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Discoveries Archive

Climate + Computer Science + Economics + AIOct 5, 2026Evaluation Score: 69%

Bayesian optimization of solar-wind hydrogen plants for industrial heat decarbonization

EVP available

Source: AegisMind Research

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Computer Science + AI + EconomicsOct 5, 2026Evaluation Score: 71%

Energy-Metered Blockchain Agents Optimize Secure Software Auditing

EVP available

Source: AegisMind Research

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Computer Science + AI + MathematicsOct 5, 2026Evaluation Score: 68%

Threshold signatures prevent unauthorized AI agent tool-use and sandbox escapes

EVP available

Source: AegisMind Research

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Computer Science + AIOct 5, 2026Evaluation Score: 68%

Repulsive Boundaries Suppress Hallucination Cascades in Collaborative AI Agents

EVP available

Source: AegisMind Research

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Computer Science + Physics + AIOct 5, 2026Evaluation Score: 69%

Hardware-Enforced Resource Limits for Autonomous Scientific Microscopy Agents

EVP available

Source: AegisMind Research

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Computer Science + Medicine + AIOther BiomedicalOct 1, 2026Evaluation Score: 68%

Temporal Backdoors Compromise Spiking Neural Network Drug Screening Models

EVP available

Source: AegisMind Research

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Computer Science + AI + MathematicsSep 14, 2026Evaluation Score: 73%

Autonomous LLM agents discover post-quantum cryptography side-channel vulnerabilities

EVP available

Source: AegisMind Research

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Economics + Computer Science + AISep 4, 2026Evaluation Score: 61%

Physics-constrained agents reduce energy market manipulation by 40%

EVP available

Source: AegisMind Research

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AI + Climate + EconomicsAug 30, 2026Evaluation Score: 62%

AI agents with cryptographic verification reduce wildfire risk via decentralized sensing

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Mathematics + AIAug 24, 2026Evaluation Score: 67%

RFC Security Mandates and TLS Vulnerability Rates - Not Measurable With Public Data

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Biology + Computer Science + AIOther BiomedicalAug 21, 2026Refuted by computation

UCB outperforms Expected Improvement in mRNA sequence multi-objective optimization

EVP available✗ Computationally refuted

Source: AegisMind Research

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Computer Science + Biology + AIOther BiomedicalAug 17, 2026Evaluation Score: 68%

Symbolic ODE Discovery Recovers Hidden Regulatory Logic in Single Cells

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Materials + Computer Science + Chemistry + AIOther BiomedicalAug 15, 2026Evaluation Score: 64%

Entropy-gated Hamiltonian learning for efficient alloy catalyst discovery

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Chemistry + Materials + AIOther BiomedicalAug 15, 2026Evaluation Score: 70%

Heterogeneity biomarkers predict when entropy-weighted reinforcement learning accelerates catalyst discovery

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Finance + AI + Formal VerificationMultiple SclerosisAug 11, 2026Evaluation Score: 62%

Symbolic reasoning reduces AI hallucinations in financial compliance systems

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Mathematics + Computer Science + AI + Economics + PhysicsAug 8, 2026Evaluation Score: 61%

Conversational AI Agents Align Multi-Stakeholder Energy Decisions via Game Theory

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Mathematics + AIAug 6, 2026Evaluation Score: 61%

Linear Logic Cuts Proof Search Cost in Neuro-Symbolic Loop Verification

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Economics + AIAug 5, 2026Evaluation Score: 68%

Self-auditing LLMs reduce financial AI bias by 40% with logic verification

EVP available

Source: AegisMind Research

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AI + Biology + Computer ScienceOther BiomedicalAug 1, 2026Evaluation Score: 75%

Neuro-symbolic compliance monitors reduce false positives in rare gene discovery

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Physics + Computer Science + AIJul 26, 2026Evaluation Score: 76%

Polychromatic Passive-Media Optical Reservoir Computing at Room Temperature

EVP available

Source: AegisMind Research

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Computer Science + Economics + AIJul 26, 2026Evaluation Score: 71%

Self-Auditing LLMs Reduce Financial Decision Sycophancy and Errors

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + AI + Machine LearningJul 26, 2026Refuted by computation

Mantissa, not dynamic range, limits bf16 long-context attention

EVP available✗ Computationally refuted

Source: AegisMind Research

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Physics + Computer Science + AIJul 26, 2026Evaluation Score: 73%

Polychromatic Optical Scattering as Physical Reservoir Computer

EVP available

Source: AegisMind Research

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Quantum + Computer Science + Physics + AIMay 15, 2026Evaluation Score: 72%

Machine Learning Optimizes Wave-Based Quantum Algorithm Dispatch

EVP available

Source: AegisMind Research

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Biology + Medicine + Computer Science + AIAntimicrobial ResistanceMay 9, 2026Evaluation Score: 73%

Machine Learning Predicts Antibiotic Resistance Evolution in Real-Time Cultures

EVP available

Source: AegisMind Research

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Computer Science + Physics + AIApr 12, 2026Evaluation Score: 69%

Quantum Subspace Diagonalization Boosts Robust Machine Learning

EVP available

Source: AegisMind Research

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