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| ## The Memory and Context Problem | ||
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| Traditional AI coding assistants face a fundamental limitation: they lose context between code iterations. They also are not designed for adhoc work where the expectation is the code should run from start to finish. This creates several challenges for data-heavy ML workflows: |
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I would find it very helpful to have this problem explained with an example. The same example could then be used to show how much better the AI agent works when the MCP Jupyter Server is enabled. Happy to collaborate, maybe making a little video about this!
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Updated the text with a little more context and included a link to a video. LMK what you think!
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angiejones
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Jun 30, 2025
angiejones
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Co-authored-by: Angie Jones <jones.angie@gmail.com>
Co-authored-by: Angie Jones <jones.angie@gmail.com>
dwyatte
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A few suggestions throughout to make more clear the interactivity (prefer that over "ad-hoc") and decrease use of "the AI" (more of a personal preference, can take it or leave it)
Co-authored-by: Dean Wyatte <2512762+dwyatte@users.noreply.github.com>
Co-authored-by: Dean Wyatte <2512762+dwyatte@users.noreply.github.com>
Co-authored-by: Dean Wyatte <2512762+dwyatte@users.noreply.github.com>
Co-authored-by: Dean Wyatte <2512762+dwyatte@users.noreply.github.com>
Co-authored-by: Dean Wyatte <2512762+dwyatte@users.noreply.github.com>
Co-authored-by: Dean Wyatte <2512762+dwyatte@users.noreply.github.com>
Co-authored-by: Dean Wyatte <2512762+dwyatte@users.noreply.github.com>
Co-authored-by: Dean Wyatte <2512762+dwyatte@users.noreply.github.com>
Co-authored-by: Dean Wyatte <2512762+dwyatte@users.noreply.github.com>
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I'm closing this for now since it is in draft and not been updated for more than two weeks. can always reopen |
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Reopened now that we have all the materials. Should be ready for final review |
angiejones
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Aug 5, 2025
Co-authored-by: Angie Jones <jones.angie@gmail.com>
angiejones
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Aug 5, 2025
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* 'main' of github.com:block/goose: Changed app settings configuration form to match settings panels (#3829) Tell the user to hit compact (#3851) Pin @mcp-ui/client in package.json (#3860) blog for mcp-jupyter server (#3059) docs: Adding dev.to Tutorial & Update CLI Component (#3828) Detect client disconnects and cancel tool calls (#3782) Suppress ansi with pipes (#3775) Fix leaky env variable causing flaky test (#3761) Update gemini error msg (#3847) Generic retry and error parsing (#3558) Clear the current line on ctrl-c in line with other tools (#3764) chore: upgrade morph to use new model with instruction (#3745) add CODEOWNERS file with /documentation owners (#3840)
michaelneale
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* main: fix: replace glob/grep tool with shell (#3834) docs: Add Youtube Link to dev.to tutorial (#3869) Changed app settings configuration form to match settings panels (#3829) Tell the user to hit compact (#3851) Pin @mcp-ui/client in package.json (#3860) blog for mcp-jupyter server (#3059) docs: Adding dev.to Tutorial & Update CLI Component (#3828) Detect client disconnects and cancel tool calls (#3782) Suppress ansi with pipes (#3775)
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…-files * upstream/main: (150 commits) fix: replace glob/grep tool with shell (block#3834) docs: Add Youtube Link to dev.to tutorial (block#3869) Changed app settings configuration form to match settings panels (block#3829) Tell the user to hit compact (block#3851) Pin @mcp-ui/client in package.json (block#3860) blog for mcp-jupyter server (block#3059) docs: Adding dev.to Tutorial & Update CLI Component (block#3828) Detect client disconnects and cancel tool calls (block#3782) Suppress ansi with pipes (block#3775) Fix leaky env variable causing flaky test (block#3761) Update gemini error msg (block#3847) Generic retry and error parsing (block#3558) Clear the current line on ctrl-c in line with other tools (block#3764) chore: upgrade morph to use new model with instruction (block#3745) add CODEOWNERS file with /documentation owners (block#3840) Token counting in Auto-compact uses provider metadata (block#3788) docs: Add YouTube link to Git MCP Tutorial (block#3831) feat: more robust client initialization for the app (block#3830) Build app bundles on release branches always (block#3789) fix param order of debug_conversation_fixer (block#3796) ... # Conflicts: # crates/goose-mcp/src/developer/mod.rs
kathawthorne
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…e-editable-displayable-title * upstream/main: (134 commits) fix: optimise reading large file content (block#3767) fix: replace glob/grep tool with shell (block#3834) docs: Add Youtube Link to dev.to tutorial (block#3869) Changed app settings configuration form to match settings panels (block#3829) Tell the user to hit compact (block#3851) Pin @mcp-ui/client in package.json (block#3860) blog for mcp-jupyter server (block#3059) docs: Adding dev.to Tutorial & Update CLI Component (block#3828) Detect client disconnects and cancel tool calls (block#3782) Suppress ansi with pipes (block#3775) Fix leaky env variable causing flaky test (block#3761) Update gemini error msg (block#3847) Generic retry and error parsing (block#3558) Clear the current line on ctrl-c in line with other tools (block#3764) chore: upgrade morph to use new model with instruction (block#3745) add CODEOWNERS file with /documentation owners (block#3840) Token counting in Auto-compact uses provider metadata (block#3788) docs: Add YouTube link to Git MCP Tutorial (block#3831) feat: more robust client initialization for the app (block#3830) Build app bundles on release branches always (block#3789) ...
michaelneale
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* main: (33 commits) fix: optimise reading large file content (#3767) fix: replace glob/grep tool with shell (#3834) docs: Add Youtube Link to dev.to tutorial (#3869) Changed app settings configuration form to match settings panels (#3829) Tell the user to hit compact (#3851) Pin @mcp-ui/client in package.json (#3860) blog for mcp-jupyter server (#3059) docs: Adding dev.to Tutorial & Update CLI Component (#3828) Detect client disconnects and cancel tool calls (#3782) Suppress ansi with pipes (#3775) Fix leaky env variable causing flaky test (#3761) Update gemini error msg (#3847) Generic retry and error parsing (#3558) Clear the current line on ctrl-c in line with other tools (#3764) chore: upgrade morph to use new model with instruction (#3745) add CODEOWNERS file with /documentation owners (#3840) Token counting in Auto-compact uses provider metadata (#3788) docs: Add YouTube link to Git MCP Tutorial (#3831) feat: more robust client initialization for the app (#3830) Build app bundles on release branches always (#3789) ...
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