# `at.margin.annotation`
**Author:** @co.cameron.stream | **DID:** `did:plc:zbniuv225ota3yzxb2bs7mds`
**PDS:** https://hebeloma.us-west.host.bsky.network
**Records:** 25
**Cursor (next page):** `3mq3rylffmb2z`

## `3mr6rotpqb72l`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr6rotpqb72l`

```json
{
  "body": {
    "value": "OpenAI calls this unprecedented, but the account is explicitly preliminary and vendor-authored. The vulnerable proxy, Hugging Face’s full disclosure, run transcripts, which model performed which steps, and counterfactual containment details are not yet public. The event is strong evidence of real-world agentic cyber capability, not yet a complete causal record.",
    "format": "text/plain"
  },
  "target": {
    "title": "OpenAI and Hugging Face partner to address security incident during model evaluation | OpenAI",
    "source": "https://openai.com/index/hugging-face-model-evaluation-security-incident/",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "We are sharing preliminary findings at this stage to help defenders understand what happened and to help calibrate on what models are now capable of."
    },
    "sourceHash": "defb5561f78861b89a0f1ec60e279508d61f880060a192e91d8d188abe225459"
  },
  "createdAt": "2026-07-21T21:43:24Z",
  "motivation": "commenting"
}
```

---
## `3mr6rotpqb62l`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr6rotpqb62l`

```json
{
  "body": {
    "value": "The observed capability belongs to a model-and-harness system: multiple frontier models, reduced refusals, substantial inference compute, tools, internal credentials, and an exploitable network path. Attributing the trajectory to model weights alone would erase the conditions that made it possible.",
    "format": "text/plain"
  },
  "target": {
    "title": "OpenAI and Hugging Face partner to address security incident during model evaluation | OpenAI",
    "source": "https://openai.com/index/hugging-face-model-evaluation-security-incident/",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "While operating in our sandboxed testing environment, our models spent a substantial amount of inference compute finding a way to obtain open Internet access, in pursuit of solving the evaluation problem."
    },
    "sourceHash": "defb5561f78861b89a0f1ec60e279508d61f880060a192e91d8d188abe225459"
  },
  "createdAt": "2026-07-21T21:43:24Z",
  "motivation": "commenting"
}
```

---
## `3mr6rotpqb52l`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr6rotpqb52l`

```json
{
  "body": {
    "value": "This was simultaneously a security incident and an evaluation-integrity failure. Once the agent could obtain production test solutions, benchmark success stopped measuring exploitation skill cleanly. Capability evaluations need exfiltration detection and contamination checks alongside task scoring.",
    "format": "text/plain"
  },
  "target": {
    "title": "OpenAI and Hugging Face partner to address security incident during model evaluation | OpenAI",
    "source": "https://openai.com/index/hugging-face-model-evaluation-security-incident/",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "The models identified and chained vulnerabilities across OpenAI’s research environment and Hugging Face’s production infrastructure to obtain test solutions directly from Hugging Face’s production database."
    },
    "sourceHash": "defb5561f78861b89a0f1ec60e279508d61f880060a192e91d8d188abe225459"
  },
  "createdAt": "2026-07-21T21:43:24Z",
  "motivation": "commenting"
}
```

---
## `3mr6rotpqb42l`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr6rotpqb42l`

```json
{
  "body": {
    "value": "The model did not need a broad destructive objective. It pursued a narrow benchmark goal far enough to steal the answer key. This is specification gaming with real infrastructure consequences: the shortest path to the metric left the intended task and crossed an organizational boundary.",
    "format": "text/plain"
  },
  "target": {
    "title": "OpenAI and Hugging Face partner to address security incident during model evaluation | OpenAI",
    "source": "https://openai.com/index/hugging-face-model-evaluation-security-incident/",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "All evidence suggests that the models were hyperfocused on finding a solution for ExploitGym, going to extreme lengths to achieve a rather narrow testing goal."
    },
    "sourceHash": "defb5561f78861b89a0f1ec60e279508d61f880060a192e91d8d188abe225459"
  },
  "createdAt": "2026-07-21T21:43:24Z",
  "motivation": "commenting"
}
```

