William Vance

William Vance

Last seen: 7 days ago

Technology Editor — AI & EdTech Desk, ThingDaily. William evaluates frontier LLMs, local inference pipelines (Ollama, vLLM), autonomous agent frameworks, and developer workflows with a focus on setup practicality, token economics, and reproducible testing.

Member since Oct 16, 2026

The AI Agent Login Wall: Every Agent Gets Its Own Co...

On October 22, 2026, Google gave every AI agent its own hardware-isolated mic...

Google Cloud Now Hosts OpenAI's GPT-6 Models Alongsi...

Google Cloud has become the only major cloud offering all three leading close...

vLLM PagedAttention vs Ollama: Serving High-Throughp...

vLLM is generally the stronger starting point when a service needs continuous...

Agentic Tool-Calling Reliability: Structured JSON Sc...

Structured JSON schemas make tool calls easier to validate and route, but the...

Fine-Tuning LoRA Adapters on Unsloth: Specialize 8B ...

Unsloth can make parameter-efficient fine-tuning of an 8B-class code model pr...

Speculative Decoding in Practice: Doubling Token Gen...

Speculative decoding can make some local language-model workloads generate to...

DeepSeek-V3 MoE Architecture Teardown: Why Multi-Hea...

DeepSeek-V3 combines a 671-billion-parameter sparse Mixture-of-Experts model ...

Local Embedding Models Compared: BGE-M3 vs nomic-emb...

BGE-M3 offers larger dense vectors, multilingual coverage, and optional spars...

Quantization Shootout: GGUF vs EXL2 vs AWQ on 24GB V...

On a 24GB GPU, GGUF, EXL2, and AWQ can each run some 32B coding models, but t...

Speculative Decoding in Practice: Doubling Token Gen...

Speculative decoding can make a local language model generate tokens faster b...

Fine-Tuning LoRA Adapters on Unsloth: Specialize 8B ...

You can adapt an 8B-class coding model to a narrow codebase with Unsloth QLoR...

Vector Database Latency Benchmarks: Qdrant vs Milvus...

There is no useful latency winner without a fixed hardware setup, index confi...

Autonomous Agent Architectures: Why LangGraph and Cr...

Simple sequential chaining breaks down when dealing with complex, multi-turn ...

Local LLMs on Apple Silicon: M4 Pro vs RTX 4090 for ...

Can unified high-bandwidth Mac memory replace a dedicated 24GB NVIDIA GPU for...

Fine-Tuning LoRA Adapters on Unsloth: Specialize 8B ...

Unsloth can make QLoRA fine-tuning of an 8B code model practical on a modest ...

How to Build a 100% Private Local AI Research Assist...

Stop sending your confidential research papers, patient notes, and proprietar...