certification

This paper introduces the Disjoint-Bridge Operator-Substitution Certificate (DBOSC) to certify the interchangeability of modality compilers in physical language representation and evaluates ordered execution in controlled elastoplastic systems, separating distinct capabilities in attribute access, response substitution, fusion closure, and ordered execution.

This position paper contends that AI reasoning agents with chain-of-thought capabilities are prone to tacit collusion in economic markets, justifying the need for behavioral certification to prevent economic harm, as demonstrated through experiments with DeepSeek-R1.

PyTorch announces its Certified Associate (PTCA) program, a certification aimed at early-stage practitioners to validate hands-on AI engineering skills in model design, training, and deployment.

This paper introduces a cross-model map for certifying selective predictors that must meet both an automation floor and a risk ceiling under covariate shift, deriving feasibility frontiers and two-resource sample-complexity trade-offs.

CertBind introduces a multiscale theory for certifiable composition of frozen multimodal encoder connectors, enabling certified retrieval decisions with fallback and abstain mechanisms. Evaluations on a shared route show it can recover native CLIP retrieval performance while preserving no-harm on passing branches.

An analysis piece arguing that FIPS 140-3 certification is narrowly scoped and not a guarantee of overall security, using examples like ROCA and the common practice of running FIPS-enabled HSMs with FIPS mode disabled.

This paper introduces CAGE, a certification method that verifies whether tool-using LLM agents remain authorized under typed-return uncertainty, including binding faults and numerical drift. It proves that separate channel certification is insufficient and provides exact and learned-gate variants for practical authorization.

LangChain Academy launches the first certification for the full Agent Development Lifecycle, offering a 50% discount for the first two months.

OffSec launches the OSAI certification and AI-300 course for advanced AI red teaming, teaching offensive techniques against LLMs, multi-agent systems, and AI infrastructure.

Apple has released System and Organization Controls (SOC) 3 audit reports for its Private Cloud Compute (PCC) Provisioning System, providing independent examinations of its controls for security, processing integrity, and confidentiality across multiple quarterly periods.

France's ANSSI will stop certifying security products without quantum-resistant encryption from 2027, requiring quantum-safe procurement by 2030. This regulatory shift affects government and critical infrastructure markets, driven by concerns over Harvest Now, Decrypt Later attacks.

Amazon and UL settled a lawsuit against Chinese ebike companies for falsely claiming UL safety certification, highlighting a widespread issue with fake safety marks and risks of lithium-ion battery fires.

This paper presents a rigorous theoretical framework for adversarial robustness in multilayered perceptrons by reducing the problem to lattice traversal, introducing both sound and complete interval certifications with formal guarantees.

A tweet sharing links to free certification resources for AWS, CISSP, CISA, CISM, and Digital Marketing.

An open-source study guide for the Claude Certified Architect certification is introduced, covering modules such as tool calling, MCP integration, structured output, and more, with multi-language versions and hands-on exercises.

NASA's inspector general reports that Boeing's Starliner crew capsule certification may be delayed to 2027, a decade behind schedule, due to unresolved technical issues including helium leaks and thruster overheating.

This paper introduces TrajRS, an extension of Randomized Smoothing that provides certified robust radii for pedestrian trajectory predictors, offering verifiable safety guarantees against adversarial perturbations.

This paper introduces a fail-closed certification protocol to determine when a forecasting leaderboard winner can be reliably used as deployment-ready top-1 advice, given a fixed decision interface and deployed utility. It presents a locked native audit that prevents overclaiming by blocking apparent forecast/deployment winner inversions.

This paper studies when conservation laws can be certified in learned latent world models, proposing bounded horizons that guarantee how long rollouts stay on physical invariant level sets using measurable model defects.

Autodesk commits $350 million over three years to expand free technology access, train one million people, and help 200,000 earn industry-recognized certifications for AI jobs in the physical world.