Deep dives into artificial intelligence tools, practical guides, and expert perspectives on the technologies shaping tomorrow.
15 articles found in AI Infrastructure
The classic Ollama + Continue.dev + DeepSeek-Coder stack is outdated: Continue is unmaintained, and a strong local coding model now fits on one 24GB card. Here is the current zero-telemetry stack and the honest compliance case.
incident.io Investigations, Datadog Bits, PagerDuty SRE Agent, and Google SecOps TIN compared on the only thing that matters in incident analysis: does every conclusion trace to evidence you can click and check?
What private AI really requires: local inference, local storage, no content telemetry. How Ollama, LM Studio Bionic, Jan, GPT4All, and AnythingLLM stack up in October 2026, a realistic sensitive-document RAG setup on modest hardware, and the honest verdict on when going local is worth it.
LLM routers promise to cut your AI bill by routing each prompt to the cheapest capable model. Here is the real October 2026 tool landscape (OpenRouter, LiteLLM, Not Diamond, Martian, RouteLLM), the savings math with actual per-token prices, and the prompt-cache arithmetic that made one company delete its own router.
Cohere Embed 5 pairs a premium Pro tier with a cheaper Fast tier inside a single shared embedding space, so you embed the corpus once and run every query at $0.08 per 1M tokens. A practical guide to the pricing, storage math, benchmark caveats, and when not to switch.
A PocketOS-style 9-second outage is what happens when an agent with over-scoped credentials meets no approval gate. Here is the threat model, the layers that stop an agent acting externally, from LangGraph interrupts to Claude Code permissions to MCP 2026-07-28 scopes and Akuity's control plane, and a six-step setup recipe.
Pick Ollama, LM Studio or llama.cpp, check what your memory can hold with one rule of thumb, and run your first local model in about 10 minutes.
A plain-English guide to Supabase acquiring Turso and launching Compute: what shipped at Select 2026, what is production-ready, and what AI agent builders should adopt now or wait on.
A vector database stores embeddings and finds the stored items nearest to a query by meaning. Here is how embeddings, distance metrics and HNSW indexes work, and a rule for choosing exact search, pgvector or a dedicated store.
NVIDIA pairs OpenShell, an Apache 2.0 secure runtime with kernel-level sandboxing and YAML policy, with Sentry, an out-of-band BlueField-4 watchdog - here is what each layer does and how to start.
OpenRouter revealed that the Space Bunny Alpha stealth model is MiniMax M3.1 Flash. The free launch ended Oct 22, 2026 at 12:00 UTC, and the base slug now costs $0.15 in and $0.60 out per million tokens.
Airplane mode is the honest test. Here is what on-device AI actually does today: offline summaries, OCR, transcription, and search on Apple, Android, and Windows, and what still quietly phones home.
