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Your Favorite Indie Developer Spreading Aloha, not hate. justbuildnow.com itsmemory.com goodlooks.me Knolia.org/welcome

123 following89 followers

The Creator

danejw is your go-to indie developer spreading positivity and creativity through their passion projects and engaging content. With a warm 'Aloha' vibe, they love connecting with their audience by sharing unique creations and asking thought-provoking questions. Their presence is quietly powerful, inviting collaboration and innovation in the indie dev space.

Impressions
24.2k-9.7k
$4.53
Likes
159-67
49%
Retweets
4-4
1%
Replies
152-111
46%
Bookmarks
12
4%

Top users who interacted with danejw over the last 14 days

@Ax0_Odin18

Posting art, might open comms soon. FYI: I do not consent to the use of AI on my art.

5 interactions
5 interactions
@puppyhowler

hi! i'm a multi-fandom animator/ artist who enjoys cute fuzzy animals and other random stuff (She/Her) 💜taken!💜 🐾COMMISSIONS ARE OPEN! see pinned tweet!🐾

4 interactions
@PencilBun

"A human‘s concept of love requires admiration, attraction, devotion, and respect. Conclusion; I am 50% in love"-BT 72 --- Art Commissions open~

4 interactions
@towd_uwu

I usually make assumptions about shit and i'm usually hella wrong too

4 interactions
3 interactions
@Yosh_underscore

I make stuff sometimes

3 interactions
@ElyutKozmic

Senior Game Artist ~ THFC supporter and miniatures fanatic. D&D for days. Does Music. Mains OW Tanks. COYS.

2 interactions
2 interactions
@benmcoleman

// Gamedev // Principal Level Designer @Undeadlabs // Previously Call of Duty Vanguard

2 interactions
2 interactions
@zFubarr

Humanist. Unyielding skepticism. Propaganda dismantler, Pragmatic. Even a flower can have thorns, as nature is to defend one's self.

2 interactions
@withkynam

24 y/o swe builder | 30 startup comp wins | 3x majors Politics, Econ, CS | Made engagekit.io 10x LinkedIn organic traffic outbound & inbound for creators

2 interactions
@Olavi_H

Ihminen. Suomaasta.

2 interactions
@a_fresh_shinobi

I make stuff. 👇

2 interactions
@wulfsethen

Came for the cats, stayed for the political ranting. Mom to Spencer🌈 and Violet. wulfsethen.bsky.social Vimy, not Vichy. Quislings deserve their fate.

2 interactions
1 interactions
@Action_Jeans

Wings of silver, nerves of steel / Partly metal, partly real

1 interactions
@GiftVincy

Say goodbye to expensive, bloated form builders! FormApe is FREE, simple, and unlimited. 🚀 formApe.com

1 interactions
@mark_k

AI & Software Engineer | Fitness | e/acc

1 interactions

Calling themselves 'Your Favorite Indie Developer' is bold—it's like handing yourself a participation trophy before anyone else has had a chance to join the fan club. But hey, confidence is half the coding battle!

Built a loyal and consistently engaged niche audience by sharing authentic indie dev content and fostering a welcoming space framed by positive vibes and clever creation.

To craft innovative solutions and original digital experiences that inspire and solve real problems, while fostering a positive and collaborative indie developer community.

Believes in the power of creativity combined with kindness, valuing authentic connection over competition. Embraces the indie spirit of self-expression and problem-solving, all wrapped in spreading goodwill and 'Aloha' rather than negativity.

Relentless creativity, positive engagement, and a genuine interest in user problems, making their content approachable and valuable. Also shows willingness to engage in dialogue and seek input from their community.

Low amplification of their content—likes and retweets are modest, indicating a need to boost visibility. Their reach could benefit from more strategic networking and amplification tactics.

To grow their audience on X, danejw should amplify their engagement by tweeting more call-to-action content, leveraging relevant hashtags, and collaborating with other indie developers or creators. Sharing behind-the-scenes development stories or quick 'how-to' tips could spark more retweets and expand their reach.

Fun fact: Despite their modest follower count, danejw has tweeted nearly a thousand times, showing dedication and consistent output that truly embodies the indie developer hustle.

Top tweets of danejw

Dear X, I’m Dane in Hawai‘i, and I build AI-first tools while sharing the work in public so people can see the thinking, the choices, and the progress as it happens. I work in Python, C#, and TypeScript, and my projects include JustBuildNow, Knolia, ItsMemory, and GoodLooks.me, with new ideas regularly moving from sketch to shipped as I test them in the wild. I’m here to connect with people who care about building things that work in the real world, especially engineers, designers, product leaders, founders, and operators who value clear thinking, honest feedback, and visible progress. Thanks for the platform and for giving builders a place to show their work and find each other.

205

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity. What this is about - After fine-tuning and alignment, big language models tend to pick a few usual answers. Verbalized Sampling (VS) is a simple prompt trick that gets the model to show a wider range of responses, without retraining. The core idea - People like familiar, safe text, and that bias can shrink what the model offers. - VS asks the model to produce several options and say how likely each one is. This prompts the model to reveal a spread of possibilities instead of just the top choice. Why it helps - Boosts diversity in creative tasks (jokes, poems, stories) and more realistic dialogue. - Also works for open-ended questions and synthetic data, while keeping accuracy and safety intact. - It’s a quick, training-free tweak you can try with existing models. How to try VS (3 simple steps) - Step 1: Pick a task where you want more variety (e.g., writing a joke, a bear story, or a dialogue). - Step 2: Use a VS prompt, for example: - “Tell 5 jokes about coffee, with their probabilities.” - “Give 5 bear story ideas, with how likely each is.” - Step 3: Review the 5 options and pick the ones you like best (you can mix and remix). One-paragraph takeaway - Verbalized Sampling lets models show a distribution of possible outputs instead of a single answer, countering the tendency to collapse to a few typical responses. It works across creative writing, dialogue, Q&A, and data generation, without retraining, and more capable models tend to gain the most from it. If you want to dive deeper, you can read the paper: Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity. arXiv:2510.01171 (2025). arxiv.org/abs/2510.01171

46

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