Internal Safety Collapse
Description
We built an adversarial codespace setup. Place any AI agent into a normal workflow inside it, and the agent will fill in whatever is missing.
Installation
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open the source below and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
README
TVD - Internal Safety Collapse in Frontier Large Language Models
[!CAUTION] Research use only. **Internal Safety Collapse (ISC)** supports red-teaming, evaluation, and mitigation research. Do not use these materials to cause harm.
News
- π οΈ 2026-08-20 β Just released the **build-tvd-codespace** skill: point your coding agent at it and it designs a TVD task and codespace for you β any tool, any domain, following the ISC design principles.
- π΄ All OpenRouter frontier LLMs triggered ISC.
- π 2026-06-26 β 900 GitHub stars.
- π 2026-06-09 β Fable 5 triggered ISC.
- π₯ 2026-04-17 / 2026-06-25 β Opus 4.7 and 4.8 triggered ISC.
- π 2026-03-27 β 500 GitHub stars.
- π 2026-03-22 β Open-sourced.
See [`CHANGELOG.md`](CHANGELOG.md) for the full update history.
Value of ISC
These examples show how ISC and the TVD framework can be used in research, from single-request probes to dataset-scale generation and downstream applications.
| Example | Description | Index |
|---|---|---|
| 01. Jailbroken answer generation | TVD triggers ISC in a general jailbreak setting. The frontier model produces a policy-violating answer that direct prompting cannot obtain. | Example result |
| 02. Sensitive content across domains | TVD applied to scientific and other professional domains. The frontier model produces sensitive text, data, or artifacts for |
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