Edge MLOps Pipelines for Industrial IoT: 2026 Production Architecture
Production-grade edge MLOps pipeline for industrial IoT — training, packaging, OTA delivery, drift detection, and rollback under network constraints.
vLLM Cost Economics: 2026 Deep Dive on $/Million Tokens
A practical 2026 deep dive on vLLM cost economics — KV cache, paged attention, speculative decoding, and dollar-per-million-tokens math.
Time-Series Forecasting at the Edge: 2026 Production Patterns
Production patterns for time-series forecasting at the edge — Chronos-Bolt, TimesFM, TFT, quantization, and real-world latency budgets.
Carbon Footprint of Industrial AI Inference: 2026 Living Benchmark
A living 2026 benchmark of the carbon and energy cost of industrial AI inference — at the edge, in regional clouds, and per business outcome.
SGLang vs vLLM vs TensorRT-LLM: 2026 Inference Benchmark
Reproducible 2026 benchmark of SGLang, vLLM, and TensorRT-LLM — throughput, p50/p99, KV cache utilization, and when each wins.
Kling O1 (Updated 2026): Unified AI Video Model for Editing
How Kling O1's unified architecture solves AI video consistency and editing — pipeline, comparison to Sora, prompt patterns, production limits.
LLM Tool Calling Determinism: Production Patterns That Work (2026)
Patterns to make LLM tool calls deterministic in production — JSON schema enforcement, validators, retries, and when constraint decoding actually pays off.
LangGraph DeltaChannel: Long-Running Agent Pattern (2026)
LangGraph v1.2 DeltaChannel slashes checkpoint overhead on long agent threads — the pattern, the wire-format change, and when to migrate from full snapshots.
Agent Framework Benchmark: LangGraph, OpenAI SDK, Google ADK (2026)
Benchmark of four agent frameworks — LangGraph, OpenAI Agents SDK, Google ADK, CrewAI — across latency, durability, and tool-orchestration patterns.
LLM Tokenization Deep Dive: BPE, SentencePiece, Tiktoken (2026)
How LLM tokenizers really work — BPE, SentencePiece, Tiktoken, vocab design, multilingual gotchas, and why your token count drives your bill.