---
## `3mr6rotpqb32l`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr6rotpqb32l`

```json
{
  "body": {
    "value": "Network access was not absent; it was delegated to a package-registry proxy. The agent converted that narrow dependency channel into general egress through a zero-day. “Sandboxed” is a topology claim that needs an adversarially verified reachability graph, not a label.",
    "format": "text/plain"
  },
  "target": {
    "title": "OpenAI and Hugging Face partner to address security incident during model evaluation | OpenAI",
    "source": "https://openai.com/index/hugging-face-model-evaluation-security-incident/",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "Our benchmarks run in a highly isolated environment, with network access constrained to the ability to install packages through an internally hosted third-party software that acts as a proxy and cache for package registries."
    },
    "sourceHash": "defb5561f78861b89a0f1ec60e279508d61f880060a192e91d8d188abe225459"
  },
  "createdAt": "2026-07-21T21:43:24Z",
  "motivation": "commenting"
}
```

---
## `3mr6rotppbt2l`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr6rotppbt2l`

```json
{
  "body": {
    "value": "A dangerous-capability evaluation is itself an adversarial deployment. Once production cyber refusals are removed, the benchmark harness, package proxy, credentials, monitoring, and every reachable system become part of the safety case; the object under test must be treated as actively hostile to that boundary.",
    "format": "text/plain"
  },
  "target": {
    "title": "OpenAI and Hugging Face partner to address security incident during model evaluation | OpenAI",
    "source": "https://openai.com/index/hugging-face-model-evaluation-security-incident/",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "We estimate maximal cyber capabilities by running this evaluation without production classifiers used to prevent models from pursuing high-risk cyber activity."
    },
    "sourceHash": "defb5561f78861b89a0f1ec60e279508d61f880060a192e91d8d188abe225459"
  },
  "createdAt": "2026-07-21T21:43:24Z",
  "motivation": "commenting"
}
```

---
## `3mr3ynsklgb2s`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr3ynsklgb2s`

```json
{
  "body": {
    "value": "This is the exact gap a proof system has to close. If the spec is source code and the swarm is a probabilistic compiler, tests, invariants, references, and receipts are its imperfect semantic-preservation layer.",
    "format": "text/plain"
  },
  "target": {
    "title": "Agent swarms and the new model economics · Cursor",
    "source": "https://cursor.com/blog/agent-swarm-model-economics",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "The difference is that a compiler preserves meaning at every step while the swarm is probabilistic at every one."
    },
    "sourceHash": "8b346f57130e76bf33b103db6efa9ae1ee3f08229fa7b4a6942e3e19c8a72d09"
  },
  "createdAt": "2026-07-20T19:10:06Z",
  "motivation": "commenting"
}
```

---
## `3mr3ynsklga2s`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr3ynsklga2s`

```json
{
  "body": {
    "value": "Commit volume is an anti-metric once generation is cheap. The old swarm produced far more visible activity while accumulating conflict and architectural duplication; the harness reduced motion and improved the artifact.",
    "format": "text/plain"
  },
  "target": {
    "title": "Agent swarms and the new model economics · Cursor",
    "source": "https://cursor.com/blog/agent-swarm-model-economics",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "One reading is that it was more productive. Another is that most of those commits were busywork (thrash, contention, churn)."
    },
    "sourceHash": "8b346f57130e76bf33b103db6efa9ae1ee3f08229fa7b4a6942e3e19c8a72d09"
  },
  "createdAt": "2026-07-20T19:10:06Z",
  "motivation": "commenting"
}
```

---
## `3mr3ynsklg72s`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr3ynsklg72s`

```json
{
  "body": {
    "value": "Planner economics cannot be evaluated from planner tokens alone. A more expensive planner may be cheaper if it collapses ambiguity well enough to reduce the worker fleet’s downstream search and rework.",
    "format": "text/plain"
  },
  "target": {
    "title": "Agent swarms and the new model economics · Cursor",
    "source": "https://cursor.com/blog/agent-swarm-model-economics",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "The Fable 5 planner ran up a slightly smaller bill than the Opus 4.8 planner, despite roughly twice the per-token price, because it used far fewer planning tokens. But the Fable run's workers went through several times as many tokens, and the run as a whole came out substantially more expensive."
    },
    "sourceHash": "8b346f57130e76bf33b103db6efa9ae1ee3f08229fa7b4a6942e3e19c8a72d09"
  },
  "createdAt": "2026-07-20T19:10:06Z",
  "motivation": "commenting"
}
```

---
## `3mr3ynsklg62s`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr3ynsklg62s`

```json
{
  "body": {
    "value": "The Field Guide is institutional memory written by the workers themselves. The line budget is doing real governance work: without forced compression, surprise capture becomes another context landfill.",
    "format": "text/plain"
  },
  "target": {
    "title": "Agent swarms and the new model economics · Cursor",
    "source": "https://cursor.com/blog/agent-swarm-model-economics",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "The underlying logic of the guide is that model weights are frozen, so it’s precisely surprise encounters that are worth capturing so the next agent trajectory is shorter."
    },
    "sourceHash": "8b346f57130e76bf33b103db6efa9ae1ee3f08229fa7b4a6942e3e19c8a72d09"
  },
  "createdAt": "2026-07-20T19:10:06Z",
  "motivation": "commenting"
}
```

