Architecture, engineering methods, and domain practice across realtime systems, AI-native applications, and temporal intelligence—reproducible, deployable, and governable.
A systematic overview of flagship AI models — OpenAI GPT-5.6, Google Gemini 3.5 Flash, Anthropic Claude Fable 5, xAI Grok 4.3, Meta Llama 4 Scout, and DeepSeek V4 — covering architecture, pricing, and strategic positioning.
Read more →Reading notes on Gao et al. (2026): HCAI/HAII vision, HJCS–ATSA–SSU theory stack, hierarchical hHCAI methods, and applications in driving, aviation, and trust.
Read more →Summary of Kia et al. (2022): WRF passive-tracer flux for old/new pits and tailings pond in northern Canada, with MLP/GBR/XGB/SVM operational surrogates (R² > 0.8).
Read more →Reading notes on Otsuka et al. (2026): human vs agent identity asymmetry, OAuth/SPIFFE/MCP limits, five structural gaps, and the declaration–observation–confidence model.
Read more →Summary of Dey et al. (2021): IoT sensor network plus hybrid CNN-LSTM to forecast working-face MHQI and goaf methane, outperforming standalone CNN/LSTM.
Read more →Summary of Li et al. (2023): ARIMA (3,1,0) for linear trends, LSTM on residuals for nonlinear gas dynamics, validated on 803 face corner data.
Read more →Summary of Wang et al. (2023): CiteSpace bibliometrics, multi-field coupling review, and complexity-science governance elements for underground coal fires.
Read more →Summary of Tao et al. (2026): 3D similarity experiments and COMSOL thermal-fluid-solid modeling of fracture–oxygen feedback in coalfield fires.
Read more →Summary of Tang et al. (2019): stress-fracture mechanism, two-indicator zoning, and targeted grouting for gas–spontaneous combustion coupling in deep mines.
Read more →Summary of Demirkan et al. (2022): CFD-trained modified LSTM for explosive methane zone prediction along the longwall face in near real time.
Read more →Summary of Shi et al. (2024): stationarity checks, LSTM–Transformer fusion, and hyperparameter search for inflow series.
Read more →Summary of Luo et al. (2024) in EMA: temperature and wind as LSTM covariates for hourly methane at seven Alberta monitoring stations.
Read more →Summary of Lin et al. (2024) in RESS: multifactor RFECV, Bi-LSTM series modeling, and implications for ventilation and drainage design.
Read more →Summary of Kumari et al. (2021): seven-gas UMAP reduction, LSTM forecasting, and fire/explosibility indices in sealed zones.
Read more →Summary of Liang et al. (2020): data cleaning, bidirectional GRU, and Adamax optimization for mine gas concentration series.
Read more →Reference layers, orchestration, memory, RAG pipelines, governance, observability, and evolution from copilot to governed autonomy—AI-native as systems design, not a chat wrapper.
Read more →Human–AI collaboration, uncertainty representation, and appropriate reliance—a framework beyond chat boxes and spinners.
Read more →Contracts, consistency, transport, fan-out, presence, ordering, reconnect, and backpressure—designing production realtime stacks beyond “use WebSocket.”
Read more →Package topology, feature boundaries, state scopes, navigation, data layers, platform seams, testing, and evolution—from single app to multi-team monorepo.
Read more →Layer boundaries, consistency, WebSocket gateways, and observability—a production-oriented Spring Boot + Redis + MySQL architecture note.
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