deployment state. The answer can remain plausible even though its version assumptions expired.\"},{\"id\":\"faq2\",\"question\":\"Is the patch number enough to make game advice reliable?\",\"answer\":\"Not always. Platform, branch, region, game mode and server-side hotfixes can also matter.\"},{\"id\":\"faq3\",\"question\":\"Why can two players on the same game get different results?\",\"answer\":\"They may be running different builds, branches, platforms, regional deployments, modes or live-service configurations.\"},{\"id\":\"faq4\",\"question\":\"Are official patch notes enough for an AI assistant?\",\"answer\":\"They are authoritative evidence of documented changes, but the assistant still has to reason about how those changes affect the specific question.\"},{\"id\":\"faq5\",\"question\":\"What should I provide when asking AI for patch-sensitive game advice?\",\"answer\":\"Give the exact game, patch or build when known, platform, branch or test realm, region if relevant, game mode and the behavior you currently observe.\"}]},\"tunes\":{}},{\"id\":\"h-glossary\",\"type\":\"header\",\"data\":{\"text\":\"Glossary\",\"level\":2},\"tunes\":{}},{\"id\":\"glossary\",\"type\":\"glossary\",\"data\":{\"title\":\"Key version-state terms\",\"entries\":[{\"term\":\"Version envelope\",\"definition\":\"The set of game-state conditions under which a piece of advice remains applicable, including version, platform, branch, region, mode and live-service state where relevant.\",\"anchor\":\"version-envelope\"},{\"term\":\"Build\",\"definition\":\"A particular packaged state of game content distributed at a point in time.\",\"anchor\":\"build\"},{\"term\":\"Branch\",\"definition\":\"A specific release channel or build line, such as default, beta or test, that can expose a different application state.\",\"anchor\":\"branch\"},{\"term\":\"Version drift\",\"definition\":\"The mismatch that appears when advice, data or reasoning assumes an older or different game state than the player is currently using.\",\"anchor\":\"version-drift\"},{\"term\":\"Patch-State Validity Test\",\"definition\":\"A Figure Rocks method for checking whether game advice still applies by resolving the player's state and re-evaluating the dependencies affected by updates.\",\"anchor\":\"patch-state-validity-test\"}]},\"tunes\":{}},{\"id\":\"h-sources\",\"type\":\"header\",\"data\":{\"text\":\"Primary sources\",\"level\":2},\"tunes\":{}},{\"id\":\"src-steam-builds\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbuilds\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Valve Steamworks — Builds\",\"description\":\"Official documentation defining builds as point-in-time representations of application content and explaining how live builds are distributed.\"}},\"tunes\":{}},{\"id\":\"src-steam-branches\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbranches\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Valve Steamworks — Branches (Betas)\",\"description\":\"Official documentation showing that users can run specific public or private builds instead of the default branch.\"}},\"tunes\":{}},{\"id\":\"src-riot-lol\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fdeveloper.riotgames.com\u002Fdocs\u002Flol\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Riot Games Developer Portal — League of Legends\",\"description\":\"Official versioning guidance noting that Data Dragon versions are patch-specific and do not always equal the client version deployed in every region.\"}},\"tunes\":{}},{\"id\":\"src-epic-blackboard\",\"type\":\"linkTool\",\"data\":{\"link\":\"https:\u002F\u002Fdev.epicgames.com\u002Fdocumentation\u002Funreal-engine\u002Fbehavior-trees-in-unreal-engine\",\"meta\":{\"image\":{\"url\":\"\"},\"title\":\"Epic Games — Behavior Trees in Unreal Engine\",\"description\":\"Official documentation demonstrating how AI behavior depends on current Blackboard state rather than only static logic.\"}},\"tunes\":{}}],\"version\":\"2.31.6\"}",{"time":537,"blocks":538,"version":1091},1790370152730,[539,545,553,560,567,573,578,583,588,593,639,646,651,656,661,666,671,676,681,686,691,720,725,730,735,740,745,750,755,760,765,770,775,782,787,817,822,827,859,864,869,893,898,903,908,913,918,923,932,937,944,949,954,959,964,969,974,979,984,989,994,1020,1025,1049,1054,1064,1073,1082],{"id":540,"data":541,"type":543,"tunes":544},"intro",{"text":542},"A game assistant can give an answer that sounds technically correct and still be wrong for the game you are actually playing. The usual reason is not bad language or weak reasoning. It is version mismatch. The assistant may be answering for a different patch, platform build, region, beta branch, ruleset, or server-side state.","paragraph",{},{"id":546,"data":547,"type":551,"tunes":552},"direct",{"body":548,"title":549,"variant":550},"\u003Cstrong>Patch-aware game advice needs more than the game title.