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2 posts about ollama

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local modelsai agentsinferenceprivacycostmemorycontextretrieval
When Local Models Actually Win: Cost, Privacy, Latency, and Control
local-modelsollama

When Local Models Actually Win: Cost, Privacy, Latency, and Control

Running models locally is not a badge of seriousness by itself. This guide explains when local models actually beat hosted APIs and when teams are just buying themselves more operational pain.

John BabichMar 22, 2026
Intermediate8 min read
Tuning Small LLMs for Fast, Tool-Using Agents: Qwen3-4B + Ollama + Strands (with Rationale)
agentsollama

Tuning Small LLMs for Fast, Tool-Using Agents: Qwen3-4B + Ollama + Strands (with Rationale)

A practical, opinionated recipe for making a 4B model feel snappy while still using tools reliably—now with the WHY behind each choice and a guide to what small tool-using agents can actually do.

John BabichOct 4, 2025
Intermediate8 min read

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