Pipeline to load Stanford GloVe word embeddings, sample Wikipedia abstracts and Wiktionary glosses into MySQL, and build document semantic vectors (mean of in-vocab GloVe tokens, L2-normalized). Runtime lookup lives in SemanticVectors.*. Quick start [powershell]# 1) Download GloVe + wiki/wt samples + import MySQL + export C++ cache.\tools\semantic_vectors\run_pipeline.ps1 ` -MysqlHost 127.0.0.1 -MysqlUser root -MysqlPassword “” ` […]
Scientific Computing Lua Scripts
The scientific computing scripts live in lua_scripts: [text]lua_scripts/Scientific-Computing.lualua_scripts/Scientific-Computing-Lab.lua Run the default demo: [text]simple script execute lua_scripts/Scientific-Computing.lua Run the workflow/report script: [text]simple script execute lua_scripts/Scientific-Computing-Lab.lua Modes Scientific-Computing.lua supports: [text]SCI_MODE=demoSCI_MODE=selftestSCI_MODE=reportSCI_MODE=csvSCI_MODE=linearSCI_MODE=statsSCI_MODE=numericsSCI_MODE=signal Scientific-Computing-Lab.lua supports: [text]SCI_LAB_MODE=allSCI_LAB_MODE=regressionSCI_LAB_MODE=odeSCI_LAB_MODE=signalSCI_LAB_MODE=csvSCI_LAB_MODE=selftest Inputs Common environment variables: [text]SCI_DATA=0,1,0,-1,0,1,0,-1SCI_X=1,2,3,4,5SCI_Y=2,4,5,4,5SCI_MATRIX=3,2;1,2SCI_VECTOR=5,5SCI_CSV_PATH=data.csvSCI_REPORT_FILE=working_memory/scientific_computing_report.txtSCI_LAB_REPORT_FILE=working_memory/scientific_computing_lab_report.txtSCI_IMPORT_REPORT=1SCI_LAB_IMPORT=1 Capabilities The module exports _G.ScientificComputing, scientific_computing_status(), scientific_computing_selftest(), and scientific_computing_report() for other Lua scripts.
RL Domains And Systems
This document is the map of the reinforcement-learning surface in _AugmentedIntelligence. It explains the shared RL infrastructure, the domain modules, the training/deployment ladder, and the commands used to inspect or run the systems. For MathNN details, see docs/MathNN.md. For the live curriculum catalog, see docs/RLCurriculum.md. Big Picture The RL stack has three layers: algorithms, […]
RL Curriculum Orchestrator
RLCurriculumOrchestrator connects the RL domains that were split across the project and the expanded RL domain catalog: Knowledge RL, Gaming RL, game and physics simulation, robot/Gazebo simulation, cybersecurity, Windows operations, software build/test, research, healthcare, tutoring, parenting, finance, stocks, commerce, operations, infrastructure, legal, policy, manufacturing, creative workflows, productivity, IoT, fleet maintenance, call-center support, ROS/robot hooks, and […]
_AugmentedIntelligence Risk Mitigation Plan
This document turns the current project risks into concrete engineering controls. It is intentionally project-specific: each control points at an existing subsystem, test fixture, policy file, or implementation area in this repository. Operating Principle The highest-value path is to stabilize the core loop first: [text]Perception -> Working Memory -> Semantic Memory -> Agent Reasoning -> […]
Remote CUDA — Implementation
Remote GPU offload for _AugmentedIntelligence: multi-worker pool, session tensors, async jobs, hybrid matmul, GUI ops strip, and a Python worker. ENV defaults: EnvironmentVariables.md (EnvironmentVariables.md) Components Piece Path Client RemoteCuda.hpp / RemoteCuda.cpp Worker tools/remote_cuda_worker.py Device placement MathNNDevice kind remote HA RPC compat HardwareAcceleration::RemoteInfer + /infer GUI Ops strip summary via _RemoteCuda::OpsStripSummary Commands cuda remote … (also […]
Reinforcement Learning in _AugmentedIntelligence
This is the operator hub for RL: what exists, how pieces fit together, and which docs/commands to use first. Related maps: Doc Focus AugmentedIntelligenceSystems.md (AugmentedIntelligenceSystems.md) Whole-app system map RLCurriculum.md (RLCurriculum.md) Domain catalog, smoke tests, deployment ladder RLDomains.md (RLDomains.md) Expanded domain catalog detail MathNN.md (MathNN.md) In-process neural nets + rl net / learners LifeRL.md (LifeRL.md) Advisory […]
Fallacy & Bias Checks
Educational reasoning hygiene for _AugmentedIntelligence: offline heuristics always, optional deep LLM batteries, and a link into coping / body equilibrium when flag counts spike. Modes Mode How Cost Fast (default) ReasoningHeuristic.hpp pattern detectors No LLM Deep fallacy on / bias on then check/audit, or reasoning audit deep Many LLM calls FallacyCheck / BiasCheck always run […]
RealityConstruct
Voxel “construct” world: sparse grid, CoreProtect-style event log, entities, CPU ray-march with CUDA hybrid path. Commands [text]reality construct statusreality construct set x y z [type]reality construct fill x0 y0 z0 x1 y1 z1 [type]reality construct get x y zreality construct undo [n]reality construct rollback [actor] [seconds] [radius]reality construct history [n]reality construct entity list|add|removereality construct camera […]
Program State Portal (PHP / HTML / CSS)
Unified web UI for as much live program + RL state as possible. Chat features (graphs, IIS/PHP, discovery): ChatSession-Features.md (ChatSession-Features.md) · PhpGraphs.md (PhpGraphs.md) · BrainstormIntegrations.md (BrainstormIntegrations.md) Pieces Piece Role ProgramStatePortal.cpp Aggregates all GetStatus() / dashboards into JSON C:/_AugmentedIntelligence/web_portal/state.json Snapshot file (default) program_web_portal/ PHP + CSS + Chart.js UI Optional HTTP :8790 Native mini file server […]