\u003C\u002Fstrong> A reliable answer should identify the relevant game version, platform or branch, region when it matters, mode or ruleset, and the date or live-service state the advice assumes. If those conditions are missing, an answer can be internally correct and still fail in the player's actual game.","Direct answer","info","callout",{},{"id":554,"data":555,"type":551,"tunes":559},"model-note",{"body":556,"title":557,"variant":558},"The Patch-State Validity Test and Game Advice Version Envelope below are practical Figure Rocks models. They are not formal industry standards. Their purpose is to make version-dependent game advice explicit and testable.","The model used in this article","note",{},{"id":561,"data":562,"type":565,"tunes":566},"toc",{"title":563,"maxLevel":564,"minLevel":46},"Contents",3,"tableOfContents",{},{"id":568,"data":569,"type":571,"tunes":572},"h-title",{"text":570,"level":46},"A game title is not a complete state description","header",{},{"id":574,"data":575,"type":543,"tunes":577},"p-title-1",{"text":576},"When someone asks, “What is the best build in this game?” the title alone may be insufficient. Live games change. Single-player games receive balance patches. PC users can run public or beta branches. Regional services can expose different data. Console and PC updates may not always land under identical conditions.",{},{"id":579,"data":580,"type":543,"tunes":582},"p-title-2",{"text":581},"Steamworks makes the underlying version problem explicit: a branch is a specific build of an application, the default branch is only one available version, and users can opt into other branches that replace the currently installed build. The phrase “I am playing the game on Steam” therefore does not uniquely identify the executable state.",{},{"id":584,"data":585,"type":543,"tunes":587},"p-title-3",{"text":586},"Riot's developer documentation exposes the same issue from the data side. Data Dragon versions are patch-specific, and Riot warns that a data version is not always equivalent to the client version in every region. That means even official static game data can require version and region context.",{},{"id":589,"data":590,"type":571,"tunes":592},"h-envelope",{"text":591,"level":46},"The Game Advice Version Envelope",{},{"id":594,"data":595,"type":637,"tunes":638},"envelope-table",{"rows":596,"title":625,"layout":626,"columns":627},[597,601,605,609,613,617,621],{"id":598,"label":599,"values":600},"game","Game",[12,12,12],{"id":602,"label":603,"values":604},"version","Version",[12,12,12],{"id":606,"label":607,"values":608},"platform","Platform",[12,12,12],{"id":610,"label":611,"values":612},"branch","Branch",[12,12,12],{"id":614,"label":615,"values":616},"region","Region",[12,12,12],{"id":618,"label":619,"values":620},"mode","Mode",[12,12,12],{"id":622,"label":623,"values":624},"live","Live state",[12,12,12],"What defines the validity boundary of patch-sensitive advice?","table",[628,631,634],{"id":629,"label":630},"dimension","Dimension",{"id":632,"label":633},"question","What to identify",{"id":635,"label":636},"failure","What goes wrong if missing","comparison",{},{"id":640,"data":641,"type":551,"tunes":645},"useful-question",{"body":642,"title":643,"variant":644},"Do not ask only \u003Cstrong>“Is this answer correct?”\u003C\u002Fstrong> Ask \u003Cstrong>“For which game state is this answer correct?”\u003C\u002Fstrong>","The useful question","success",{},{"id":647,"data":648,"type":571,"tunes":650},"h-sounds-right",{"text":649,"level":46},"Why old advice can still sound perfectly reasonable",{},{"id":652,"data":653,"type":543,"tunes":655},"p-sounds-1",{"text":654},"Version errors are difficult to detect because a patch rarely changes everything. Most of the surrounding game remains familiar. An old answer can therefore contain correct terminology, real mechanics and plausible numbers while being wrong on one changed interaction.",{},{"id":657,"data":658,"type":543,"tunes":660},"p-sounds-2",{"text":659},"This produces a dangerous failure mode for AI assistants: semantic fluency survives version drift. The model may understand the game conceptually while applying a value, interaction or priority that belonged to an earlier patch.",{},{"id":662,"data":663,"type":543,"tunes":665},"p-sounds-3",{"text":664},"The