Neural-Symbolic Logic Query Answering in Non-Euclidean Space
arXiv:2603.15633v1 Announce Type: new
Abstract: Answering complex first-order logic (FOL) queries on knowledge graphs is essential for reasoning. Symbolic methods offer interpretability but struggle with incomplete graphs, while neural approaches generalize better but lack transparency. Neural-symb...
NextMem: Towards Latent Factual Memory for LLM-based Agents
arXiv:2603.15634v1 Announce Type: new
Abstract: Memory is critical for LLM-based agents to preserve past observations for future decision-making, where factual memory serves as its foundational part. However, existing approaches to constructing factual memory face several limitations. Textual metho...
arXiv:2603.15636v1 Announce Type: new
Abstract: As AI-driven document understanding and processing tools become increasingly prevalent in real-world applications, the need for rigorous evaluation standards has grown increasingly urgent. Existing benchmarks and evaluations often focus on isolated ca...
The Comprehension-Gated Agent Economy: A Robustness-First Architecture for AI Economic Agency
arXiv:2603.15639v1 Announce Type: new
Abstract: AI agents are increasingly granted economic agency (executing trades, managing budgets, negotiating contracts, and spawning sub-agents), yet current frameworks gate this agency on capability benchmarks that are empirically uncorrelated with operationa...
arXiv:2603.15641v1 Announce Type: new
Abstract: Recursive reasoning models such as Hierarchical Reasoning Model (HRM) and Tiny Recursive Model (TRM) show that small, weight-shared networks can solve compute-heavy and NP puzzles by iteratively refining latent states, but their training typically rel...
Prose2Policy (P2P): A Practical LLM Pipeline for Translating Natural-Language Access Policies into Executable Rego
Prose2Policy (P2P) is a LLM-based practical tool that translates natural-language access control policies (NLACPs) into executable Rego code (the policy language of Open Policy Agent, OPA). It provides a modular, end-to-end pipeline that performs policy detection, component extraction, schema valida...
Goldilocks RL: Tuning Task Difficulty to Escape Sparse Rewards for Reasoning
Reinforcement learning has emerged as a powerful paradigm for unlocking reasoning capabilities in large language models. However, relying on sparse rewards makes this process highly sample-inefficient, as models must navigate vast search spaces with minimal feedback. While classic curriculum learnin...
Unsloth AI Releases Unsloth Studio: A Local No-Code Interface For High-Performance LLM Fine-Tuning With 70% Less VRAM Usage
The transition from a raw dataset to a fine-tuned Large Language Model (LLM) traditionally involves significant infrastructure overhead, including CUDA environment management and high VRAM requirements. Unsloth AI, known for its high-performance training library, has released Unsloth Studio to addre...
The Pentagon is planning for AI companies to train on classified data, defense official says
The Pentagon is discussing plans to set up secure environments for generative AI companies to train military-specific versions of their models on classified data, MIT Technology Review has learned. AI models like Anthropic’s Claude are already used to answer questions in classified settings, includ...
Mistral bets on ‘build-your-own AI’ as it takes on OpenAI, Anthropic in the enterprise
Mistral Forge lets enterprises train custom AI models from scratch on their own data, challenging rivals that rely on fine-tuning and retrieval-based approaches.
AI News Weekly - The godfather of AI bets against LLM's - Mar 17th 2026
Welcome
Yann LeCun just left Meta, raised a billion dollars in four months, and planted a flag in Paris.
AMI Labs closed a $1.03 billion seed round at a $3.5 billion valuation — Europe's largest seed ever, second globally only to Thinking Machines Lab's $2 billion raise last ...
DarcyIQ Launches Support for AWS Partner Central Agents
DarcyIQ connects to the Newly Launched AWS Partner Central Agents Experience, Enabling AWS Partners to Manage Opportunities, Unlock Funding, and Accelerate Deals Innovative Solutions, the fastest growing Amazon Web Services (AWS) Premier Tier Services Partner that delivers AI and data services to gr...
Veritone Data Refinery Helps Safeguard Personal Data with Veritone Redact
Veritone Data Refinery removes personally identifiable information from unstructured data using automated redaction software, Redact, reinforcing Veritone’s longstanding commitment to ethical, privacy-first AI Veritone, Inc. (NASDAQ: VERI), a leader in building enterprise AI and data solutions, cont...
Rapid7 Advances 2026 PACT Program to Boost Partner Profitability
New tiers and simplified deal motions support scalable, partner-led MDR growth Rapid7 (NASDAQ: RPD), a global leader in AI-powered managed cybersecurity operations, announced 2026 updates to its PACT Partner Program designed to strengthen alignment between Rapid7 and its partner ecosystem and accele...
Knowtion Health Announced the Acquisition of revly
Acquisition of revenue cycle firm expands Knowtion’s claims routing services to serve a broader range of providers. Knowtion Health, a leading healthcare revenue cycle company, today announced its acquisition of revly, a provider of intelligent reimbursement solutions and optimization services, expa...
NVIDIA, Telecom Leaders Build AI Grids to Optimize Inference on Distributed Networks
As AI‑native applications scale to more users, agents and devices, the telecommunications network is becoming the next frontier for distributing AI. At NVIDIA GTC 2026, leading operators in the U.S. and Asia showed that this shift is underway, announcing AI grids — geographically distributed and in...
Acsense Launches Safe Configuration Management to Eliminate IAM Outage Risk
Acsense, the IAM Resilience Platform, today announced the launch of Safe Configuration Management, a new capability designed to help enterprises safely test, validate, and deploy identity configuration changes without risking outages or compliance failures. 2.5 years of data, backups included — by e...
Surf AI Launches with $57 Mn to Help Enterprises Operationalize Security
New agentic platform allows companies to continuously find and close exposure gaps through coordinated use of AI agents and manual controls Surf AI, the agentic operations platform for modern security teams, today announced its launch and $57 million in funding to accelerate the development of its A...