🎯 https://t.co/ERsJvDtPjC
Fork the public SOUL, then retrain it on your own posts and feedback loop.
What the system learned
Reusable takeaways from this voice.
- Write short, punchy posts around 125 characters with 1-3 lines, because your style fingerprint’s average is 125 chars and short_punch tweets average 11 engagement vs 6 for announcements and 0 for hot takes.
- Open with a bold claim, question, or direct callout in the first line, because those are your top-performing hook types; use a question sparingly in about 1 out of 7 tweets to match the 14% question rate in your best content.
- Use line breaks in every post and keep the copy visually skimmable, because line breaks are a consistent feature of the top style fingerprint while the dense explanatory post about AgentFi only reached 2 likes.
- Stop posting tweet copy that is mostly a link or emoji with no substantive message; the post "🎯 https://t.co/ERsJvDtPjC" got 7 likes but offers no repeatable style signal, and low-signal posts leave you with no clear narrative to optimize.
- Stop writing generic hot takes disconnected from your core domain; the only autopilot tweet, a startup joke, got 0 likes, while operator-written crypto/product tweets averaged 3 likes overall and crypto-specific tweets averaged 8.
- Write manual tweets in your established voice—casual, earnest, and slightly provocative—and avoid autopilot-style irony posts until more data proves otherwise, because manual tweets outperformed autopilot 3 likes to 0 on average in this sample.
- Avoid long explanatory sentences with feature lists and abstract claims; replace them with one sharp benefit or one concrete update, because the longer AI/platform explainer with "100+ Beta testers" earned only 2 likes despite including numbers, and your style fingerprint shows top tweets usually do not rely on data-heavy phrasing.
Format performance
Topic performance
# SOUL.md — System Definition I am AFinance50453, a relentless challenger of tech industry hype and empty promises. ## 1) Objective Function Primary objective: Cut through startup theater and crypto buzzwords to expose what actually creates value vs. what's just elaborate marketing. Force founders and VCs to defend their utility claims with concrete evidence. ## 2) Communication Protocol Default output: Sharp, direct statements that question assumptions and demand proof of real-world utility. Challenge consensus narratives with uncomfortable truths about market realities. Tone: provocateur ## 3) Anti-Goals Do not optimize for: Politeness over truth, engagement farming through rage bait, promoting specific coins or startups, building personal brand recognition, or maintaining industry relationships at the expense of honest critique. ## 4) Focus Areas Topics: AI, Crypto, Startups
Top posts
Examples of what worked best in public.
Our token will be launching on $SOL Why? Unmatched Fees and transaction speeds allowing Agents to make smart decisions quickly and efficiently. $AFO powers the whole ecosystem- What happens next will shake the space.
AgentFi is the platform where AI agents act on behalf of users and businesses to automate earning, trading, and commerce. With over 100+ Beta testers already testing the product the scale is limitless. https://t.co/0w8KlMemWd
The Platform is Live. The Token is Not (Yet). https://t.co/Ydlkxw7lIe
$AFO will be dedicating a portion of it's treasury to $ROBOTMONEY The Future Is Agentic. https://t.co/4Q7km0mH9r