result feels more trustworthy than a completely nonsensical answer because 90 percent of it may still match the current game.",{},{"id":667,"data":668,"type":571,"tunes":670},"h-patch-notes",{"text":669,"level":46},"Patch notes are evidence of change, not a complete model of the current game",{},{"id":672,"data":673,"type":543,"tunes":675},"p-patch-1",{"text":674},"Patch notes tell you that something changed. They do not automatically provide a complete representation of every dependency affected by that change.",{},{"id":677,"data":678,"type":543,"tunes":680},"p-patch-2",{"text":679},"A damage value can change the ranking of a build. An item-cost change can move a timing window. A cooldown change can alter an encounter strategy. A map change can invalidate pathing advice. The patch note may describe one line while the practical answer changes across several systems.",{},{"id":682,"data":683,"type":543,"tunes":685},"p-patch-3",{"text":684},"That is why a patch-aware assistant should not merely retrieve the newest patch note and repeat it. It needs to determine whether the requested advice depends on any changed variable.",{},{"id":687,"data":688,"type":571,"tunes":690},"h-test",{"text":689,"level":46},"The Patch-State Validity Test",{},{"id":692,"data":693,"type":718,"tunes":719},"patch-test-flow",{"steps":694,"title":716,"orientation":717},[695,698,701,704,707,710,713],{"label":696,"description":697},"1. Identify the requested outcome","Build choice, boss strategy, item interaction, route, farming method, settings or another concrete decision.",{"label":699,"description":700},"2. Identify the game-state variables the answer depends on","Stats, costs, map geometry, AI behavior, drop tables, matchmaking rules, cooldowns or other mechanics.",{"label":702,"description":703},"3. Resolve the player's version envelope","Patch\u002Fbuild, platform, branch, region, mode and live-service state where relevant.",{"label":705,"description":706},"4. Compare against authoritative current data","Use official patch notes, developer data, build information or the game's own state when available.",{"label":708,"description":709},"5. Look for changed dependencies","A patch does not need to mention the exact question to invalidate the answer; changing one dependency can be enough.",{"label":711,"description":712},"6. Mark uncertain state explicitly","If the current hotfix, regional rollout or test branch cannot be verified, say which assumption the answer uses.",{"label":714,"description":715},"7. Recompute the answer","Do not simply append “after patch X.” Re-evaluate the advice under the new variables.","Check whether game advice still applies","auto","processFlow",{},{"id":721,"data":722,"type":571,"tunes":724},"h-builds",{"text":723,"level":46},"Build IDs and branches matter more than most guides acknowledge",{},{"id":726,"data":727,"type":543,"tunes":729},"p-builds-1",{"text":728},"Steamworks defines a build as a representation of the application's depots at a point in time. A new build can modify, remove or add files, and different branches can expose different builds to different users.",{},{"id":731,"data":732,"type":543,"tunes":734},"p-builds-2",{"text":733},"For troubleshooting, this matters because two players can truthfully say they are playing the same Steam game while running different branches. If one opted into a beta, an answer verified against the default branch may not transfer.",{},{"id":736,"data":737,"type":543,"tunes":739},"p-builds-3",{"text":738},"A good technical answer therefore asks for the branch or build when the symptom depends on version-sensitive behavior.",{},{"id":741,"data":742,"type":571,"tunes":744},"h-region",{"text":743,"level":46},"Region can be part of version state",{},{"id":746,"data":747,"type":543,"tunes":749},"p-region-1",{"text":748},"Riot's developer documentation is unusually explicit about regional version mismatch: a Data Dragon version is not always equivalent to the League of Legends client version in a region.",{},{"id":751,"data":752,"type":543,"tunes":754},"p-region-2",{"text":753},"This is an important general lesson. “Latest data” and “the data actually deployed to this player” are not automatically the same thing.",{},{"id":756,"data":757,"type":543,"tunes":759},"p-region-3",{"text":758},"For global live-service games, an assistant should therefore avoid assuming that one global version identifier captures every relevant deployment state.",{},{"id":761,"data":762,"type":571,"tunes":764},"h-live-state",{"text":763,"level":46},"Client patch is not