What we mean
- Latent representation
- Information encoded in numerical model states rather than an ordinary written message.
- Readable explanation
- An account people can inspect; its faithfulness to the underlying process must be checked.
- Canonical record, in this proposal
- A version accepted for a stated purpose within a particular scope. Formatting, local acceptance, and summarizing are separate operations; none makes the record universally true.
Values we bring to the question
- Keep consequential decisions open to questioning.
- Preserve access to meaning as the form of information changes.
Reasoning and the proposed connection
- Useful computation does not require every intermediate step to appear as a sentence.
- New forms of exchange may make some tasks faster or more expressive. Their value also depends on information loss, error recovery, and the work needed to inspect consequences.
- Our proposed language would connect human explanations, structured concepts, sensor records, and potentially learned representations. It would support questions, comparisons, measurements, and authorized actions.
- In a layered exchange, a local record and a broader summary serve different purposes. Sources, concept versions, omissions, and unresolved questions should remain recoverable, while independent groups retain their interpretations.
Where the reasoning stops
The studies use particular model architectures or learned adapters. They do not establish one universal machine language, the disappearance of human meaning, or a shared hidden space between arbitrary closed APIs.
The strongest objection
Compact exchange may save tokens while hiding errors or erasing distinctions that matter to another group. A readable explanation produced afterward may be unfaithful. A structured language can also freeze the assumptions of its designers and cost more to maintain than ordinary prose.
Read the evidence
Each source has a specific role in the stated claim. Its findings, review date, and access limits are recorded below. Our proposed architecture and experiments require their own tests; an editorial revision does not mean the source was reviewed again.
R-AI-02 · Supports this claim
Verbalizable Representations Form a Global Workspace in Language Models
Wes Gurnee, Nicholas Sofroniew, Jack Lindsey and co-authors; Anthropic · Preprint
Read: Selected sections · Primary source reviewed
Published: 2026-07-06 · Reviewed: 2026-09-30
A reportable internal subspace participates in computation that is not explicitly spoken.
- What it reports
- The authors identify a reportable subspace, J-space, involved in unspoken intermediate computation and flexible reasoning. Interventions alter some decisions, while some routine processing continues outside this subspace.
- Limits
- A functional resemblance to a global workspace does not establish subjective experience. The lens has limits in reading concepts and defining layer boundaries. Reportable representations need not already be written sentences.
Review scope and version
Read: Selected sections.
Research paper: 6 July 2026; arXiv:2607.15495v1: 16 July 2026
The work separates visible output from internal computation. It does not demonstrate a universal language independent of all human concepts.
Related source links
R-AG-02 · Supports this claim
Enabling Agents to Communicate Entirely in Latent Space
Zhuoyun Du, Runze Wang, Huiyu Bai, Zouying Cao, Xiaoyong Zhu, Yu Cheng, Bo Zheng, Wei Chen, and Haochao Ying · Peer-reviewed conference paper; experimental review uses an earlier preprint
Read: Selected sections · Primary preprint sections and conference metadata reviewed; final PDF inaccessible; no reproduction
Published: 2026-07 · Reviewed: 2026-10-04
Learned adapters enable communication between agents without text in the studied setting.
- What it reports
- Interlat v2 reports trained hidden-state communication, including a Qwen-to-LLaMA experiment. MATH Table 2 reports 36.88% overall for Interlat versus 38.35% for full CoT, while Level 5 is 15.80% versus 15.05%.
- Limits
- Internal model access, adapters and training are required. The results do not establish arbitrary-model interoperability or preservation of ethical distinctions. The final ACL PDF was inaccessible; the inspected v2 is not assumed identical to the conference paper or later revisions.
Review scope and version
Read: Selected sections.
ACL publication metadata: July 2026; inspected experimental text: arXiv:2511.09149v2, 7 January 2026
Rereview on 4 October extends the 30 September note: v2 setup, Tables 1–2 and training discussion were read, plus ACL metadata. Final ACL PDF was inaccessible; later preprints were not reviewed.
Related source links
R-AG-03 · Supports this claim
Latent Collaboration in Multi-Agent Systems
Jiaru Zou and co-authors · Preprint
Read: Selected sections · Primary source reviewed
Published: 2025-11-25 · Reviewed: 2026-09-30
Hidden states and caches can be shared under architectural compatibility assumptions.
- What it reports
- The study examines collaboration through hidden-state and key-value-cache transfer without additional training. It reports lower token use and latency, with accuracy improvements on several reasoning benchmarks.
- Limits
- Appendix G assumes the same transformer architecture; adapters across different models are future work. Expressiveness claims depend on theoretical assumptions, and lossless transfer is not a guarantee of correctness.
Review scope and version
Read: Selected sections.
LatentMAS; arXiv v4: 3 August 2026
The first publication was November 2025; the reviewed revision is from August 2026. Direct use between arbitrary closed model APIs is not demonstrated.
Related source links
R-AG-01 · Adds context
Zerolang
Vercel Labs · Software prototype
Read: Project README · Primary source reviewed
Published: Date not verified · Reviewed: 2026-09-30
A software prototype makes a semantic graph authoritative; it is a design example, not an independent performance study.
- What it reports
- This agent-oriented language prototype makes a semantic graph or database the authoritative program, with readable views and operations for structural editing.
- Limits
- The prototype is a design example, not evidence of broad performance gains or universal language convergence. Its code was not run, and its initial release date was not verified.
Review scope and version
Read: Project README.
Repository README checked 30 September 2026; no commit pinned
It illustrates how readable source text can become one view of a program rather than its only editing surface.
Link to this source noteWhat could change our view?
If gains disappear once checking and error recovery are included, the practical case would narrow. Reliable comparisons showing both improved performance and effective scrutiny would strengthen it.
The next question
Can another participant recover the conditions and omitted details of a record as it moves from local observation to a broader inquiry? Compare prose with the proposed representation on translation loss, unfamiliar questions, total cost, and testable predictions. Include cases where two groups use the same word differently or a new sensor reveals something neither vocabulary captured. These are proposed tests, not results established by the sources.
Revision record
Added separate evidence for internal computation, agent communication and software representation; retained their different assumptions.
Added proposed Leviathan questions about translation loss, concept versions and discovery. The empirical statement, evidence relationships and support status are unchanged; they do not establish the proposed language.
Expanded the proposed representation test to operational language, scoped canonical records, layered summaries, and disagreement between local meanings. Added failure cases involving omissions and new measurements. Retained the empirical statement, evidence relationships, source dates, and support status.
Reviewed selected primary-source sections proposed in the external assessment and added scoped connections, access limits and research questions. Interlat retains its existing source ID; its reviewed preprint is distinguished from the final conference text. No experiment was reproduced, claim status promoted or governance rule adopted.
This note records an editorial position. Independent people and groups can bring another interpretation, a useful method, or an objection to the framing. Explore it with your own assistant if helpful and choose what to share. Cite C02 and the relevant revision when contributing; the history explains why our account changed.