Production engineering reference
Architecture Guides
Decision-oriented architectures with evidence boundaries, alternatives, failure modes, operational checklists, and connected practice.
Agent Interoperability: Unifying Agent Protocol & Model Context Protocol (MCP)
Architecting enterprise agent control planes: bridging Agent Protocol REST/SSE execution lifecycles with Model Context Protocol multi-server tool, resource, and prompt federation.
AI Hardware Accelerators & Compute Architecture
A deep dive into NVIDIA H100/H200, AMD MI300X, and Google TPU v5p hardware architectures, HBM3e memory bandwidth, NVLink interconnects, and Roofline model execution.
AI Observability and Incident Response
A telemetry and response architecture for tracing model, retrieval, tool, policy, quality, cost, and user-outcome failures.
The Engineering Guide to Blockchain Architecture, Verifiable Computation & Decentralized AI
A comprehensive reference guide on blockchain state, EVM execution, smart contract security, Layer-2 rollups, EIP-4844 blobs, ZK-SNARKs/STARKs, RISC-V zkVMs, zkML inference, decentralized GPU compute, and secure autonomous on-chain AI agents.
Cost and Reliability Engineering
A control system for optimizing cost per successful task while preserving quality, latency, safety, capacity, and fallback behavior.
GPU Hardware Architecture, CUDA Optimization & LLM Inference Infrastructure
Production reference architecture guide covering NVIDIA H100/H200/B200 GPU hardware microarchitectures, TFLOPS/AIFLOPS precision math, TPS/TTFT/TPOT/MBU performance metrics, CUDA kernel optimization, and AI Infrastructure Engineering roles.
Deep Research & Autonomous Agent Swarms Reference Architecture
Production architecture blueprint for multi-query research decomposition, iterative web crawling, evidence synthesis, agent swarm topologies, scratchpad state isolation, and Postgres checkpointing.
AI Engineering Foundations: The 5 Paradigms, State Space Search, and Neuro-Symbolic Architecture
Architectural synthesis comparing the 5 foundational AI paradigms (Symbolic, Probabilistic, Connectionist, Evolutionary, and Hybrid Neuro-Symbolic)—tracing classical state space search, heuristic admissibility, and MCTS directly to modern inference-time compute rollouts, constrained logit masking, and deterministic agent control planes.
Governed Agent Architecture
A bounded agent control plane for state, tool authorization, delegated credentials, approvals, verification, recovery, and audit.
GraphRAG & Entity-Knowledge Networks Reference Architecture
Production architecture blueprint for GraphRAG pipelines—covering entity-relation extraction, community detection, sub-graph summarization, and hybrid graph-vector retrieval.
LangGraph & Deep Agents Reference Architecture
Production architecture blueprint for multi-agent supervisor routing, Pregel state isolation, Postgres checkpointer persistence, human-in-the-loop breakpoints, and failure defenses.
LLM Evaluation Control Plane
An evaluation architecture connecting capability claims, versioned datasets, deterministic checks, validated graders, release gates, and production outcomes.
Long-Context Attention: Ring Attention, RoPE Frequency Scaling & Quantized KV-Caches
Engineering million-token context windows: circular peer-to-peer Ring Attention, 2D rotary embedding extrapolation (YaRN & NTK-aware), and FP8/FP4 KV-cache memory budgeting.
Model Serving Capacity Planning
A workload-first method for sizing accelerators, KV cache, admission, batching, redundancy, autoscaling, and failure reserve.
Multi-Tenant AI Data Isolation
An end-to-end isolation architecture spanning identity, retrieval, caches, tools, prompts, traces, evaluations, exports, and deletion.
The Engineering Guide to Ontologies in Software, AI, and Data Systems
A comprehensive guide on ontology engineering—analyzing formal triples, W3C standards (RDF/OWL/SHACL), Domain-Driven Design integration, enterprise Data Mesh virtualization, and Neuro-Symbolic GraphRAG.
Production RAG Reference Architecture & Retrieval Pipeline Guide
Production architecture blueprint for multi-stage RAG pipelines—covering chunking strategies, hybrid search fusion (RRF math), cross-encoder re-ranking, vector database indexing, and evaluation guardrails.
Quantization Frontiers & Hardware Execution Guide
A production guide for FP8, INT4, AWQ, GPTQ, and Unsloth model quantization, scaling factors, and Tensor Core GEMM kernel execution on H100 and A100 GPUs.
RLHF, PPO & GRPO: Reasoning Alignment & Policy Optimization Post-Training
Mathematical foundations of Actor-Critic PPO vs. critic-free Group Relative Policy Optimization (GRPO), verifiable rule-based reward engineering, and actor-critic memory budgeting for reasoning models.
Secure Tool Execution
An execution boundary for untrusted model proposals, typed validation, authorization, credentials, sandboxing, egress, approvals, and verification.
Speculative Decoding & Multi-Head Speculation: High-Throughput Autoregressive Serving
Deconstructing draft model speculative decoding, Medusa/Eagle tree-based speculative heads, parallel candidate verification kernels, lossless rejection sampling, and memory bandwidth scaling.
SuperAgent Harness & Sandboxed Execution Architecture Teardown
Production reference architecture teardown of sandboxed SuperAgent execution harnesses—analyzing Docker container isolation, declarative SKILL.md dynamic parsing, bash guardrails, and durable state persistence.