RAGRecon | LLMs For Explainable Cyber Threat Intelligence

RAGRecon system integrates LLMs, RAG, Knowledge Graph.
https://arxiv.org/pdf/2511.05406

RAGRecon, a system to improve Cyber Threat Intelligence through the integration of Large Language Models and Retrieval-Augmented Generation.

DRAFT-RL | First LLM Evaluation Framework to Integrate Structured Reasoning with Multi-Agent RL

DRAFT-RL research paper.
DRAFT-RL | https://arxiv.org/pdf/2511.20468

DRAFT-RL is a evaluation framework fort LLMs designed to address critical limitations in LLM-based reasoning systems by integrating Chain-of-Draft (CoD) reasoning with multi-agent reinforcement learning.

Language Model Council | 20 LLMs Dethroned GPT-4o and Revealed the Flaws in AI Leaderboards

Language Model Council research paper.
Language Model Council research paper.

LLM evaluation benchmarks aren’t as objective as they seem. What LLM picked as the LLM as a Judge can dramatically change the outcome of the evaluation. However, the Language Model Council research suggests that the top spot on any given leaderboard might be an artifact of evaluation design rather than a reflection of superior, generalized capability.

Humains-Junior Language Model Challenges GPT-4o on Factual Accuracy

Humans-Junior 3.8B Language Model 1 page of research paper
arxiv.org/pdf/2510.25933

A new research paper from Humains-Junior language model reportedly matches the factual accuracy of GPT-4o on a specific public subset. According to the paper the Humains-Junior language model achieves this performance through an innovative method called “Exoskeleton Reasoning.”

Understanding the “Completeness” & “Corrective” Metric in LLM Evaluation for Accuracy

women-with-laptop-and-in-GenAI-glasses for-LLM-evaluation
Photo by Md Jawadur Rahman

Completeness and Corrective Guardrail Metric is an engineered solution by DeepRails. It is designed to measure how well an AI response addresses the entirety of a user’s question. Not only does this ensure it is not just accurate, but truly useful.

4 Surprising Truths About LLM Guardrails & Implementing AI

formal-man-with- halogram-tablet-giving-presentation-in-office-about-LLM-guardrails.
Pixels

The biggest language model is not winning the journey to enterprise-grade AI. The real market value lies in building trust. A trust driven not just by APIs, but initially forged through deep evaluation of LLM software.

Canva Acquires MagicBrief | Signaling Major Push into Ad Analytics and AI-Powered Marketing For Users

Cliff Obrecht, Canva’s co-founder and chief operating officer, and George Howes, co-founder and CEO of MagicBrief, pose for a photo at the Cannes Lions festival in Cannes, France
From left, Cliff Obrecht, Canva’s co-founder and chief operating officer, and George Howes, co-founder and CEO of MagicBrief, pose for a photo

The acquisition of MagicBrief represents Canva’s bold move to deepen its push into ad analytics and marketing performance.

Shortage of Skilled Software Professionals Creates Opportunity To Close The AI/ML Talent Gap for Individuals

The office team is sitting at the table closing the AI/ML Talent Gap.
Photo by Kampus Production on Pexels.com

The shortage of skilled professionals in AI/ML is not just a minor hurdle. It is a critical issue impacting growth, competitiveness, and the very future of many organizations.

How Software Developers and Programmers Can Generate Income with An Online Business

A man working at a desk with computers in an office for Software Developers and Programmers.
Photo by RDNE Stock project on Pexels.com

Software developers and programmers possess unique skills that can unlock lucrative opportunities with digital assets.