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Large Language Models Explore by Latent Distilling

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Viability
0.0/10

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Verification pending

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Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/large-language-models-explore-by-latent-distilling

ready
Proof freshness
fresh
Proof status
unverified
Display score
7/10
Last proof check
2026-04-29
Score updated
2026-04-29
Score fresh until
2026-05-29
References
0
Source count
4
Coverage
67%

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

Agent Handoff

Large Language Models Explore by Latent Distilling

Canonical ID large-language-models-explore-by-latent-distilling | Route /signal-canvas/large-language-models-explore-by-latent-distilling

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/large-language-models-explore-by-latent-distilling

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "large-language-models-explore-by-latent-distilling",
    "query_text": "Summarize Large Language Models Explore by Latent Distilling"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Large Language Models Explore by Latent Distilling",
  "normalized_query": "2604.24927",
  "route": "/signal-canvas/large-language-models-explore-by-latent-distilling",
  "paper_ref": "large-language-models-explore-by-latent-distilling",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Large Language Models Explore by Latent Distilling

PDF: https://arxiv.org/pdf/2604.24927v1

Repository: https://github.com/LinesHogan/tLLM

Source count: 4

Coverage: 67%

Last proof check: 2026-04-29T20:26:04.378Z

Signal Canvas receipt window

Ready for execution: Large Language Models Explore by Latent Distilling

/buildability/large-language-models-explore-by-latent-distilling

Build Nowready

Subject: Large Language Models Explore by Latent Distilling

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/large-language-models-explore-by-latent-distilling

Paper ref

large-language-models-explore-by-latent-distilling

arXiv id

2604.24927

Freshness

Generated at

2026-04-29T20:26:04.378Z

Evidence freshness

fresh

Last verification

2026-04-29T20:26:04.378Z

Sources

4

References

0

Coverage

67%

Hash state

Lineage hash

66899639d856cc8f92c5a612e251bf18b1e9cbf119b035a653707b964b11deff

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
  • 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.
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Paper Conversation

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

Paper Mode

Large Language Models Explore by Latent Distilling

Overall score: 7/10
Lineage: 66899639d856…

Canonical Paper Receipt

Last verification: 2026-04-29T20:26:04.378Z

Freshness: fresh

Proof: unverified

Repo: active

References: 0

Sources: 4

Coverage: 67%

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

Preparing verified analysis

Dimensions overall score 7.0

GitHub Code Pulse

Stars
31
Health
C
Last commit
4/26/2026
Forks
0
Open repository

Claim map

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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.

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