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.
Claude 4.6 Agent Tool Use Patterns for Production (2026)
Production-ready agent patterns with Claude 4.6 — parallel tool calls, planning, memory, error recovery, and when sub-agents beat single-agent loops.
Kling AI: The Video Model Taking on Sora and Veo (2026)
Kling AI video model from Kuaishou — architecture, capabilities vs Sora and Veo 3, pricing, real production use cases, and where Kling still falls short.
Emergent Abilities in LLMs: What Scales, What’s a Mirage (2026)
Emergent abilities in LLMs — what truly emerges with scale, what is a benchmark mirage, and what the 2026 evidence shows about emergence vs measurement.
Mixture-of-Experts (MoE) LLM Architecture Explained (2026)
Mixture-of-Experts LLM architecture explained — routing, sparse activation, load balancing, expert parallelism, and the real serving trade-offs.
KV Cache Optimization for LLM Inference: A Deep Dive
KV cache optimization for LLM inference — PagedAttention, quantization, prefix caching, and eviction, with the memory math behind each technique.
NVIDIA L4 + VMware for AI Inference (2026 Update)
NVIDIA L4 on VMware vSphere for AI inference, updated for 2026 — vGPU vs passthrough, sizing, L4 vs L40S, and a reference deployment with the cost math.