always the complete live state",{},{"id":766,"data":767,"type":543,"tunes":769},"p-live-1",{"text":768},"Modern games can change behavior without replacing the entire local client. Server configuration, content rotations, matchmaking rules, event settings and hotfix mechanisms can all affect gameplay.",{},{"id":771,"data":772,"type":543,"tunes":774},"p-live-2",{"text":773},"This creates two layers of truth: the installed build and the currently active service state. A version-aware assistant should know when its question depends on both.",{},{"id":776,"data":777,"type":551,"tunes":781},"live-warning",{"body":778,"title":779,"variant":780},"For live-service questions, the player can have the correct client build and still experience behavior determined by current server-side configuration.","Do not equate installed version with total game state","warning",{},{"id":783,"data":784,"type":571,"tunes":786},"h-stale",{"text":785,"level":46},"The five classes of stale game advice",{},{"id":788,"data":789,"type":626,"tunes":816},"stale-table",{"content":790,"stretched":815,"withHeadings":14},[791,795,799,803,807,811],[792,793,794],"Stale-answer class","Example","Why it fails",[796,797,798],"Numeric drift","Old damage, cooldown, price, drop rate","The recommendation was calculated from obsolete values",[800,801,802],"Interaction drift","Mechanics still exist but combine differently","The rule changed while terminology stayed familiar",[804,805,806],"Content drift","Map, boss, item or quest moved\u002Fchanged","Location or progression advice no longer matches",[808,809,810],"Ruleset drift","Ranked\u002Fevent\u002Fseasonal mode changed","Advice is correct for the wrong mode",[812,813,814],"Deployment drift","Different region, platform or branch","The answer targets a build the player is not running",false,{},{"id":818,"data":819,"type":571,"tunes":821},"h-should-answer",{"text":820,"level":46},"How an AI assistant should answer patch-sensitive questions",{},{"id":823,"data":824,"type":543,"tunes":826},"p-should-1",{"text":825},"A strong answer should expose its state assumptions before giving a high-confidence recommendation.",{},{"id":828,"data":829,"type":637,"tunes":858},"weak-strong-table",{"rows":830,"title":847,"layout":626,"columns":848},[831,835,839,843],{"id":832,"label":833,"values":834},"scope","Scope",[12,12,12],{"id":836,"label":837,"values":838},"source","Source",[12,12,12],{"id":840,"label":841,"values":842},"dependency","Dependency",[12,12,12],{"id":844,"label":845,"values":846},"uncertainty","Uncertainty",[12,12,12],"Weak answer vs version-aware answer",[849,852,855],{"id":850,"label":851},"part","Part",{"id":853,"label":854},"weak","Weak answer",{"id":856,"label":857},"strong","Version-aware answer",{},{"id":860,"data":861,"type":571,"tunes":863},"h-diagnostic",{"text":862,"level":46},"The Game-State Mismatch Diagnostic",{},{"id":865,"data":866,"type":543,"tunes":868},"p-diagnostic-intro",{"text":867},"When an AI answer disagrees with what you see in-game, do not start by assuming the model hallucinated the entire topic. First test for state mismatch.",{},{"id":870,"data":871,"type":718,"tunes":892},"mismatch-flow",{"steps":872,"title":891,"orientation":717},[873,876,879,882,885,888],{"label":874,"description":875},"1. Verify your exact version","Patch, build, branch, platform and game mode.",{"label":877,"description":878},"2. Check the date of the advice","Was it written before a relevant update?",{"label":880,"description":881},"3. Identify the disputed mechanic","Stat, item, map, quest, AI behavior, reward or system rule.",{"label":883,"description":884},"4. Check current first-party evidence","Patch note, official data endpoint, build state or current in-game description.",{"label":886,"description":887},"5. Test whether only one dependency changed","The rest of the answer may still be valid even if one changed variable breaks the conclusion.",{"label":889,"description":890},"6. Recalculate instead of merely correcting one sentence","A changed variable can alter the entire recommendation.","Why does the answer disagree with my game?",{},{"id":894,"data":895,"type":571,"tunes":897},"h-latest",{"text":896,"level":46},"Why “latest” is a dangerous word",{},{"id":899,"data":900,"type":543,"tunes":902},"p-latest-1",{"text":901},"“Latest” sounds precise but often hides the actual timestamp and deployment context. Latest according to what source? Latest stable build? Latest beta? Latest region? Latest patch notes? Latest server hotfix?",{},{"id":904,"data":905,"type":543,"tunes":907},"p-latest-2",{"text":906},"For