Ollama
Ollama v0.40.11 adds local speech output on macOS, with an OpenAI-compatible audio endpoint.
A side-by-side editorial comparison of GitHub Copilot and Khoj — release velocity, themes, recent moves, and the top alternatives to consider.
Copilot adds GPT-6.1 Terra as a cheaper agentic default and makes assisted permissions GA.
Copilot ships on two tracks at weekly-or-faster cadence: models and agent surfaces on one, enterprise controls and reporting on the other. On October 26 the agent side moved: GPT-6.1 Terra went GA as a lower-cost model for everyday agentic and terminal work, and assisted permissions, where Copilot helps decide on its own command and file-access requests, went GA across the CLI, the Copilot app and VS Code. The week before was dominated by reporting: usage metrics that name custom agents and MCP servers, outside-tool usage, and industry benchmarks.
Khoj gave its assistant long-term memory, then started winding down its own cloud.
The 2.0 beta line is doing two things at once. In February it gave Khoj long-term memories, moving the assistant from per-conversation context to knowledge that persists across sessions. Six weeks later it began deprecating Khoj cloud — a banner warning hosted users, and the subscribe option removed from the web app's settings page. The same release upgraded the web app to Next.js 15 and fixed the research agent stopping earlier than it should.
Copilot ships on two tracks at weekly-or-faster cadence: models and agent surfaces on one, enterprise controls and reporting on the other. On October 26 the agent side moved: GPT-6.1 Terra went GA as a lower-cost model for everyday agentic and terminal work, and assisted permissions, where Copilot helps decide on its own command and file-access requests, went GA across the CLI, the Copilot app and VS Code. The week before was dominated by reporting: usage metrics that name custom agents and MCP servers, outside-tool usage, and industry benchmarks.
GitHub is pairing more autonomy for agents with more visibility for admins. Cheaper agentic models and fewer permission prompts make long-running agent sessions practical, while the model policy API and itemized usage metrics give enterprises the controls to allow them. Copilot also keeps following developers into third-party tools and chat apps.
Expect the November 16 model retirements already announced and further model additions tiered by cost; with assisted permissions GA, admin policy over what agents may run unprompted is the likely next control.
The 2.0 beta line is doing two things at once. In February it gave Khoj long-term memories, moving the assistant from per-conversation context to knowledge that persists across sessions. Six weeks later it began deprecating Khoj cloud — a banner warning hosted users, and the subscribe option removed from the web app's settings page. The same release upgraded the web app to Next.js 15 and fixed the research agent stopping earlier than it should.
Khoj is consolidating around the self-hosted product and the model layer beneath it, and stepping back from running the hosted service. Model support has been broadening steadily — Gemini Pro 3, Minimax M2, Nano Banana image editing, configurable fallback models with admin-set priority — while Stability AI image generation was dropped. The client work follows the same logic: Obsidian batch sync, file query filter autocomplete, reference copying, all aimed at people running their own instance against their own files.
With subscriptions already disabled and a deprecation banner live, the next step for the hosted service is a shutdown date. The entries stop in late March 2026, so whether 2.0 has left beta since is not visible here.
Other ai-assistants products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either GitHub Copilot or Khoj.
Ollama v0.40.11 adds local speech output on macOS, with an OpenAI-compatible audio endpoint.
Claude Duet opens a proactive-agent app to Pro and Max, the first move after the 5.5 rollout.
opencode's feed goes quiet after V2 took over, with only CI and animation tags.
DocsBot publishes an e-commerce case study while waiting for its November launch week.
Baseten now auto-revokes API keys unused for 30 days, tightening a plan announced at 90.
Dify 1.18 lets Agents pick the next workflow branch and adds a CLI for building apps.
See all GitHub Copilot alternatives → · See all Khoj alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. GitHub Copilot is currently shipping more aggressively (velocity 8.8 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. GitHub Copilot is currently shipping more aggressively (velocity 8.8 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other ai-assistants products to evaluate alongside.
Top GitHub Copilot alternatives in ai-assistants are ranked by recent ship velocity. Browse the "GitHub Copilot alternatives" section above for the current picks, or visit /alternatives/github-copilot for the full list with editorial commentary on each.
Top Khoj alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Khoj alternatives" section above for the current picks, or visit /alternatives/khoj for the full list with editorial commentary on each.