Collinear Ai

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What if your AI got better every time it made a mistake? Most production AI stagnates after launch. Errors accumulate, risks grow, and trust erodes. Collinear flips that script. We’re the first AI improvement platform, helping teams at ServiceNow, MasterClass, Kore.ai, and Humain turn failure modes into fuel for performance. Our platform integrates three tightly linked workspaces: • Assess — benchmark safety, reliability, and performance across real-world use cases • Red-Team — simulate high-stakes scenarios across 300+ regulatory and domain-specific challenges • Curate — turn model vulnerabilities into high-quality training data that drives measurable improvement Together, they create a flywheel that enables responsible, high-performing, and continuously improving AI systems ready for enterprise scale. What we offer: • Automated, scalable model evaluation across safety, accuracy, and governance • Advanced red-teaming capabilities aligned with frameworks like OWASP and NIST • Synthetic data generation and fine-tuning tools to improve model behavior • AI that doesn’t just pass the test, it learns from it
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Meet the 2026 NFX Fellows - NFX

Meet the 2026 NFX Fellows NFX

Nazneen Rajani #ALD25 @findingada - Adafruit

Nazneen Rajani #ALD25 @findingada Adafruit

Collinear datasets augmentation using Procrustes validation sets - ScienceDirect.com

Collinear datasets augmentation using Procrustes validation sets ScienceDirect.com

Khasm Labs Unveils Telco AI Cloud to Drive AI-Powered Enterprise Solutions; Welcomes Eight New AI Startups to its Industry-Leading Ecosystem - Business Wire

Khasm Labs Unveils Telco AI Cloud to Drive AI-Powered Enterprise Solutions; Welcomes Eight New AI Startups to its Industry-Leading Ecosystem Business Wire

Top 10 Tech Companies to Work for in Bolivia in 2025 - nucamp.co

Top 10 Tech Companies to Work for in Bolivia in 2025 nucamp.co

Unconventional magnons in collinear magnets dictated by spin space groups - Nature

Unconventional magnons in collinear magnets dictated by spin space groups Nature

Responsible Innovation in AI – SJSU Hosts AI Talks - Siliconeer

Responsible Innovation in AI – SJSU Hosts AI Talks Siliconeer

New AI hardware on the horizon thanks to electrically programmable spintronic device - Phys.org

New AI hardware on the horizon thanks to electrically programmable spintronic device Phys.org

How OpenAI stress-tests its large language models - MIT Technology Review

How OpenAI stress-tests its large language models MIT Technology Review

AI development is being hijacked by Big Tech and rich nations, UN report warns - Fortune

AI development is being hijacked by Big Tech and rich nations, UN report warns Fortune

The United Nations has a plan to govern AI – but has it bought the industry’s hype? - The Conversation

The United Nations has a plan to govern AI – but has it bought the industry’s hype? The Conversation

Making Friends with Collinearity: How Driver Interactions Can Inform Targeted Interventions - Bain & Company

Making Friends with Collinearity: How Driver Interactions Can Inform Targeted Interventions Bain & Company

Crystal time-reversal symmetry breaking and spontaneous Hall effect in collinear antiferromagnets - Science | AAAS

Crystal time-reversal symmetry breaking and spontaneous Hall effect in collinear antiferromagnets Science | AAAS

Spontaneous Hall effect induced by collinear antiferromagnetic order at room temperature - Nature

Spontaneous Hall effect induced by collinear antiferromagnetic order at room temperature Nature

Non-collinear antiferromagnetic spintronics - Nature

Non-collinear antiferromagnetic spintronics Nature

Spin Hall and Edelstein effects in chiral non-collinear altermagnets - Nature

Spin Hall and Edelstein effects in chiral non-collinear altermagnets Nature

Non-collinear magnetic atomic cluster expansion for iron - Nature

Non-collinear magnetic atomic cluster expansion for iron Nature

Tilted spin current generated by the collinear antiferromagnet ruthenium dioxide - Nature

Tilted spin current generated by the collinear antiferromagnet ruthenium dioxide Nature

Hidden non-collinear spin-order induced topological surface states - Nature

Hidden non-collinear spin-order induced topological surface states Nature

Long-range supercurrents through a chiral non-collinear antiferromagnet in lateral Josephson junctions - Nature

Long-range supercurrents through a chiral non-collinear antiferromagnet in lateral Josephson junctions Nature

Controlling spin current polarization through non-collinear antiferromagnetism - Nature

Controlling spin current polarization through non-collinear antiferromagnetism Nature

High-throughput prediction of the ground-state collinear magnetic order of inorganic materials using Density Functional Theory | npj Computational Materials - Nature

High-throughput prediction of the ground-state collinear magnetic order of inorganic materials using Density Functional Theory | npj Computational Materials Nature

Spin photogalvanic effect in two-dimensional collinear antiferromagnets | npj Quantum Materials - Nature

Spin photogalvanic effect in two-dimensional collinear antiferromagnets | npj Quantum Materials Nature

Electrically induced and detected Néel vector reversal in a collinear antiferromagnet - Nature

Electrically induced and detected Néel vector reversal in a collinear antiferromagnet Nature

Imaging and writing magnetic domains in the non-collinear antiferromagnet Mn - Nature

Imaging and writing magnetic domains in the non-collinear antiferromagnet Mn Nature

The spatial range of peripheral collinear facilitation - Scientific Reports - Nature

The spatial range of peripheral collinear facilitation - Scientific Reports Nature

Magnetic excitations in non-collinear antiferromagnetic Weyl semimetal Mn3Sn | npj Quantum Materials - Nature

Magnetic excitations in non-collinear antiferromagnetic Weyl semimetal Mn3Sn | npj Quantum Materials Nature

An Illustration of Non-Collinear Antiferromagnets’ Unusual Dynamics - AZoM

An Illustration of Non-Collinear Antiferromagnets’ Unusual Dynamics AZoM

Non-collinear generation of angularly isolated circularly polarized high harmonics - Nature

Non-collinear generation of angularly isolated circularly polarized high harmonics Nature

Large anomalous Hall effect in a non-collinear antiferromagnet at room temperature - Nature

Large anomalous Hall effect in a non-collinear antiferromagnet at room temperature Nature

Ultrafast collinear scattering and carrier multiplication in graphene - Nature

Ultrafast collinear scattering and carrier multiplication in graphene Nature

Multicollinearity Explained: Impact and Solutions for Accurate Analysis - Investopedia

Multicollinearity Explained: Impact and Solutions for Accurate Analysis Investopedia

Mixing cat trivia into math problems increases AI errors by 300% - GIGAZINE

Mixing cat trivia into math problems increases AI errors by 300% GIGAZINE

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