Action-centric intelligence from GPT-Pro deep review
Preflight overhaul
- ProxyScores: 9 algorithm-aligned signals (reply, quote, profile_click, follow_author, share_via_dm, share_via_copy_link, dwell, media_expand, negative_risk)
- GoalScores: per-goal scoring (replies, quotes, shares, follows, impressions 0-100)
- Context-aware analysis: AnalyzeContext with media, reply mode, target text
- Full analysis persisted in SQLite for learning loop
Reply intelligence
- ReplyStyle classifier (Question, DataPoint, Counterpoint, Anecdote, Humor, Agreement)
- Unified
record_published_post() ingest from post, thread, and scheduler
reply_outcomes SQL view for reply ROI analysis
Engagement intelligence
- Unified Opportunity scorer for recommend + feed
- Adaptive follower band replaces fixed thresholds (2x-20x your size)
- Feed sorted by opportunity score, not just age
- Reasons explaining why each target was recommended
Agent UX
- Measurement coverage in agent-info (measurable/proxy/blind signals)
- Workflow handoffs (post->metrics, analyze->post, recommend->reply)
- Expanded config check (6 subsystems)
- Config set key validation with typo suggestions
- Pattern observations in reports
Install
brew tap 199-biotechnologies/tap && brew install xmaster
# or
cargo install xmaster