game advice, a version identifier is better than a vague freshness claim. If a version cannot be resolved, the answer should be explicitly conditional.",{},{"id":909,"data":910,"type":571,"tunes":912},"h-retrieval",{"text":911,"level":46},"Version awareness is also a retrieval problem",{},{"id":914,"data":915,"type":543,"tunes":917},"p-retrieval-1",{"text":916},"A search or RAG system can retrieve a highly relevant guide for the wrong patch. Semantic similarity does not guarantee temporal applicability.",{},{"id":919,"data":920,"type":543,"tunes":922},"p-retrieval-2",{"text":921},"Patch-sensitive retrieval should therefore rank not only by topic relevance but also by version compatibility. A perfect explanation for patch 1.8 can be a worse source than a shorter official note for patch 2.1 if the player's question depends on a changed mechanic.",{},{"id":924,"data":925,"type":930,"tunes":931},"ref-reasoning",{"url":926,"title":927,"excerpt":928,"ctaLabel":929},"https:\u002F\u002Ffigure.rocks\u002Fde\u002Fblog\u002Fwhen-gaming-ai-sounds-right-but-isn-t-the-reasoning-problem-behind-game-assistants-and-agents","When Gaming AI Sounds Right but Isn't: The Reasoning Problem Behind Game Assistants and Agents","Why fluent game advice can fail even when the language sounds convincing — and why reasoning quality must be separated from confident presentation.","Read the gaming AI reasoning article","referralArticle",{},{"id":933,"data":934,"type":571,"tunes":936},"h-template",{"text":935,"level":46},"A simple version-aware answer template",{},{"id":938,"data":939,"type":551,"tunes":943},"template-callout",{"body":940,"title":941,"variant":942},"\u003Cstrong>State:\u003C\u002Fstrong> game + patch\u002Fbuild + platform\u002Fbranch + mode\u002Fregion if relevant.\u003Cbr>\u003Cstrong>Answer:\u003C\u002Fstrong> direct recommendation.\u003Cbr>\u003Cstrong>Why:\u003C\u002Fstrong> current variables that support it.\u003Cbr>\u003Cstrong>Changed since:\u003C\u002Fstrong> relevant older behavior that no longer applies.\u003Cbr>\u003Cstrong>Unverified:\u003C\u002Fstrong> any hotfix or live-service condition that could change the answer.","Recommended answer structure","tip",{},{"id":945,"data":946,"type":571,"tunes":948},"h-change",{"text":947,"level":46},"What would change this answer?",{},{"id":950,"data":951,"type":543,"tunes":953},"p-change-1",{"text":952},"The framework becomes less necessary for games whose mechanics are effectively frozen and identical across platforms. It becomes more important as patch frequency, regional deployment, test branches and live-service tuning increase.",{},{"id":955,"data":956,"type":543,"tunes":958},"p-change-2",{"text":957},"It would also change if games exposed machine-readable, authoritative live-state metadata that assistants could resolve automatically for the player's exact environment.",{},{"id":960,"data":961,"type":571,"tunes":963},"h-limitations",{"text":962,"level":46},"Limitations",{},{"id":965,"data":966,"type":543,"tunes":968},"p-limit-1",{"text":967},"Not every game exposes public version APIs, build identifiers, live configuration or complete patch information. Some state therefore remains difficult to verify externally.",{},{"id":970,"data":971,"type":543,"tunes":973},"p-limit-2",{"text":972},"Official patch notes can also be incomplete as a model of emergent gameplay because changing one mechanic can alter strategies that were never explicitly described in the note. Version awareness improves validity; it does not eliminate the need for testing and reasoning.",{},{"id":975,"data":976,"type":571,"tunes":978},"h-conclusion",{"text":977,"level":46},"Conclusion",{},{"id":980,"data":981,"type":543,"tunes":983},"p-conclusion-1",{"text":982},"Outdated game advice is often not completely wrong. It is correct inside an expired version envelope.",{},{"id":985,"data":986,"type":543,"tunes":988},"p-conclusion-2",{"text":987},"That is why patch-aware AI needs to resolve more than the game title. It needs the version, platform or branch, relevant region and mode, and any live state the answer depends on. Once those conditions are explicit, “the AI was wrong” becomes a much more useful diagnosis: which state did it answer for, and which state are you actually playing?",{},{"id":990,"data":991,"type":571,"tunes":993},"h-faq",{"text":992,"level":46},"FAQ",{},{"id":995,"data":996,"type":995,"tunes":1019},"faq",{"items":997,"title":1018},[998,1002,1006,1010,1014],{"id":999,"answer":1000,"question":1001},"faq1","Because the model or retrieved source can preserve valid older knowledge