Ollama: Context Handling Gets Serious
Three separate pull requests tighten up how Ollama manages context length and memory across runners, while the community integrations list grows with three new README additions.
Duration: PT2M39S
Episode overview
This episode is a short developer briefing from Ollama.
It explains recent repository work in plain language.
- Show: Ollama
- Published: 2026-09-06T13:01:12Z
- Audio duration: PT2M39S
Transcript excerpt
This excerpt keeps the crawler page concise. Listen to the episode or use the RSS feed for the full update.
Good day, and welcome to Ollama's briefing for September sixth, twenty twenty-six.
Today's biggest signal: context length is finally being treated as a hard contract, not a suggestion, across multiple parts of the stack.
Start with the MLX runner. PR eighteen thousand two sixty-one fixes a real bug — the runner was accepting a requested context size but only using it for reporting, while quietly launching with a different, unenforced limit. Now the scheduler's chosen context gets passed straight into the subprocess and enforced…
The same theme shows up from a different angle in PR eighteen thousand two seventy-one. When Ollama renders a prompt with a Go-based renderer and hands it to llama-server's raw completion endpoint, llama-server has no way to mark where the user's turn starts — meaning hybrid or recurrent architectures like Qwen…
Rounding out the memory story, PR eighteen thousand two sixty-five gives operators control over the llama-server prompt cache. Previously that cache defaulted to eight gigabytes per runner with no way to change it, and Ollama's memory reporting treated a fully offloaded model as VRAM-only — understating real host…
Together, these four PRs point to the…
Nearby episodes from Ollama
- Weekly Recap - MLX Hardens as a First-Class Engine
- Codex Integration Push and Schema Hardening
- Structured Output Meets Speculative Decoding
- Hardening the MLX Engine and Fixing What Feeds the Scheduler
- MLX Grows Up, Model Intent Gets Respected
- Runner Reliability and a Documentation Cleanup Wave
- Proxy Fix and a Documentation Cleanup Sweep
- Weekly Recap - Claude Desktop Integration & MLX Engine Maturity