Be part of 1.0 – Desirable Properties Studio public beta, September 16, 2026

DP Studio landing pads / Project Liberty Alliance

Desirable Properties Studio · Public beta. Pads learn from your confirms and choices (with consent), not silent profiling. Version 0.77 is open for review. Version 1.0 of The Layered Web and the public launch of DP Studio are September 16, 2026.

Invitation to weigh in

Encodejustice

We opened a landing pad for Encodejustice from public work, not a mission paraphrase.

Encodejustice publishes citable work we could quote (White Paper Technological Pitfalls Encode Justice). This briefing is a hypothesis built from those sources. Tell us if we misread the research, add papers we missed, and weigh in on Desirable Properties tied to that work.

If you represent Encodejustice, confirm the source URLs, then open the Desirable Properties tab and leave a patch idea where the property text misses what your public work already argues.

Research and policy only change the rule-set when it is linked to original sources. Help us keep this pad tied to your papers and reports, not a press-release summary.

Public packet only. Hypothesis marks stay until you confirm sources. Each Alliance member gets a different pitch so we can experiment. Your pad is https://desirableproperties.org/pad/encodejustice (hyphens optional). Direct link to this tab: https://desirableproperties.org/pad/encodejustice?tab=values

WebsiteAlliance page

Stated mission

Proposed advantages of AWS can only be achieved through objectification and classification, but a range of systematic risks limit the reliability and predictability of classifying algorithms.

Values to Overweb mappings

Confirm only mappings that match how you use these words. Rejected mappings stay off the next brief.

These systematic risks include the black-box nature of AI decision-making, susceptibility to reward hacking, goal misgeneralization and potential for emergent behaviors that escape human control.

Overweb: Portable human agency (user-controlled identity and data)

Candidate MPA: Export identity and data the person created here, without a platform petition

AWS could act in ways that are not just unexpected but also uncontrollable, undermining mission objectives and potentially escalating conflicts.

Overweb: Portable human agency (user-controlled identity and data)

Candidate MPA: Export identity and data the person created here, without a platform petition

Even rigorously tested systems may behave unpredictably and harmfully in real-world conditions, jeopardizing both strategic stability and humanitarian principles.

Overweb: Portable human agency (user-controlled identity and data)

Candidate MPA: Export identity and data the person created here, without a platform petition