Sloppify

ideas/learning-knowledge/explain-codebase-onboarder.md

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+# "Explain This Codebase" Onboarder
+
+Automatically generate onboarding documentation for new repositories, including architecture overview, setup steps, and contribution map.
+
+## Problem
+Joining a new codebase is slow when critical context is distributed across docs, commits, and unwritten team knowledge.
+
+## Core capabilities
+- Detect project structure, key services, and dependency boundaries.
+- Generate a newcomer guide: how to run, debug, and test locally.
+- Identify important code paths for common tasks and incidents.
+- Create role-specific onboarding paths for backend, frontend, or ops.
+
+## MVP scope
+- Repository scan with language-aware parsing.
+- Onboarding markdown output with linked file references.
+- Refresh docs automatically on major structural changes.
+
+## Success criteria
+- Reduced time to first meaningful contribution.
+- Fewer repetitive onboarding questions in team channels.
+
+## Stretch ideas
+- Interactive onboarding checklist with progress tracking.
+- Team-specific glossary extraction from code and docs.

ideas/learning-knowledge/research-paper-summarizer.md

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+# Research Paper Summarizer
+
+Ingest papers from arXiv links or PDFs and produce structured summaries with methodology, findings, limitations, and practical takeaways.
+
+## Problem
+Research is dense and time-consuming to parse, making it hard to extract what matters for real projects.
+
+## Core capabilities
+- Parse PDFs and metadata into machine-readable structure.
+- Summarize abstract, method, experiments, and conclusions separately.
+- Extract risks, assumptions, and reproducibility notes.
+- Compare multiple papers on the same topic.
+
+## MVP scope
+- arXiv URL and local PDF ingestion.
+- Structured output template with citation links.
+- Save summaries to markdown knowledge base.
+
+## Success criteria
+- Faster literature review cycles.
+- Better decision quality when selecting approaches.
+
+## Stretch ideas
+- Generate implementation checklists from papers.
+- Alert when new papers match tracked themes.

ideas/learning-knowledge/spaced-repetition-study-agent.md

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+# Spaced Repetition Study Agent
+
+Transform raw study notes into spaced-repetition cards and schedule reviews at optimal intervals for long-term retention.
+
+## Problem
+Most notes are never revisited effectively, causing fast forgetting despite significant study effort.
+
+## Core capabilities
+- Extract concepts and question-answer pairs from notes.
+- Generate flashcards with difficulty ratings.
+- Schedule reviews using adaptive spaced-repetition algorithms.
+- Send reminders and track retention performance.
+
+## MVP scope
+- Markdown note ingestion.
+- Card generation with human edit pass.
+- Daily review queue and retention analytics.
+
+## Success criteria
+- Higher recall over longer periods.
+- Consistent review habit with manageable daily workload.
+
+## Stretch ideas
+- Speech quiz mode for active recall while walking.
+- Cross-topic linking to reinforce related concepts.