Agentic Pipeline

connecting...
Overview
Settings

Suggest a Tweet

Submitted!

Recent Posts

▶ Logs

Bookmarks
keep.md fetch + filter
→
Learnings
extract insights via LLM
→
Patterns
engagement analysis
▼
LLM Generation
style + patterns + learnings → Claude
▼
Validation
publishability + similarity + topic gate
▼
Post to X
browse automation
→
Collect Metrics
likes, RTs, impressions
→
↻ Next Cycle
feeds back into patterns
Output types: long-form · quote tweet · reply
Click any node to jump to its settings
Style Profiles▶
These are the X accounts whose voice is analyzed and used as few-shot examples in every generation. The first profile is the primary voice. Click Refresh to re-analyze a profile (collects latest tweets and generates a new style analysis).

Loading profiles...

Bookmarks▶
Only process bookmarks from this date onward
Bookmarks fetched per cycle
Chars per bookmark in prompts
Used for learning extraction
Chars per bookmark in learning
Bookmark content must match at least one of these
Saved
Generation▶
X accounts whose style influences content generation
Attempts to generate a publishable draft before giving up
Saved
Style & Knowledge▶
Your voice and style guide — fed to every LLM call
Saved
Engagement patterns — auto-generated from your metrics, editable
Saved
Key insights extracted from bookmarks — auto-updated each cycle
Saved
Filtering▶
Tweets must contain one of these keywords to qualify for a quote tweet
0.5
Higher = stricter dedup. Posts above this similarity to recent posts are rejected.
Saved
Engagement Thresholds▶
Tweet needs this many likes to be quoted
OR this many RTs
Mention needs this many likes to get a reply
Saved
Volume & Schedule▶
Pages of timeline to scan
Seconds between consecutive posts in a single cycle
Saved
Prompt Templates▶
The exact instructions sent to Claude at each stage. Edit to change tone, structure, or rules. Placeholders are filled at runtime with your live data. Clear a field to revert to the built-in default.
{handle} {style} {patterns} {learnings_context} {bookmark_context} {recent_context} {lf_min} {lf_max}
{handle} {style} {target_author} {target_likes} {target_retweets} {target_text} {q_min} {q_max}
{handle} {style} {target_author} {target_followers} {target_likes} {target_text} {r_min} {r_max}
{text}
Saved