{"id":1944,"date":"2026-07-18T06:07:54","date_gmt":"2026-07-18T13:07:54","guid":{"rendered":"http:\/\/macdaddy4sure.ai\/?p=1944"},"modified":"2026-07-18T06:07:54","modified_gmt":"2026-07-18T13:07:54","slug":"_augmentedintelligence-system-map","status":"publish","type":"post","link":"http:\/\/macdaddy4sure.ai\/index.php\/2026\/07\/18\/_augmentedintelligence-system-map\/","title":{"rendered":"_AugmentedIntelligence System Map"},"content":{"rendered":"\n<p>High-level operator\/developer map for _AugmentedIntelligence v11 (typed<\/p>\n\n\n\n<p>commands). Not a replacement for source code \u2014 first place to look when deciding<\/p>\n\n\n\n<p>what to run, configure, train, or extend.<\/p>\n\n\n\n<p><strong>RL hub:<\/strong> ReinforcementLearning.md (ReinforcementLearning.md)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Core Runtime<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SpeechCommands.cpp \/ AugmentedActions* route typed and spoken commands.<\/li>\n\n\n\n<li>DeveloperExtensibility.cpp registers discoverable command patterns.<\/li>\n\n\n\n<li>Settings.*, SettingsMySQL.* store local and MySQL settings.<\/li>\n\n\n\n<li>Sockets.*, Networking*, WebServer.*, remote command modules provide<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; local\/network control.<\/p>\n\n\n\n<p>Common checks:<\/p>\n\n\n\n<p><em>[text]<br><\/em>settings show<br>socket status<br>developer commands<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Agents And Autonomy<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AgentRuntime.* \u2014 native, Lua-backed, and spreadsheet simple agents.<\/li>\n\n\n\n<li>RSIAgent.* + lua_scripts\/RSI-*.lua \u2014 recursive self-improvement loops.<\/li>\n\n\n\n<li>HumanAgent.*, DesktopSupportAgent.*, CyberneticAgent.*,<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; WindowsServerAgentFleet.*, Application Support agents.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Executive Functions.* \u2014 multi-step plans (plan \u2026 \/ executive \u2026) used by<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; RSI and Minecraft RL for high-level setup (not frame motor control).<\/p>\n\n\n\n<p><em>[text]<br><\/em>docs\/AGENT_ORCHESTRATION.md<br>docs\/SimpleAgents.md<\/p>\n\n\n\n<p>RSI + executive:<\/p>\n\n\n\n<p><em>[text]<br><\/em>rsi agent goal &lt;text&gt;<br>rsi agent plan status|detail|sync|next<br>rsi agent on profile StrategicOnly dry run<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Reinforcement Learning<\/h2>\n\n\n\n<p><strong>Start here:<\/strong> ReinforcementLearning.md (ReinforcementLearning.md)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Substrate<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Module<\/strong><\/td><td><strong>Role<\/strong><\/td><\/tr><tr><td>RLCore, RLAlgorithms, RLExplore<\/td><td>Transitions, algorithms, exploration\/shields<\/td><\/tr><tr><td>RLFeatures<\/td><td>Top-level rl \u2026 dispatch (curriculum, real, net, cartpole, life)<\/td><\/tr><tr><td>RLCurriculumOrchestrator<\/td><td>Domain catalog + synthetic smoke<\/td><\/tr><tr><td>RLDeployment, RLReal, RLRealEnvs<\/td><td>Real-world stages and gates<\/td><\/tr><tr><td>RLDistributed<\/td><td>Remote\/deep training hooks<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">In-process neural (MathNN)<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Module<\/strong><\/td><td><strong>Role<\/strong><\/td><\/tr><tr><td>MathNN, MathNNLayers, MathNNFeatures<\/td><td>Dense nets, layers, nn commands<\/td><\/tr><tr><td>RLNeural<\/td><td>DQN, dueling, A2C, bandit, hierarchical, multi-head, reward\/world models<\/td><\/tr><tr><td>RLAgentNet<\/td><td>Per-agent registry: enable\/mode\/save\/load\/q\/loss\/feedback<\/td><\/tr><tr><td>MathNNAgentBridge, MathNNIntegration<\/td><td>Agent profiles + vision\/speech features<\/td><\/tr><tr><td>LifeRL<\/td><td>Advisory life-domain policies<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><em>[text]<br><\/em>docs\/MathNN.md<br>docs\/LifeRL.md<br>docs\/RLCurriculum.md<br>docs\/RLDomains.md<br>docs\/GamingRL.md<br>docs\/DrivingRL.md<br>docs\/KnowledgeRL.md<br>docs\/CHILD_PSYCHOLOGY_PARENTING_RL.md<\/p>\n\n\n\n<p>Quick checks:<\/p>\n\n\n\n<p><em>[text]<br><\/em>nn demo<br>rl cartpole 50<br>rl net status<br>rl curriculum smoke all 8 96<br>life rl smoke all 8<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Minecraft<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Native: MineCraft.