Content Summarization
The Problem: Information Overload
Section titled “The Problem: Information Overload”If you follow 30 RSS feeds, you might see 50–200 new articles every day. No one can read all of that. The result is RSS guilt, an inbox full of unread items that makes you feel behind.
Content summarization solves this by letting you skim faster and read only what matters.
How It Will Work
Section titled “How It Will Work”When enabled, SparkFeed’s AI will automatically generate a 2–4 sentence summary of each new article as it’s fetched.
Article fetched → Full content extracted → AI summarization → Summary stored in DBThe summary appears in the article list view, below the title, so you can decide in 5 seconds whether the article is worth reading in full.
The Reading Flow
Section titled “The Reading Flow”Current flow (without AI):
- See a headline
- Open the article
- Skim for 30–60 seconds
- Decide if it’s worth reading
- Read or close
Future flow (with AI summaries):
- See a headline + 3-sentence AI summary
- Decide in 5 seconds
- Read the full article if interested, or mark as read
This is the difference between reading reactively and reading intentionally.
Morning Briefing
Section titled “Morning Briefing”Beyond per-article summaries, SparkFeed will offer a Morning Briefing, a single digest generated once a day:
Your Morning Briefing: April 14, 2026
Tech: React 20 was announced with major performance improvements to the concurrent renderer. Microsoft shipped Copilot Studio updates. GitHub Actions added native ARM support.
Business: Sam Altman wrote about long-term AI alignment strategy. Sequoia published their annual state of the venture market report.
Design: Figma released Variables 2.0. Linear shipped a major UI refresh.
This briefing is generated locally using the articles already in your database, so no data leaves your machine.
AI Provider Options
Section titled “AI Provider Options”SparkFeed will support multiple AI providers, so you can choose based on your preferences and privacy needs:
| Provider | Privacy | Cost | Quality |
|---|---|---|---|
| Local (Ollama) | Maximum | Free | Good |
| OpenAI API | Shares data | Pay-per-use | Excellent |
| Anthropic API | Shares data | Pay-per-use | Excellent |
| Groq API | Shares data | Free tier | Fast |
Configuration (Planned)
Section titled “Configuration (Planned)”# .env: future AI configurationAI_PROVIDER=ollama # or openai, anthropic, groqAI_MODEL=llama3.2 # model name for the chosen providerOPENAI_API_KEY=sk-... # only if provider is openaiAI_SUMMARIZATION=true # enable/disable auto-summarizationAI_BRIEFING_TIME=07:00 # time to generate the daily briefing