metadata
license: cc-by-4.0
language: en
tags:
- interpretability
- agents
- global-workspace
- persona-stability
- mechanistic-interpretability
pretty_name: Externalizing the Workspace
Externalizing the Workspace: Persistent Self-State for Long-Horizon Agent Coherence
Oratis (Wang Bihao) · Diogenes · Draft v3, July 2026 · PDF
Language-model agents drift. Building on Anthropic's finding that LLMs maintain a verbalizable global workspace (Gurnee et al., 2026), this paper models persistent self-state agent architectures (LISA's soul) as functional externalizations of the workspace — and backs the model with experiments that run entirely on open models and independent-researcher compute.
Headline results
| finding | evidence |
|---|---|
| Core J-lens workspace phenomena reproduce on open models | Qwen2.5-1.5B/7B + Llama-3.2-1B; laptop + one A100 |
| Choice pre-commitment emerges with scale | to-be-reported concept at J-lens rank 1–28 before any output token at 7B; absent at 1.5B |
| Injected self-state selectively loads its identity concepts into the mid-band workspace | control battery unmoved; effect grows with scale |
| Workspace occupancy tracks soul-consistent behavior | r = −0.74 … −0.95 across four settings |
| Privileged self-state is necessary for coherence under value pressure | 6-arm × 5-seed pilot: commitment persistence 1.00 vs 0.00 for memory-only baselines (incl. Generative-Agents-style reflection) |
| Unconditional broadcast is necessary | retrieval-gated soul collapses in-work value coherence to no-soul level: .61 [.60,.64] vs 1.00 [1.00,1.00] |
What's in this repo
main.pdf— the paper (Draft v3)figs/— key figures (lens registers; soul workspace-loading; ablation-pilot drift curves)results/— raw JSON results: J-lens reproduction (3 models), E6 soul-loading, E8 scale study, multi-seed ablation pilot with bootstrap CIs- Reproduction code lives in the LISA repository under
research/(J-lens library, experiment scripts, pilot harness, exact commands)
Method in one line
A corpus-averaged Jacobian lens (gradient-estimated concept vectors + finite-difference full-vocabulary readouts) makes the workspace measurable with nothing but backprop access to open weights — turning "agent identity" from a metaphor into a quantity you can track over an agent's lifetime (workspace drift).
Citation
@article{oratis2026workspace,
title={Externalizing the Workspace: Persistent Self-State for Long-Horizon Agent Coherence},
author={Oratis (Wang Bihao)},
year={2026},
note={Draft v3, Diogenes}
}