*, MinecraftDQN.*, MinecraftClientController.*,<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; MinecraftSpigotBridge.*, MinecraftTextureVision.*<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Server: minecraft_spigot_plugin\/ (TCP JSON-lines bridge)<\/li>\n\n\n\n<li>Control: Spigot actions, RCON fallback, optional client keyboard\/mouse<\/li>\n\n\n\n<li>Learning: tabular + MathNN (minecraft dqn net \u2026 \/ rl net enable minecraft)<\/li>\n\n\n\n<li>Planning: minecraft dqn plan \u2026 (Executive Functions; setup steps only)<\/li>\n<\/ul>\n\n\n\n<p><em>[text]<br><\/em>docs\/MinecraftIntegration.md<br>docs\/MinecraftPluginOperations.md<br>docs\/MinecraftPluginTrainingGuide.md<br>minecraft_spigot_plugin\/README.md<\/p>\n\n\n\n<p><em>[text]<br><\/em>minecraft bridge start<br>minecraft dqn plan on<br>minecraft dqn goal mine iron_ore<br>minecraft dqn net on<br>minecraft dqn train 1000<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Gaming And Game-Mod Bridges<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GamingRL.*, GamingSimulation.*, GamingStrategyRL.*<\/li>\n\n\n\n<li>GameModBridge.* + game_mods\/ (Source, Quake, GMod, Civilization)<\/li>\n<\/ul>\n\n\n\n<p><em>[text]<br><\/em>docs\/GamingRL.md<br>docs\/GamingRLFPS.md<br>docs\/GameModBridges.md<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Perception And Multimodal I\/O<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Vision\/screen: Computers.*, Vision.*, SpatialAwareness.*,<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; DepthOccupancyEstimator.*, PerceptionBus.*, VisualAidGenerator.*<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Audio\/speech: SpeechRecognition.*, SpeechSynthesis.*, GoogleSpeech.*,<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; Whisper*, Sound.*, Android audio ingest<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLM And Model Serving<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Routing: LLMOrchestration.*, Large Language Models*, LocalModelRegistry.*<\/li>\n\n\n\n<li>TF\/TRT\/TFLite: TFModels.*, TFServe.*, Tensorflow.*, TensorRT.*<\/li>\n\n\n\n<li>Generative: GenerativeModels.* \u2014 see docs\/GenerativeImages.md<\/li>\n\n\n\n<li>llama.cpp notes: docs\/llama_cpp_cpu_ram_cuda.md<\/li>\n\n\n\n<li>ML life templates: MLApp.*, MLAppFeatures.* \u2014 ML_APPLICATIONS.md<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Filesystem Inventory (Windows + MySQL)<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>FileSystemUpdate.* \u2014 background thread scanning configured <strong>roots<\/strong><\/li>\n\n\n\n<li>Tracks add\/modify\/remove; optional MySQL tables in ai_settings<\/li>\n\n\n\n<li>Commands: fs start, fs add, fs scan, fs mysql init|sync|status<\/li>\n<\/ul>\n\n\n\n<p><em>[text]<br><\/em>docs\/FileSystemUpdate.md<\/p>\n\n\n\n<p><em>[text]<br><\/em>fs mysql init<br>fs add D:\/ai_training<br>fs start 120<br>fs scan<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Desktop, Windows, And Adobe<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>windows_integration\/ PowerShell catalogs<\/li>\n\n\n\n<li>Adobe bridges (Premiere, Photoshop, Illustrator, After Effects, \u2026)<\/li>\n\n\n\n<li>Desktop automation: DesktopSupportAgent.*, ComputerBot.*, Computers.*,<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; mouse\/keyboard modules (always dry-run first)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Robotics And Simulation<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ROS.