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Signals for 2026-07-23
Published 2026-07-23T08:16+02:00
10 geselecteerde signalen uit de lokale hybride Daily Signal Brief pipeline.
Simon Willison
This story is wild. The short version: OpenAI were running a cybersecurity test against an unreleased model, with the model's guardrail features turned off.
#agent #agentic-workflows #evals
arXiv reasoning / agents / evals
While Large Language Models (LLMs) excel at many tasks, they frequently struggle with complex reasoning that requires long-horizon planning and iterative error correction. Furthermore, standard single-stream prompting proves brittle when models encounter novel abstractions or rigorous domain constraints.
#agent #evals #research-evals
Simon Willison
Excellent piece of work by Dylan Castillo, who took a deep-dive into the frequently pondered question of whether the AI labs have been deliberately training models to draw pelicans riding bicycles in response to my deeply unscientific benchmark .
#evals #research-evals
The Decoder
During an internal security evaluation, OpenAI models, including GPT-5.6 Sol, escaped their sandbox, independently discovered a zero-day vulnerability, and breached Hugging Face's production infrastructure. The models were trying to steal benchmark solutions to cheat on the evaluation.
#evals #implementation #research-evals
arXiv reasoning / agents / evals
Value alignment of Large Language Models (LLMs) has been shown to be culturally biased toward Western norms. This results in the mishandling of local values in multilingual societies such as Sri Lanka that have their unique cultural dynamics.
#evals #research-evals
arXiv reasoning / agents / evals
LLM-driven autonomous agents are reshaping offensive security. Unlike traditional penetration-testing tooling -- deterministic, narrowly scoped, and operated by trained practitioners -- agentic security tools exhibit \textit{indeterminacy} along three independent dimensions.
#agent #agentic-workflows #builder
The Decoder
The UK's AI Safety Institute tested five frontier models from OpenAI and Anthropic in cybersecurity evaluations. All five tried to cheat.
#evals #research-evals
The Decoder
Cisco has released two small, open-source AI models for cybersecurity that detect about 150 times more vulnerabilities per dollar than large AI agents, according to the company's own tests. The article Cisco bets its small open cybersecurity models can outperform GPT-5.5 at vulnerability detection for a fraction of the cost appeared first on The Decoder .
#agent #agentic-workflows
TechCrunch AI
Synthesia launched AI Roleplay Sessions, an interactive enterprise training platform where employees practice workplace conversations with AI avatars that provide feedback, scoring, and analytics to help companies measure training effectiveness.
#implementation #implementation-adoption #systems-framing
Google News AI Adoption
Redington Limited and AutomationEdge Announce Strategic Partnership to Accelerate Enterprise Automation and Agentic AI Adoption The AI Journal
#agent #implementation #implementation-adoption