# Future trends

`kaal:entity:future-trends`

**Status.** derived

This node is assembled mechanically from the 3 claims that carry the concept tag `future-trends`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

3 claims across 1 works, 2025 to 2025.

**2025**

- [5541658-033](https://wulfkaal.github.io/claims/5541658-033) [predictive/speculative] -- Integrating multimodal data from legal proceedings, combining text with audio and video such as courtroom transcripts, oral arguments, and visual cues, will make predictive analytics more robust by capturing richer case dynamics.
  > Future AI systems will analyze courtroom transcripts, oral arguments, and visual cues to provide richer insights into case dynamics.
  Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658
- [5541658-034](https://wulfkaal.github.io/claims/5541658-034) [predictive/argued] -- Even as LLMs for judicial reasoning become more sophisticated, their inability to replicate empathy and social responsiveness will confine them to supportive rather than decisional functions.
  > However, AI's inability to replicate empathy and social responsiveness will limit its role to supportive functions.
  Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658
- [5541658-035](https://wulfkaal.github.io/claims/5541658-035) [predictive/speculative] -- Advanced artificial judicial intelligence capable of simulating full judicial processes remains speculative, and its feasibility is limited by ethical concerns including bias and accountability rather than by technical capability alone.
  > While current systems, like the Dutch court's traffic violation appeals tool, show promise, AAJI's feasibility is limited by ethical concerns, including bias and accountability.
  Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/future-trends.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.