#LLMs

How a forced-tool Claude vision pipeline extracts pilot licenses with 100% rating recall, how the flight logbook audits itself against physics, and the ops war stories that humanized the build.

Part 3 of rebuilding Cruiser Aviation on AWS: how a WhatsApp-native AI assistant handles billing and bookings without ever letting the model touch money, and how a deterministic scheduling loop replaced a human dispatcher.

Researchers from Princeton and the University of Chicago tested ChatGPT, Claude, and Gemini in a simulated hiring game and found that every major LLM stereotyped applicants by demographic group at rates far exceeding those of humans - with OpenAI's o3 nearly maxing out the scale.

A new arXiv paper, CreativityNeuro, proposes modifying LLM weights directly to boost divergent thinking and reduce mode collapse - targeting the root cause of creative monotony rather than patching it at sampling time.

OpenAI and Broadcom have officially unveiled "Jalapeno," a custom LLM-optimized inference chip at the heart of a program codenamed Nexus - marking OpenAI's most serious move yet to own its silicon stack and reduce dependence on Nvidia.

Three years after banning generative AI entirely following a source-code leak, Samsung Electronics is now deploying ChatGPT Enterprise and Codex to its entire Korean workforce and global Device eXperience division - marking one of OpenAI's largest enterprise deployments to date.

A paper posted to arXiv on June 15, 2026 introduces Orchestra-o1, an omnimodal agent orchestration framework that coordinates specialized AI sub-agents across all major input modalities - and reports a +10.3% accuracy gain over the prior state of the art on OmniGAIA, an established community benchmark for omnimodal agentic tasks.

A new benchmark paper, RealMath-Eval, surfaces a sharp and uncomfortable finding: the SOTA LLM judges routinely used to evaluate math reasoning models systematically break down when faced with the kind of authentic, messy reasoning real humans produce.

Hackers bypassed Instagram's account security not by wielding AI as a weapon, but by simply asking Meta's AI support bot to do their dirty work - a sobering reminder that the threat landscape extends well beyond elite hacking models like Anthropic's Claude Mythos Preview.

A free tool reads a store's public support pages and mirrors back how an AI agent would handle their tickets - grounded, honest, and shareable. The build, the stack trade-offs, and the strategy that made distribution the product.

A new paper introduces CHARM, an architectural framework that formalizes "cascading hallucination" as a distinct failure mode in multi-step agentic RAG systems and provides four interlocking components to detect and interrupt error propagation before it reaches the final output.