Welcome back, AI Enthusiasts!

In today’s AI summary rundown:

  1. The American Arbitration Association has built an AI Arbitrator using OpenAI models to handle document-only disputes, draft decisions, and explain who should win and why, always with a human arbitrator in the loop. The goal is cheaper, faster resolution for small and mid-sized businesses that often can’t afford traditional legal help.

  2. US courts are using AI for a range of tasks: from back-office work like classifying filings and monitoring threats, to more sensitive uses such as translations, outcome prediction, and legal analysis. Older algorithmic risk tools and newer LLM-based helpers alike raise long- standing concerns about bias and reliability.

  3. Some judges, like 11th Circuit Judge Kevin Newsom, are testing ChatGPT and other LLMs to find the “ordinary meaning” of disputed terms in cases, treating AI outputs as one data point among dictionaries and other sources. Researchers, however, say this misunderstands how models are trained and risks importing hidden biases and non-representative language patterns into judicial reasoning.

  4. Studies show legal-focused LLM tools still hallucinate “widespread” false legal facts, even when wrapped in systems like RAG, and that these errors fall hardest on under-resourced or self-represented litigants who most depend on free or cheap AI help. Rather than closing the justice gap, poorly governed AI could worsen existing inequalities.

  5. Supporters argue that human judges are also biased and inconsistent, and that AI systems that “show their work” could reduce some human errors and free people to focus on complex cases. Critics counter that today’s LLMs still lack true understanding, transparency, and stable behavior, making them too fragile to trust as core decision-makers in matters of rights and liberty.

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Google Photos Lets You Turn Still Images Into Custom AI Videos with Text Prompts

  1. Text Prompts Replace One‑Size‑Fits‑All Effects

    Google Photos now lets users describe in words how a still image should animate, including movement, style, or visual effects, instead of relying only on preset options like “Subtle movement” and “I’m feeling lucky.”

  2. More Creative Guidance with Suggested Prompts

    Alongside the new text box, Google Photos surfaces suggested prompts that users can tap and then customize, making it easier to experiment without having to think of ideas from scratch.

  3. AI-Generated Clips Can Now Include Audio by Default

    Videos created from photos may now ship with sound automatically, so short AI clips feel more like finished, share‑ready videos instead of silent loops that require extra editing.

  4. Feature Is Rolling Out with Age and Regional Limits

    The enhanced Photo to video tool is rolling out on Android and iOS through the Create tab, but availability varies by region, and text prompts are restricted to users 18 and older.

  5. Part of a Bigger Push for AI Media Tools

    The update builds on Google’s Veo 3 video model and broader photo‑to‑video efforts across Gemini and Flow, as the company races to make AI‑powered video creation mainstream across its consumer apps.

AI Training: AI Tutorial of the Day

Predict the Next Cultural Phenomenon Through AI’s Lens

One experiment I’ve been exploring on thareja.ai is asking AI to forecast cultural trends before they hit mainstream attention.

By treating AI as a trend analyst, you can explore emerging behaviors, viral content, fashion, music, and lifestyle shifts and see how AI interprets social patterns in real time.

  1. Start a New Chat

Open thareja.ai and launch a fresh conversation.

Starting fresh keeps the model focused on trend prediction rather than past context.

  1. Switch Your AI Model

Click the ( + ) icon next to Automatic.

Select GPT-4o to run this experiment.

Why GPT-4o?

GPT-4o excels at:

  • Spotting patterns across social, tech, and cultural data

  • Articulating predictions in clear, engaging prose

  • Offering multiple creative scenarios rather than just one

These qualities make it ideal for forecasting trends in a humanized, narrative way.

  1. Try This Prompt & Observe the Output

Prompt used:
“Predict the next cultural phenomenon in music, fashion, or social media that could go viral in the next 12 months. Describe the trend, why it will happen, and give an example scenario of how people will interact with it.”

Model Used:
GPT-4o

AI Response (Excerpt)

“Imagine a hybrid trend called ‘Eco-Futurist Streetwear’ where digital fashion meets sustainability. Clothing brands release AR-compatible outfits made from recycled materials, and influencers show them off in virtual concerts and social feeds. Fans engage by mixing real garments with augmented accessories, creating a fusion of physical and digital identity. The trend spreads rapidly because it combines eco-consciousness, gaming culture, and influencer marketing in one visible, sharable package.”

Why This Experiment Works

  • You can visualize potential future trends without needing insider data

  • Encourages creative storytelling with grounded reasoning

  • Let's you compare how different models interpret cultural signals: GPT may lean playful, Claude may provide structured, scenario-driven forecasts

This is the fun of thareja.ai: the same prompt can yield different flavors of trend insight depending on the model.

Happy Prompting!

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AI-Generated Image of the Day

Prompt: A massive cargo ship loaded with colorful shipping containers is sailing across the ocean at sunrise, cranes lifting containers at a busy port, realistic water reflections, detailed steel textures, global trade atmosphere, cinematic lighting, ultra-realistic, 4K, sharp focus, and industrial photography style.

Tip: the more specific the better

Experience seamless model switching on thareja.ai. With Nano Banana, your content pops with color, attitude, and eye-catching visuals made for social media.

Meme of the Day

Question of the Day

That’s it for today’s news in the world of AI!

If you have anything interesting to share, please reach out to us by sending us a DM on Twitter: @dthareja or email me at [email protected]. How was today's newsletter?

Thanks for reading. Until next time!

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