proof blockPage 268%
This equation captures one of the core mathematical components of the system. context c ∈C, the model generates ˆy = πθ(c), where ˆy can either be a single-turn chain-of-
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Decocted Experience Improves Test-Time Inference in LLM Agents explores This paper explores how to improve LLM agent performance at inference time by constructing better contexts from accumulated experience.. Commercial viability score: 4/10 in Agents.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/decocted-experience-improves-test-time-inference-in-llm-agents
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Agent Handoff
Canonical ID decocted-experience-improves-test-time-inference-in-llm-agents | Route /paper/decocted-experience-improves-test-time-inference-in-llm-agents
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/decocted-experience-improves-test-time-inference-in-llm-agentsMCP example
{
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}Paper proof page receipt window
/buildability/decocted-experience-improves-test-time-inference-in-llm-agents
Subject: Decocted Experience Improves Test-Time Inference in LLM Agents
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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Dimensions overall score 4.0
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This equation captures one of the core mathematical components of the system. context c ∈C, the model generates ˆy = πθ(c), where ˆy can either be a single-turn chain-of-
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/decocted-experience-improves-test-time-inference-in-llm-agents
Paper ref
decocted-experience-improves-test-time-inference-in-llm-agents
arXiv id
2604.04373
Generated at
2026-04-07T20:14:09.513Z
Evidence freshness
fresh
Last verification
2026-04-07T20:14:09.513Z
Sources
0
References
0
Coverage
0%
Lineage hash
a4f50ad898ff636636540cab213259467c8e7f3ac968f913ff4a103ad80a29fb
Canonical opportunity-kernel lineage hash.
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.
Verification pending / evidence receipt incomplete
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
This equation captures one of the core mathematical components of the system. is provided to the agent as a prompt for inference, i.e., ˆy = πθ(c). Throughout the paper, we
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. s(x, xi) = ⟨πe(x), πe(xi)⟩, where ⟨·, ·⟩denotes the standard inner product. The retrieval
Page and bbox are available; crop image is pending.
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