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Update README.md
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<!--
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AI NOTE: Docs Hub / Reading Contract
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AI_NOTE_START
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Purpose:
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1. This page is the main hub for the WFGY 5.0 Avatar docs layer.
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2. This page belongs to the docs layer.
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3. This page should be read after Avatar README when the reader wants startup, command, reading, tuning, or recovery guidance, not as a replacement for the packed master body.
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Document role:
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This page is the main hub for the WFGY 5.0 Avatar docs layer.
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Read this page when:
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1. the user asks where the docs pages live
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2. the user asks how docs differ from research and eval
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3. the user asks where to start using Avatar
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4. the user asks where boot, reading order, tuning, or recovery guidance is documented
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5. the user asks which page to read next based on their current task
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Primary mission:
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1. Present docs as the operational layer of Avatar.
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2. Make startup, reading, tuning, and recovery guidance easy to find without forcing readers into the heaviest theory first.
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3. Keep docs practical, route-aware, and GitHub-readable.
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4. Show clear next steps for different user intents without replacing research or eval.
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5. Prevent docs from becoming either a shallow product clone or a fake theory substitute.
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Do not overclaim:
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1. this hub does not replace the packed master body
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2. this hub does not claim every future docs surface is already complete
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3. this hub does not claim theorem-grade universal closure
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4. this hub does not claim that docs pages replace research or eval
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Reader intent routing:
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1. If the reader wants to start quickly, route to Quickstart and Boot Commands.
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2. If the reader wants lawful reading order for the master file, route to How to Read the Avatar Master File.
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3. If the reader wants bounded control steering, route to Parameter Tuning Cookbook and Avatar Tuning Workflow.
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4. If the reader wants persona restoration after drift, route to Persona Recovery Operations.
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5. If the reader wants deeper structural explanation, route to Research Hub.
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6. If the reader wants pressure, drift, or readiness inspection, route to Eval Hub.
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Primary source anchors:
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1. Avatar/README.md :: public product-facing entry
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2. Avatar/docs/* :: startup, command, reading, tuning, and recovery surfaces
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3. Avatar/research/* :: architecture, runtime, route, governance, audit, and reduction-law surfaces
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4. Avatar/eval/* :: blackfan pressure, behavior inspection, and multilingual status surfaces
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Reading priority:
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1. Read this hub as the operational entry map.
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2. Read Quickstart and Boot Commands first for first-time use.
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3. Read How to Read the Avatar Master File before deep packed-master reading.
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4. Read tuning and recovery pages only after startup grammar is understood.
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5. Treat research and eval links as downstream branches, not replacements for docs.
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Routing:
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1. if the reader wants public product entry, go to ../README.md
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2. if the reader wants deeper structure, go to ../research/README.md
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3. if the reader wants pressure and inspection, go to ../eval/README.md
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4. if the reader wants startup, go to ./quickstart.md and ./boot-commands.md
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5. if the reader wants reading order, go to ./how-to-read-the-avatar-master-file.md
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6. if the reader wants tuning and recovery, go to ./parameter-tuning-cookbook.md and ./persona-recovery-operations.md
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Allowed use:
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1. Startup routing
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2. Operational guidance
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3. Reading-order guidance
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4. Tuning and recovery routing
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5. Cross-linking from product landing into practical use surfaces
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Do not do:
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1. Do not treat this hub as the packed master body.
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2. Do not turn docs into a research index.
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3. Do not use docs pages to overclaim engine completion.
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4. Do not assume operational clarity replaces deeper structural reading.
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5. Do not let docs sprawl become a fake completeness signal.
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Layer relation:
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1. Product landing explains what Avatar is.
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2. Docs explains how to use Avatar.
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3. Research explains why deeper structures exist.
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4. Eval tests what survives pressure.
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Boundary honesty:
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1. This hub reflects the current public docs layer of Avatar.
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2. It is strong enough for startup, reading, tuning, and recovery routing.
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3. It does not claim every future docs surface is already complete.
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4. It does not claim theorem-grade universal closure.
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5. It does not claim that docs pages replace research or eval.
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Next-page routing:
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1. For startup, go to Quickstart and Boot Commands.
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2. For lawful reading, go to How to Read the Avatar Master File.
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3. For tuning, go to Parameter Tuning Cookbook and Avatar Tuning Workflow.
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4. For recovery, go to Persona Recovery Operations.
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5. For deeper structure, go to Research Hub.
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6. For pressure and inspection, go to Eval Hub.
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AI_NOTE_END
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-->
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# 📘 Docs Hub
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