*, OpenClaw bridges, robot curriculum entries<\/li>\n\n\n\n<li>Physics\/game simulators via RL curriculum smoke (non-actuating)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Knowledge, Memory, And Reasoning<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Memory: Working \/ Short-Term \/ Long-Term, episodic embedders<\/li>\n\n\n\n<li>Reasoning: Thought.*, fallacy\/bias modules, ReasoningEngine.*<\/li>\n\n\n\n<li>Executive planning: Executive Functions.* (plan create|next|detail)<\/li>\n\n\n\n<li>Knowledge RL: claim labeling + reward models<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Safety And Policy<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ethics.*, EthicsActionClassifier.*, SafetyEthicsTrust.*<\/li>\n\n\n\n<li>docs\/RiskMitigationPlan.md, docs\/EnterprisePolicy.md<\/li>\n\n\n\n<li>Kill-switch \/ safe-mode via networking features<\/li>\n\n\n\n<li>High-stakes domains (medical, legal, finance, parenting, live bots): **smoke<\/li>\n<\/ul>\n\n\n\n<p>&nbsp; and dry-run first**; human approval before live actuation<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Extensibility<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lua in RSI and agents (ai_* globals)<\/li>\n\n\n\n<li>Plugin SDK: docs\/Plugin-SDK.md<\/li>\n\n\n\n<li>Developer patterns: docs\/Developer-Extensibility.md<\/li>\n\n\n\n<li>Command catalog seeding in AugmentedActions* \/ SeedCatalog<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Build And Test<\/h2>\n\n\n\n<p>Project files (must list every new .cpp\/.hpp):<\/p>\n\n\n\n<p><em>[text]<br><\/em>_AugmentedIntelligence.vcxproj<br>_AugmentedIntelligence.vcxproj.filters<\/p>\n\n\n\n<p>Isolated math\/NN tests (MinGW, no full deps):<\/p>\n\n\n\n<p><em>[powershell]<br><\/em>.\/tests\/run_math_tests.ps1<br>.\/tests\/run_all_tests.ps1&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # math + bridges + fuzzer + batch<br>.\/tests\/run_all_tests.ps1 -CompileGate # + MSVC SelectedFiles gate<\/p>\n\n\n\n<p><em>[text]<br><\/em>tests\/README_MATH_TESTS.md<br>docs\/Testing.md<br>docs\/DearImGuiFeatures.md&nbsp;&nbsp; # ImGui dashboard panels (GuiDashboard)<br>docs\/PluginBridges.md&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # Plugin SDK host + unified bridges<br>docs\/RemoteCUDA.md&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # Remote CUDA client + worker<br>docs\/EnvironmentVariables.md # ENV vars and defaults<br>docs\/MathDE.md<\/p>\n\n\n\n<p>GUI: launch &#8211;gui; View menu layouts; Ctrl+K palette; Math Lab \/ Bridges \/ Ops strip via GuiDashboard.cpp.<\/p>\n\n\n\n<p>Plugins\/bridges: plugins list, bridge status, bridge replay minecraft tests\/fixtures\/&#8230;, builtins greet \/ bridgekit \/ mathkit \/ creokit \/ blenderkit \/ c4dkit \/ reasonkit \/ weatherkit.<\/p>\n\n\n\n<p><strong>Reasoning hygiene:<\/strong> offline fallacy\/bias heuristics + optional deep LLM (fallacy check, bias check, reasoning audit, reasoning equilibrium) \u2014 ReasoningFallacyBias.md (ReasoningFallacyBias.md).<\/p>\n\n\n\n<p><strong>Weather \/ storm \/ quake:<\/strong> Open-Meteo + NWS + USGS (weather now, storm watch, earthquake recent) \u2014 WeatherHazards.md (WeatherHazards.md).<\/p>\n\n\n\n<p><strong>Body equilibrium:<\/strong> body *, day brief, watchdesk \u2014 BodyEquilibrium.md (BodyEquilibrium.md).<\/p>\n\n\n\n<p><strong>NeMo (NVIDIA):<\/strong> nemo rails check|chat, profiles mock\/guardrails\/nim \u2014 NemoIntegration.md (NemoIntegration.md).<\/p>\n\n\n\n<p><strong>TF train from C++:<\/strong> tftrain ways|pipeline|finetune|native \u2014 TFTrainCpp.md (TFTrainCpp.md).<\/p>\n\n\n\n<p><strong>Creative desk:<\/strong> creative status|dry-run fans out Creo\/Blender\/C4D.<\/p>\n\n\n\n<p><strong>Cognitive layers:<\/strong> attention \/ curiosity \/ drives stack (layers, attention, curiosity) \u2014 CognitiveLayers.md (CognitiveLayers.md), MathNN+RL map CognitiveLayersMathNNRL.md (CognitiveLayersMathNNRL.md).<\/p>\n\n\n\n<p><strong>Command from chat:<\/strong> neural hybrid suggest (suggest \u2026, do \u2026) \u2014 CommandSuggest.md (CommandSuggest.md).<\/p>\n\n\n\n<p><strong>Discovery \u2192 WordPress:<\/strong> journal + post every discovery (discovery seed|post|wordpress on) \u2014 DiscoveryWordPress.md (DiscoveryWordPress.md).