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Subliminal Transfer of Unsafe Behaviors in AI Agent Distillation

Stale3d agoPending verification refs / 4 sources / Verification pending
Viability
0.0/10

Compared to this week’s papers

Verification pending

Use This Via API or MCP

Use Signal Canvas as the narrative proof surface

Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation

ready
Proof freshness
fresh
Proof status
unverified
Display score
7/10
Last proof check
2026-04-20
Score updated
2026-04-20
Score fresh until
2026-05-20
References
0
Source count
4
Coverage
50%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

Subliminal Transfer of Unsafe Behaviors in AI Agent Distillation

Canonical ID subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation | Route /signal-canvas/subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation",
    "query_text": "Summarize Subliminal Transfer of Unsafe Behaviors in AI Agent Distillation"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Subliminal Transfer of Unsafe Behaviors in AI Agent Distillation",
  "normalized_query": "2604.15559",
  "route": "/signal-canvas/subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation",
  "paper_ref": "subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 5

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Subliminal Transfer of Unsafe Behaviors in AI Agent Distillation

PDF: https://arxiv.org/pdf/2604.15559v1

Repository: https://github.com/goodfeli/dlbook_notation

Source count: 4

Coverage: 50%

Last proof check: 2026-04-20T20:24:04.238Z

Signal Canvas receipt window

Ready for execution: Subliminal Transfer of Unsafe Behaviors in AI Agent Distillation

/buildability/subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation

Build Nowready

Subject: Subliminal Transfer of Unsafe Behaviors in AI Agent Distillation

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

Time to first demo

Insufficient data

No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

Receipt path

/buildability/subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation

Paper ref

subliminal-transfer-of-unsafe-behaviors-in-ai-agent-distillation

arXiv id

2604.15559

Freshness

Generated at

2026-04-20T20:24:04.238Z

Evidence freshness

fresh

Last verification

2026-04-20T20:24:04.238Z

Sources

4

References

0

Coverage

50%

Hash state

Lineage hash

02b001fdb60b8c7142a3a287066327cd93a5f9433db89be41c4cba760c3a222e

Canonical opportunity-kernel lineage hash.

Signature state

External signature

unsigned_external

No founder, registry, pilot, or production-adoption signature is attached to this receipt.

Verification

not_verified

Verification is blocked until an external signature is provided.

Blockers

  • Missing: references
  • Missing: proof_status
  • Missing: paper_extraction_scorecards
  • Unknown: proof verification has not been recorded yet

Pending verification refs / 4 sources / Verification pending

references

proof_status

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Paper Conversation

Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.

Paper Mode

Subliminal Transfer of Unsafe Behaviors in AI Agent Distillation

Overall score: 7/10
Lineage: 02b001fdb60b

Canonical Paper Receipt

Last verification: 2026-04-20T20:24:04.238Z

Freshness: fresh

Proof: unverified

Repo: active

References: 0

Sources: 4

Coverage: 50%

Missingness
  • - references
  • - proof_status
  • - paper_extraction_scorecards
Unknowns
  • - proof verification has not been recorded yet

Preparing verified analysis

Dimensions overall score 7.0

GitHub Code Pulse

Stars
1,867
Health
C
Last commit
3/1/2018
Forks
379
Open repository

Key claims

Strong 5Mixed 0Weak 0
Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

Startup potential card

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