Ollama: Smart Caching and Better User Experience
Today brings exciting performance improvements with smart caching snapshots for long prompts, plus thoughtful user experience enhancements. The team focused on making Ollama more reliable for heavy workloads while polishing the developer experience with better VS Code integration and helpful context length warnings.
Duration: PT4M7S
Episode overview
This episode is a short developer briefing from Ollama.
It explains recent repository work in plain language.
- Show: Ollama
- Published: 2026-03-27T10:11:09Z
- Audio duration: PT4M7S
Transcript excerpt
This excerpt keeps the crawler page concise. Listen to the episode or use the RSS feed for the full update.
Hey there, fellow developers! Welcome back to another episode of the Ollama podcast. I'm so excited to chat with you today about what's been happening in our favorite local AI toolkit. Grab your coffee because we've got some really cool updates to dive into!
So yesterday and today have been absolutely buzzing with activity - we're talking seven merged pull requests and a bunch of additional commits that are really moving the needle on performance and user experience. The story today is all about making Ollama smarter and more user-friendly, and I think you're going to…
Let's start with the star of the show - Jesse Gross has been working on some seriously impressive caching improvements. The big one is this new periodic snapshot feature for the MLX runner. Here's the thing - if you've ever worked with really long prompts, you know the pain of having to reprocess everything from…
But Jesse wasn't done there! There are also some really smart improvements to the eviction and LRU tracking system. Instead of updating all snapshots along a path, it now only updates the ones actually used during processing. This makes the cache much more accurate at deciding what to keep and what to toss…
Now…
Nearby episodes from Ollama
- Tokenizer Love and Better Model Support
- Legacy Compatibility and Developer Experience Wins
- Smoothing the Launch Experience
- Fixing the Inconsistencies That Matter
- VS Code Integration Takes Center Stage
- Precision Revolution - New Float Formats and Testing Powerhouse
- MLX Performance Breakthrough and Smarter Caching
- Nvidia Partnership Takes Center Stage