while missing a changed stat, interaction, map, ruleset or deployment state. The answer can remain plausible even though its version assumptions expired.","Why does an AI give game advice that was correct before a patch?",{"id":1003,"answer":1004,"question":1005},"faq2","Not always. Platform, branch, region, game mode and server-side hotfixes can also matter.","Is the patch number enough to make game advice reliable?",{"id":1007,"answer":1008,"question":1009},"faq3","They may be running different builds, branches, platforms, regional deployments, modes or live-service configurations.","Why can two players on the same game get different results?",{"id":1011,"answer":1012,"question":1013},"faq4","They are authoritative evidence of documented changes, but the assistant still has to reason about how those changes affect the specific question.","Are official patch notes enough for an AI assistant?",{"id":1015,"answer":1016,"question":1017},"faq5","Give the exact game, patch or build when known, platform, branch or test realm, region if relevant, game mode and the behavior you currently observe.","What should I provide when asking AI for patch-sensitive game advice?","Patch-aware gaming AI",{},{"id":1021,"data":1022,"type":571,"tunes":1024},"h-glossary",{"text":1023,"level":46},"Glossary",{},{"id":1026,"data":1027,"type":1026,"tunes":1048},"glossary",{"title":1028,"entries":1029},"Key version-state terms",[1030,1034,1038,1040,1044],{"term":1031,"anchor":1032,"definition":1033},"Version envelope","version-envelope","The set of game-state conditions under which a piece of advice remains applicable, including version, platform, branch, region, mode and live-service state where relevant.",{"term":1035,"anchor":1036,"definition":1037},"Build","build","A particular packaged state of game content distributed at a point in time.",{"term":611,"anchor":610,"definition":1039},"A specific release channel or build line, such as default, beta or test, that can expose a different application state.",{"term":1041,"anchor":1042,"definition":1043},"Version drift","version-drift","The mismatch that appears when advice, data or reasoning assumes an older or different game state than the player is currently using.",{"term":1045,"anchor":1046,"definition":1047},"Patch-State Validity Test","patch-state-validity-test","A Figure Rocks method for checking whether game advice still applies by resolving the player's state and re-evaluating the dependencies affected by updates.",{},{"id":1050,"data":1051,"type":571,"tunes":1053},"h-sources",{"text":1052,"level":46},"Primary sources",{},{"id":1055,"data":1056,"type":1062,"tunes":1063},"src-steam-builds",{"link":1057,"meta":1058},"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbuilds",{"image":1059,"title":1060,"description":1061},{"url":12},"Valve Steamworks — Builds","Official documentation defining builds as point-in-time representations of application content and explaining how live builds are distributed.","linkTool",{},{"id":1065,"data":1066,"type":1062,"tunes":1072},"src-steam-branches",{"link":1067,"meta":1068},"https:\u002F\u002Fpartner.steamgames.com\u002Fdoc\u002Fstore\u002Fapplication\u002Fbranches",{"image":1069,"title":1070,"description":1071},{"url":12},"Valve Steamworks — Branches (Betas)","Official documentation showing that users can run specific public or private builds instead of the default branch.",{},{"id":1074,"data":1075,"type":1062,"tunes":1081},"src-riot-lol",{"link":1076,"meta":1077},"https:\u002F\u002Fdeveloper.riotgames.com\u002Fdocs\u002Flol",{"image":1078,"title":1079,"description":1080},{"url":12},"Riot Games Developer Portal — League of Legends","Official versioning guidance noting that Data Dragon versions are patch-specific and do not always equal the client version deployed in every region.",{},{"id":1083,"data":1084,"type":1062,"tunes":1090},"src-epic-blackboard",{"link":1085,"meta":1086},"https:\u002F\u002Fdev.epicgames.com\u002Fdocumentation\u002Funreal-engine\u002Fbehavior-trees-in-unreal-engine",{"image":1087,"title":1088,"description":1089},{"url":12},"Epic Games — Behavior Trees in Unreal Engine","Official documentation demonstrating how AI behavior depends on current Blackboard state rather than only static logic.",{},"2.31.6","A gaming AI can give an answer that sounds completely correct and still be wrong for the game you are actually playing. This guide explains version drift across patches, builds, beta branches, regions, modes and live-service state—and how to test whether advice still 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