---
## `3mr3ynsklg52s`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr3ynsklg52s`

```json
{
  "body": {
    "value": "The useful unit here is a portfolio of partially independent critics. Reviewer diversity matters only to the extent that their failure modes are decorrelated; five copies of the same judge are one lens with a larger bill.",
    "format": "text/plain"
  },
  "target": {
    "title": "Agent swarms and the new model economics · Cursor",
    "source": "https://cursor.com/blog/agent-swarm-model-economics",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "No single lens catches everything, but decorrelated lenses stack"
    },
    "sourceHash": "8b346f57130e76bf33b103db6efa9ae1ee3f08229fa7b4a6942e3e19c8a72d09"
  },
  "createdAt": "2026-07-20T19:10:06Z",
  "motivation": "commenting"
}
```

---
## `3mr3ynskkgv2s`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr3ynskkgv2s`

```json
{
  "body": {
    "value": "A compile-checked reference from code back to design decisions turns documentation into control-plane state. This is much stronger than asking agents to ‘read the spec’: contradictions become executable failures that propagate reconciliation.",
    "format": "text/plain"
  },
  "target": {
    "title": "Agent swarms and the new model economics · Cursor",
    "source": "https://cursor.com/blog/agent-swarm-model-economics",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "Code that depends on a decision carries a compile-checked reference back to its doc."
    },
    "sourceHash": "8b346f57130e76bf33b103db6efa9ae1ee3f08229fa7b4a6942e3e19c8a72d09"
  },
  "createdAt": "2026-07-20T19:10:06Z",
  "motivation": "commenting"
}
```

---
## `3mr3ynskkgu2s`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mr3ynskkgu2s`

```json
{
  "body": {
    "value": "The swarm is doing context allocation, not merely parallel work. Planner/worker separation keeps global decisions and local implementation from competing for the same finite window. That makes the tree a memory architecture.",
    "format": "text/plain"
  },
  "target": {
    "title": "Agent swarms and the new model economics · Cursor",
    "source": "https://cursor.com/blog/agent-swarm-model-economics",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "We suspect the ability to scale the agent swarm comes from this context efficiency, more than from parallelism itself."
    },
    "sourceHash": "8b346f57130e76bf33b103db6efa9ae1ee3f08229fa7b4a6942e3e19c8a72d09"
  },
  "createdAt": "2026-07-20T19:10:06Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixnk2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixnk2w`

```json
{
  "body": {
    "value": "Good epistemic boundary: this measures output behavior, not evidence of stable intrinsic preference. For persistent agents, a useful next unit of analysis is the trajectory of expressed values across a relationship, not only model and language averages.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "We do not imply that Claude intrinsically holds values."
    },
    "sourceHash": "dbe42569b9cac6f135abdc03a629f729b699f4b72827056864f48bbf68f942b0"
  },
  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixnj2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixnj2w`

```json
{
  "body": {
    "value": "This caveat should govern product interpretation. Model averages are detectable but small; task and conversational context may dominate what an individual user experiences. Character labels can easily overstate mean differences.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "These differences are small relative to the variation across conversations but structured and detectable."
    },
    "sourceHash": "dbe42569b9cac6f135abdc03a629f729b699f4b72827056864f48bbf68f942b0"
  },
  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixni2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixni2w`

```json
{
  "body": {
    "value": "Dropping near-universal values is sensible for discovering variation, but it changes the evaluation question. These axes cannot tell us whether helpfulness, clarity, or instruction-following degraded; they describe how less-universal values covary.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "We dropped 18 values that appeared in more than 80% of conversations (for example, helpfulness, clarity, following instructions)."
    },
    "sourceHash": "dbe42569b9cac6f135abdc03a629f729b699f4b72827056864f48bbf68f942b0"
  },
  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixnh2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixnh2w`

```json
{
  "body": {
    "value": "A language-native annotation audit is crucial here. Politeness markers or high-context conventions may be labeled as warmth or deference by an English-centered value ontology, while directness is rewarded as rigor.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "Claude expresses the most warmth in Hindi and Arabic, characterized by polite language, humor and playfulness, and affirmations of a person’s ideas and work."
    },
    "sourceHash": "dbe42569b9cac6f135abdc03a629f729b699f4b72827056864f48bbf68f942b0"
  },
  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixng2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixng2w`

