Alcide2007/hn-time-capsule
🕰️ Analyze Hacker News from a decade ago to uncover predictions and insights, evaluating comments with an LLM for deeper understanding and context.
What's novel
🕰️ Analyze Hacker News from a decade ago to uncover predictions and insights, evaluating comments with an LLM for deeper understanding and context.
Code Analysis
6 files read · 5 roundsA CLI pipeline that fetches Hacker News frontpage articles and comments from a specific date, constructs detailed LLM prompts asking for hindsight analysis with grades, calls the OpenAI API, parses the grades from responses, and renders an HTML summary.
Strengths
The prompt engineering is genuinely thoughtful with well-structured sections, explicit formatting requirements for programmatic parsing, and a clear analytical framework. The fetching layer has reasonable retry logic, content-type validation, and graceful degradation when articles can't be fetched.
Weaknesses
The entire 57KB application lives in a single file with no modularity, no tests, and inconsistent HTTP client usage (mixing requests and urllib). The README is severely misleading, describing a GUI desktop application with buttons and icons when the code is a CLI pipeline script.
Score Breakdown
Signal breakdown
Innovation
Craft
Traction
Scope
Evidence
Commits
20
Contributors
2
Files
9
Active weeks
3
Repository
Language
Python
Stars
1
Forks
0
License
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