proof blockPage 482%
This equation captures one of the core mathematical components of the system. (intervenet, guidancet) = C(Ht−k:t, Φt, θ) where Ht−k:t denotes the k most recent steps in the
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The cognitive companion: a lightweight parallel monitoring architecture for detecting and recovering from reasoning degradation in LLM agents explores A parallel monitoring architecture for LLM agents that detects and recovers from reasoning degradation, offering both LLM-based and zero-overhead probe-based companions.. Commercial viability score: 6/10 in LLM Agents.
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Canonical route: /paper/the-cognitive-companion-a-lightweight-parallel-monitoring-architecture-for-detecting-and-recovering-from-reasoning-degra
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Agent Handoff
Canonical ID the-cognitive-companion-a-lightweight-parallel-monitoring-architecture-for-detecting-and-recovering-from-reasoning-degra | Route /paper/the-cognitive-companion-a-lightweight-parallel-monitoring-architecture-for-detecting-and-recovering-from-reasoning-degra
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/the-cognitive-companion-a-lightweight-parallel-monitoring-architecture-for-detecting-and-recovering-from-reasoning-degraMCP example
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/buildability/the-cognitive-companion-a-lightweight-parallel-monitoring-architecture-for-detecting-and-recovering-from-reasoning-degra
Subject: The cognitive companion: a lightweight parallel monitoring architecture for detecting and recovering from reasoning degradation in LLM agents
Verdict
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Dimensions overall score 6.0
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This equation captures one of the core mathematical components of the system. (intervenet, guidancet) = C(Ht−k:t, Φt, θ) where Ht−k:t denotes the k most recent steps in the
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/the-cognitive-companion-a-lightweight-parallel-monitoring-architecture-for-detecting-and-recovering-from-reasoning-degra
Paper ref
the-cognitive-companion-a-lightweight-parallel-monitoring-architecture-for-detecting-and-recovering-from-reasoning-degra
arXiv id
2604.13759
Generated at
2026-04-16T18:20:12.653Z
Evidence freshness
stale
Last verification
2026-04-16T18:20:12.653Z
Sources
3
References
0
Coverage
50%
Lineage hash
e8e2825739323a4b63d889bc1c54627d0f2cc64e2144874c8b2430e0cde10afa
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.
Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. L = α · 1[degradedt = 1, intervenet = 0] + β · 1[degradedt = 0, intervenet = 1] + γ · overhead(C)
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This equation captures one of the core mathematical components of the system. length, and w = 10 represents a configurable window parameter. This mean-pooling strategy captures semantic
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