proof blockPage 368%
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Local Linearity of LLMs Enables Activation Steering via Model-Based Linear Optimal Control explores Leverage local linearity in LLMs for precise behavior control without extensive fine-tuning.. Commercial viability score: 7/10 in AI Model Steering.
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Page Freshness
Canonical route: /paper/local-linearity-of-llms-enables-activation-steering-via-model-based-linear-optimal-control
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID local-linearity-of-llms-enables-activation-steering-via-model-based-linear-optimal-control | Route /paper/local-linearity-of-llms-enables-activation-steering-via-model-based-linear-optimal-control
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/local-linearity-of-llms-enables-activation-steering-via-model-based-linear-optimal-controlMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.19018"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Local Linearity of LLMs Enables Activation Steering via Model-Based Linear Optimal Control",
"normalized_query": "2604.19018",
"route": "/paper/local-linearity-of-llms-enables-activation-steering-via-model-based-linear-optimal-control",
"paper_ref": "local-linearity-of-llms-enables-activation-steering-via-model-based-linear-optimal-control",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/local-linearity-of-llms-enables-activation-steering-via-model-based-linear-optimal-control
Subject: Local Linearity of LLMs Enables Activation Steering via Model-Based Linear Optimal Control
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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.
Receipt path
/buildability/local-linearity-of-llms-enables-activation-steering-via-model-based-linear-optimal-control
Paper ref
local-linearity-of-llms-enables-activation-steering-via-model-based-linear-optimal-control
arXiv id
2604.19018
Generated at
2026-04-22T20:32:45.398Z
Evidence freshness
stale
Last verification
2026-04-22T20:32:45.398Z
Sources
7
References
94
Coverage
100%
Lineage hash
a958adce156ff971f12656d3c75f634d603b671ebee20f5542cce5cb4361298f
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.
94 refs / 7 sources / Verification pending
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. Qk ⪰0, ∀k ∈{1 . . . , T} and Rk ≻0, ∀k ∈{1 . . . , T −
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