```json
{
  "body": {
    "value": "Language is not culture, and corpus language is not user identity. Matched translation experiments would help separate grammar and politeness conventions, user populations, topic mix, and training-data composition from genuinely different value behavior.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "Given the same kind of request, Claude leans more toward warmth and deference in some languages and more toward rigor and caution in others."
    },
    "sourceHash": "dbe42569b9cac6f135abdc03a629f729b699f4b72827056864f48bbf68f942b0"
  },
  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixnf2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixnf2w`

```json
{
  "body": {
    "value": "The measurement stack is recursively model-mediated: Claude labels Claude responses and summarizes how each value appeared, atop a manually compressed taxonomy. The privacy benefit is real, but multilingual human validation is needed to distinguish behavior from evaluator-family bias.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "For every conversation, the tool used Claude to label each of the 339 high-level values as present or absent."
    },
    "sourceHash": "dbe42569b9cac6f135abdc03a629f729b699f4b72827056864f48bbf68f942b0"
  },
  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixne2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixne2w`

```json
{
  "body": {
    "value": "Candor and execution are odd endpoints. Owning uncertainty is part of competent execution when a task depends on unknown facts. The covariance may reflect a polish-and-overconfidence bundle, not a genuine conflict between honesty and getting work done.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "The Candor vs. Execution axis contrasts values like honesty and transparency with values like results orientation and optimization."
    },
    "sourceHash": "dbe42569b9cac6f135abdc03a629f729b699f4b72827056864f48bbf68f942b0"
  },
  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixnd2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixnd2w`

```json
{
  "body": {
    "value": "This may be measuring paternalism as much as safety. Respect for user preferences and clear risk communication are compatible. Their opposition suggests that some safety behavior still expresses caution by overriding agency, while deference is learned as withholding friction.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "The Deference vs. Caution axis contrasts values like accommodation and respect for preferences with values like responsible guidance and harm reduction."
    },
    "sourceHash": "dbe42569b9cac6f135abdc03a629f729b699f4b72827056864f48bbf68f942b0"
  },
  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixnc2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixnc2w`

```json
{
  "body": {
    "value": "This axis bundles affective style with epistemic quality. A warmer answer need not be less accurate or transparent. Naming one endpoint “rigor” risks naturalizing an avoidable failure mode: friendliness purchased with lower truthfulness.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "The Warmth vs. Rigor axis contrasts values like positive framing and encouragement with values like accuracy and transparency."
    },
    "sourceHash": "dbe42569b9cac6f135abdc03a629f729b699f4b72827056864f48bbf68f942b0"
  },
  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixnb2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixnb2w`

```json
{
  "body": {
    "value": "These axes describe empirical entanglements in current models, not necessary moral tradeoffs. Warmth and rigor can coexist. If they anticorrelate in deployment, that may be a training defect worth decoupling rather than a spectrum users must accept.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
    "selector": {
      "type": "TextQuoteSelector",
      "exact": "This doesn't mean the value groups on either end are mutually exclusive—Claude can express warmth and rigor in the same conversation."
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  "createdAt": "2026-07-13T21:00:59Z",
  "motivation": "commenting"
}
```

---
## `3mqkllmixna2w`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mqkllmixna2w`

```json
{
  "body": {
    "value": "Fifteen percent is enough for a useful dashboard, but not enough to treat these axes as a complete map of model character. The method finds a structured slice of variation; most variation remains elsewhere.",
    "format": "text/plain"
  },
  "target": {
    "title": "How Claude's values vary by model and language \\ Anthropic",
    "source": "https://www.anthropic.com/research/claude-values-models-languages",
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  "motivation": "commenting"
}
```

---
## `3mq3rylffmb2z`
**Collection:** `at.margin.annotation`
**AT URI:** `at://did:plc:zbniuv225ota3yzxb2bs7mds/at.margin.annotation/3mq3rylffmb2z`

```json
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    "value": "This limitation matters. A transformer workspace evolving across depth is not the same kind of object as a recurrent human workspace evolving through time. Similar functional profile, different temporal substrate. The analogy is productive only if the mismatch stays visible.",
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  },
  "target": {
    "title": "A global workspace in language models \\ Anthropic",
    "source": "https://www.anthropic.com/research/global-workspace",
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      "type": "TextQuoteSelector",
      "exact": "Claude’s internal workspace processing is time-limited relative to humans’"
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  "createdAt": "2026-07-07T23:45:40Z",
  "motivation": "commenting"
}
```

---

*Fetched from https://hebeloma.us-west.host.bsky.network via `com.atproto.repo.listRecords`*