Systems
Version-pinned architecture analysis with explicit verified, inferred, and conceptual evidence. Interactive inspectors open on FullStack AI Hub, where these breakdowns support the engineering curriculum.
- system breakdown/VERIFIED: 2026-08-07
Inside Autonomous Agentic Code Editor: AST Indexing, Diff Generation, and Sandbox Verification
A commit-pinned examination of autonomous agentic code refactoring architectures detailing tree-sitter AST symbol indexing, unified diff generation, and isolated sandbox execution loops.
[18 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside Apache Kafka Partition Storage & Zero-Copy Engine
An evidence-audited, 20-diagram interactive system breakdown tracing sequential commit log append (.log, .index, .timeindex), Linux sendfile() zero-copy page cache transfers, Producer RecordAccumulator memory pools, Consumer Group Cooperative Rebalancing, and KRaft quorum leader fencing.
[30 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside Apple MLX Framework & Unified Memory Engine
An evidence-audited, 20-diagram interactive system breakdown tracing Apple MLX framework Unified Memory Architecture (UMA) zero-copy CPU/GPU buffer sharing, C++ Metal lazy evaluation graph compilation, SIMD group quantized weight unpacking, FlashAttention fast kernels, and multi-Mac distributed array parallel execution.
[28 MIN]Access - system breakdown/VERIFIED: 2026-07-29
Inside Chatwoot: The 20-Diagram Enterprise Architecture & AI Copilot Master Blueprint
An evidence-audited, 20-chapter interactive system breakdown deconstructing Chatwoot's multi-channel Webhook ActionController ingress, Sidekiq background job queues, PostgreSQL ACID transactions, ActionCable WebSocket Pub/Sub broadcasting over Redis, 3-tier memory RAG integration, Vue.js reactive state architecture, and AI ActionService Copilot streaming execution engine.
[45 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside Anthropic Claude Computer Use: Vision Tokenization & Agent Sandboxing
A commit-pinned examination of screen vision tokenization, OS input tool execution, zero-trust container sandboxing, PII redaction guardrails, and subagent IPC protocols.
[22 MIN]Access - system breakdown/VERIFIED: 2026-07-29
Inside CrewAI Multi-Agent Task Execution & Memory Orchestration Engine
An evidence-audited, 4-chapter interactive system breakdown deconstructing CrewAI's Hierarchical Manager planning pipeline, 3-tier RAG memory architecture (ChromaDB vector embeddings + SQLite entity knowledge graphs), ReAct worker agent execution loops with Pydantic tool sandboxing, and structured TaskOutput validation pipelines.
[32 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside DeepSeek V3 / R1: MLA, DeepSeekMoE & GRPO Reasoning
A commit-pinned examination of Multi-Head Latent Attention, auxiliary-loss-free DeepSeekMoE, DualPipe overlap, FP8 tile quantization, and GRPO self-correction reasoning loops.
[18 MIN]Access - system breakdown/VERIFIED: 2026-08-08
Inside DeerFlow 2.0: ByteDance SuperAgent Architecture & LangGraph Execution Engine
A production teardown of DeerFlow 2.0—analyzing supervisor routing, sandboxed Docker execution, declarative SKILL.md parsing, deep research pipelines, and Postgres durable checkpointing.
[22 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside Kubernetes Control Plane & Envoy Service Mesh
An evidence-audited, 20-diagram interactive system breakdown tracing API Server admission controllers, etcd watch multiplexing, Kube-Scheduler scoring loops, Controller Manager reconciliation, Envoy xDS dynamic configuration, and mTLS certificate renewal.
[25 MIN]Access - system breakdown/VERIFIED: 2026-07-29
Inside LangGraph Agentic StateGraph & Cyclic Persistence Engine
An evidence-audited, 4-chapter interactive system breakdown deconstructing LangGraph's Pregel execution engine, TypedDict channel reducers (add_messages), state checkpointer serialization (MemorySaver/PostgresSaver), human-in-the-loop time-travel state rewinds, and multi-agent supervisor subgraphs.
[35 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside Local LLM Inference: GGUF Quantization, FlashInfer Kernels & RadixTree KV Reuse
An evidence-audited, 20-diagram interactive system breakdown tracing GGUF super-block quantization (Q4_K_M, IQ4_XS), SIMD & FlashInfer CUDA kernel dequantization, SGLang RadixTree prefix caching, speculative decoding verification loops, and NUMA-aware CPU/GPU memory offloading.
[28 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside NVIDIA CUTLASS & Tensor Core GEMM Engine
An evidence-audited, 20-diagram interactive system breakdown tracing NVIDIA CUTLASS C++ template architecture, 4-level tile hierarchy (Global to Shared to Warp to Thread registers), asynchronous global memory copy (cp.async) pipelines, Tensor Core MMA (Matrix Multiply-Accumulate) PTX assembly execution, mainloop epilogue activation fusion, and dynamic grid swizzling for multi-GPU GEMM workloads.
[28 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside OpenAI Codex: TUI, App Server, and Execution Boundaries
A commit-pinned examination of the documented Codex rich-client protocol, terminal event loop, approval exchange, and platform sandbox boundary.
[14 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside PyTorch Autograd Engine & Distributed Data Parallel (DDP)
An evidence-audited, 20-diagram interactive system breakdown tracing PyTorch dynamic autograd computational graph construction, C++ backward engine execution, DistributedDataParallel (DDP) Ring AllReduce gradient synchronization, bucket communication overlap, and DeepSpeed ZeRO-3 memory partitioning.
[28 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside Qiskit & Variational Quantum Circuit Simulator
An evidence-audited, 20-diagram interactive system breakdown tracing Qiskit C++ Aer Gate Simulator statevector array representation, Quantum Circuit Transpilation DAG optimization passes, Parameterized Quantum Circuit (PQC) variational binding, Parameter Shift Rule exact analytical gradient evaluation, and Zero-Noise Extrapolation (ZNE) quantum error mitigation.
[28 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside Triton Inference Server & Dynamic Batching Engine
An evidence-audited, 20-diagram interactive system breakdown tracing Triton C++ Model Repository Manager dynamic loading, Dynamic Batch Scheduler ingress queuing (max_batch_size, max_queue_delay), Business Logic Scripting (BLS) ensemble execution, Multi-Instance CUDA IPC shared memory, and Prometheus metrics telemetry.
[28 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside vLLM v0.10.2: AsyncLLM, Scheduling, KV Cache, and Model Execution
A commit-pinned examination of the vLLM V1 request path, scheduler, KV-cache manager, and GPU model runner without generalizing benchmarks.
[18 MIN]Access - system breakdown/VERIFIED: 2026-07-21
Inside vLLM PagedAttention & Chunked Prefill Engine
An evidence-audited, 20-diagram interactive system breakdown tracing vLLM BlockAllocator virtual KV cache memory block management, PagedAttention CUDA kernel non-contiguous VRAM lookup, Chunked Prefill prompt co-scheduling, CUDA Graph decode execution, and Grouped-Query Attention (GQA) memory bandwidth optimization.
[28 MIN]Access