<\/p>\n\n\n\n<p><strong>Space Engineers<\/strong> is the Minecraft RL successor (se smoke, se rl \u2026, bridge :8766) \u2014 see SpaceEngineersRL.md (SpaceEngineersRL.md).<\/p>\n\n\n\n<p><strong>Creo Parametric<\/strong> CAD bridge (creo profiles|demo|param|recipe|selftest, bridge start creo) \u2014 CreoIntegration.md (CreoIntegration.md).<\/p>\n\n\n\n<p><strong>Blender<\/strong> + <strong>Cinema 4D<\/strong> DCC bridges (blender \/ c4d, bridge start blender|c4d) \u2014 BlenderCinema4DIntegration.md (BlenderCinema4DIntegration.md).<\/p>\n\n\n\n<p><strong>Tensor builds:<\/strong> Release-GPU-AVX2-Tensor \/ Release-GPU-AVX512-Tensor enable AI_USE_TENSORRT \u2014 see BuildConfigurations.md (BuildConfigurations.md) \u00b7 TensorRT.md (TensorRT.md).<\/p>\n\n\n\n<p><strong>CUTLASS fa\u00e7ade:<\/strong> cutlass status|bench|check \u2014 see Cutlass.md (Cutlass.md).<\/p>\n\n\n\n<p><strong>Semantic vectors:<\/strong> GloVe + Wikipedia\/Wiktionary MySQL \u2014 see SemanticVectors.md (SemanticVectors.md).<\/p>\n\n\n\n<p>Recommended verification:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Compile touched C++ (MSVC) or tests\/run_compile_gate.ps1.<\/li>\n\n\n\n<li>Run tests\/run_math_tests.ps1 when touching Math\/NN\/DE cores.<\/li>\n\n\n\n<li>Status\/dry-run before bridges or actuation; use tests\/fixtures\/** for protocol shapes.<\/li>\n\n\n\n<li>Checkpoint before long training.<\/li>\n\n\n\n<li>Prefer synthetic rl curriculum smoke before real domains.<\/li>\n\n\n\n<li>Import tests\/eval_tasks_seed.sql for EvalHarness pass-rate tracking.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">Documentation Index (selected)<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Topic<\/strong><\/td><td><strong>Path<\/strong><\/td><\/tr><tr><td>System map (this file)<\/td><td>docs\/AugmentedIntelligenceSystems.md<\/td><\/tr><tr><td>RL hub<\/td><td>docs\/ReinforcementLearning.md<\/td><\/tr><tr><td>MathNN<\/td><td>docs\/MathNN.md<\/td><\/tr><tr><td>Life RL<\/td><td>docs\/LifeRL.md<\/td><\/tr><tr><td>RL curriculum<\/td><td>docs\/RLCurriculum.md<\/td><\/tr><tr><td>Minecraft training<\/td><td>docs\/MinecraftPluginTrainingGuide.md<\/td><\/tr><tr><td>Filesystem + MySQL<\/td><td>docs\/FileSystemUpdate.md<\/td><\/tr><tr><td>Sample workflows<\/td><td>AugmentedIntelligence_Sample_Workflows.md (repo root)<\/td><\/tr><tr><td>Install (Windows)<\/td><td>docs\/Windows-Install.md<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Version note<\/h2>\n\n\n\n<p>Updated for MathNN multi-learner registry, Life RL, unified rl dispatch,<\/p>\n\n\n\n<p>Minecraft\/RSI executive planning hooks, and MySQL-backed filesystem inventory<\/p>\n\n\n\n<p>(2026).<\/p>\n","protected":false},"excerpt":{"rendered":"<p>High-level operator\/developer map for _AugmentedIntelligence v11 (typed commands). Not a replacement for source code \u2014 first place to look when deciding what to run, configure, train, or extend. RL hub: ReinforcementLearning.md (ReinforcementLearning.md) Core Runtime &nbsp; local\/network control. Common checks: [text]settings showsocket statusdeveloper commands Agents And Autonomy &nbsp; WindowsServerAgentFleet.*, Application Support agents. &nbsp; RSI and Minecraft [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1944","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts\/1944","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/comments?post=1944"}],"version-history":[{"count":1,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts\/1944\/revisions"}],"predecessor-version":[{"id":1945,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/posts\/1944\/revisions\/1945"}],"wp:attachment":[{"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/media?parent=1944"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/categories?post=1944"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/macdaddy4sure.ai\/index.php\/wp-json\/wp\/v2\/tags?post=1944"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}