FoxyPulse
Choose a Batch Inference Workload by Its Deadline
Batch processing belongs to work that can wait. Start with the completion deadline and recovery plan instead of moving interactive requests into a cheaper queue.
PRACTICAL PLAYBOOKS
Practical AI guides
Actionable walkthroughs for local AI deployment, cloud inference scaling, VRAM allocation, agent workflows, and API cost control.
Grok 4.6 in Microsoft Copilot: Excel Financial Modeling & High-Volume Token Economics Tested
Empirical benchmark of Grok 4.6 integration into enterprise Microsoft 365 Copilot: TTFT, TPS latency measurements, complex Excel formula accuracy, and why power users are migrating to BYOK token…
An LLM Retry Budget Prevents a Cheap Request Becoming an Expensive Loop
A retry policy needs a limit and a reason. Treat every repeated model call as additional work that must justify its cost.
Cold Cache and Warm Cache LLM Tests Need Separate Results
AI-created series illustration. A cache-friendly benchmark can conceal the experience of a first request. Record cold and warm paths separately when evaluating a repeated prompt workflow. Describe the…
Test-Time Compute & Inference Scaling Laws: The New Frontier of Reasoning AI
How test-time compute is replacing pre-training scaling laws. Detailed analysis of inference-time search, Monte Carlo Tree Search, verifier models, and dynamic thinking budgets in o3-mini and Claude 3.7.
NVIDIA RTX 5090 Local LLM Hardware Guide: 32GB GDDR7 Sizing, Quantization & Benchmarks
Complete hardware engineering guide for running local open-weights LLMs on the NVIDIA GeForce RTX 5090. 32GB GDDR7 bandwidth, 70B quantization sizing, KV cache calculation, and tokens/sec throughput.
Build an LLM Cost Ledger That Includes Failed Requests
AI-created series illustration. The useful unit in an LLM budget is accepted work. Build a small ledger that includes unsuccessful requests before comparing providers or announcing savings. Define…
August 2026 Open-Weight License Matrix
Apache 2.0 (Qwen3.8-27B) vs MIT (GLM-5.3-Flash) vs revenue-share traps on Qwen3.8-Max open dumps. Legal is part of procurement.
Gemini 3.7 Flash Introductory Pricing: Budget the January 2027 Rate
Google’s Gemini API pricing page lists a time-limited standard rate for Gemini 3.7 Flash. The useful planning question is whether your workload remains affordable at the published January…
Local Inference Engine Battle: vLLM vs Ollama vs llama.cpp vs SGLang (Throughput, TTFT, and Concurrency in 2026)
n Author: FoxyPulse AI Systems & Infra Group | Benchmarking Lead: M. Chen, Inference Optimization Engineer n Evaluated Engines: vLLM 0.6.2, Ollama 0.3.12, llama.cpp (b3650), SGLang 0.3.0 |…
Verified AI Compute & Privacy
Deploying AI models locally or in the cloud?
Protect local endpoints, API keys, and remote cluster connections with audited zero-logs security.