Latest Blog
Why Is Home Server Storage Moving Toward Workload-Aware Tiering in 2026?
Understand how workload signals place hot data on fast media, why AI changes tiering decisions, and when automation causes churn or weak recovery.
Why Is Local AI Observability Expanding Beyond GPU Utilization in 2026?
See why healthy GPU utilization can coexist with slow or wrong AI, how traces connect pipeline stages, and which signals matter on a home server.
Why Is Capability-Based Security Gaining Ground for Home AI Agents in 2026?
Learn how unforgeable capabilities reduce agent authority, why context matters beyond roles, and where revocation and confused-deputy risks remain.
Why Is Structured Output Becoming the Default for AI Agent Tool Calls in 2026?
See how schemas connect model intent to tools, why validation reduces failures, and where structured output still cannot ensure safety.
Why Is Data Lineage Becoming Essential for Private AI Answers in 2026?
Trace how lineage connects an answer to source files and transformations, why citations are not enough, and where full provenance becomes impractical.
Why Is RAG Evaluation Moving From Demo Questions to Repeatable Test Sets in 2026?
See how repeatable test sets separate retrieval and generation failures, expose regressions, and remain representative as a private library changes.
Why Is Private Search Adding Rerankers After First-Stage Retrieval in 2026?
Learn how two-stage retrieval separates recall from precision, why rerankers help private corpora, and when their latency is not worthwhile.
Best Local Coding Models for 8GB, 12GB, 16GB & 24GB VRAM
The best local coding model in 2026 depends less on the biggest model you can technically load and more on how much VRAM remains after the model starts working. For 8GB GPUs, Qwen3.5-9B at Q4 is...
