Production engineering reference
Architecture Guides
Decision-oriented architectures with evidence boundaries, alternatives, failure modes, operational checklists, and connected practice.
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.
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.
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.
Secure Tool Execution
An execution boundary for untrusted model proposals, typed validation, authorization, credentials, sandboxing, egress, approvals, and verification.
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.