decision support
30 articles about decision support in AI news
CogSearch: A Multi-Agent Framework for Proactive Decision Support in E-Commerce Search
Researchers from JD.com introduce CogSearch, a cognitive-aligned multi-agent framework that transforms e-commerce search from passive retrieval to proactive decision support. Offline benchmarks and online A/B tests show significant improvements in conversion, especially for complex queries.
Entropy-Guided Interactive Systems for Ambiguous Luxury Shopping Queries
Researchers propose an Interactive Decision Support System (IDSS) that uses entropy to manage uncertainty in user preferences. It adaptively asks clarifying questions and diversifies recommendations when intent remains ambiguous, reducing question fatigue while maintaining relevance.
Goal-Aligned Recommendation Systems: Lessons from Return-Aligned Decision Transformer
The article discusses Return-Aligned Decision Transformer (RADT), a method that aligns recommender systems with long-term business returns. It addresses the common problem where models ignore target signals, offering a framework for transaction-driven recommendations.
Beyond Chatbots: How AI Ambiguity Resolution Transforms Luxury Retail Decision-Making
New research reveals AI's ability to detect and resolve ambiguous business scenarios, offering luxury retailers a cognitive scaffold for strategic decisions on pricing, inventory, and clienteling where human judgment alone may overlook critical contradictions.
Support Tokens: The Hidden Mathematical Structure Making LLMs More Robust
Researchers have discovered a surprising mathematical constraint in transformer attention mechanisms that reveals a 'support token' structure similar to support vector machines. This insight enables a simple but powerful training modification that improves LLM robustness without sacrificing performance.
LangGraph vs CrewAI vs AutoGen: A 2026 Decision Guide for Enterprise AI Agent Frameworks
A practical comparison of three leading AI agent frameworks—LangGraph, CrewAI, and AutoGen—based on production readiness, development speed, and observability. Essential reading for technical leaders choosing a foundation for agentic systems.
Stop Getting 'You're Absolutely Right!' from Claude Code: Install This MCP Skill for Better Technical Decisions
Install the 'thinking-partner' MCP skill to make Claude Code apply 150+ mental models and stop sycophantic, generic advice during technical planning.
Claude Code Artifacts: How to Turn Sessions into Shareable Reports (Beta Guide)
Claude Code Artifacts let you publish session context—diffs, logs, decisions—as a hosted page. Prompt with the reader and purpose. Share the URL. No syntax needed.
Klarna on the fight for ‘top of wallet’ in an AI agentic commerce world
Klarna CEO Sebastian Siemiatkowski argues AI agents will compete for 'top of wallet' status, potentially shifting consumer loyalty from brands to agents. This matters for retail as it redefines purchase decision-making.
3 CLAUDE.md Patterns That Cut Claude Code Configuration Time by 50%
CLAUDE.md with decision matrices, Bash hooks, and agentic workflow blocks reduces configuration time 50% and retry costs 30%.
MCP's Enterprise Auth Standard Goes Stable: Okta Provisions 2,000 Ramp Employees in One Policy
Anthropic and Okta launched Enterprise-Managed Authorization (EMA) for MCP on June 18, 2026, provisioning Ramp's 2,000 employees with zero per-user OAuth steps. Seven MCP servers — Asana, Atlassian, Canva, Figma, Granola, Linear, Supabase — support the standard at launch; VS Code and Azure AD users
OpenAI Acquires Cloud Startup Ona to Power Agent Infrastructure
OpenAI acquired cloud startup Ona to support AI agent infrastructure, two days after a $6.6B raise. The deal targets enterprise reliability gaps as OpenAI pivots to B2B.
Cua Driver Brings Background Computer-Use to Windows
Cua Driver launched Windows support for background computer-use, enabling agents like Claude Code to control GUI apps without blocking execution.
Box Elder County to Vote on Hyperscale AI Data Center After Delay
Box Elder County votes on hyperscale AI data center after delay. Decision tests local government balance between infrastructure demand and resource constraints.
Stateless Memory for Enterprise AI Agents: Scaling Without State
The paper replaces stateful agent memory with immutable decision logs using event-sourcing, allowing thousands of concurrent agent instances to scale horizontally without state bottlenecks.
Horizon Launches Full-Stack AI Platform for Autonomous Driving
Horizon Robotics launched a trio of products—a new chip, an open-source OS, and a smart driving system—aiming to push cars closer to becoming autonomous AI agents. The platform integrates hardware and software for enhanced perception and decision-making.
OpenAI Clarifies: text-embedding-3-small Not Deprecated
OpenAI's Head of Developer Experience clarified that a documentation error incorrectly marked the text-embedding-3-small embedding model as deprecated. The model remains fully available and supported for developers.
RAG vs Fine-Tuning: A Practical Guide for Choosing the Right LLM
The article provides a clear, decision-oriented comparison between Retrieval-Augmented Generation (RAG) and fine-tuning for customizing LLMs in production, helping practitioners choose the right approach based on data freshness, cost, and output control needs.
Maine Passes First US Statewide AI Data Center Moratorium
Maine's legislature passed the first statewide moratorium on new AI data centers, halting approvals for up to two years to study environmental and energy impacts. The bill now awaits Governor Janet Mills' decision.
Open-Source 'Claude Cowork' Alternative Emerges with Local Voice & Agent Features
Developers have launched a free, open-source alternative to Anthropic's Claude Cowork. It runs 100% locally, supports voice, background agents, and connects to any LLM.
Boll & Branch Deploys OpenClaw AI Agent 'Tess' Across Operations, From Scheduling to Customer Insights
Bedding brand Boll & Branch created an AI agent named 'Tess' using open-source platform OpenClaw. Initially a scheduling assistant, Tess now integrates with Slack, Shopify, and marketing tools to generate customer reports and analyze social trends, supporting the brand's physical retail expansion.
Sipeed Launches PicoClaw, a Sub-$10 LLM Orchestration Framework for Edge
Sipeed unveiled PicoClaw, an open-source LLM orchestration framework designed to run on ~$10 hardware with less than 10MB RAM. It supports multi-channel messaging, tools, and the Model Context Protocol (MCP).
Palantir CTO: AI Is the 'Antidote' to 20th-Century Management
Palantir CTO Shyam Sankar stated that AI will act as an 'antidote' to the 20th-century managerial revolution, shifting power from middle management to frontline decision-makers. This reflects Palantir's core product philosophy for its AIP platform.
Anthropic's Claude Skills Implements 3-Layer Context Architecture to Manage Hundreds of Skills
Anthropic's Claude Skills framework employs a three-layer context management system that loads only skill metadata by default, enabling support for hundreds of specialized skills without exceeding context window limits.
New Research: Fine-Tuned LLMs Outperform GPT-5 for Probabilistic Supply Chain Forecasting
Researchers introduced an end-to-end framework that fine-tunes large language models (LLMs) to produce calibrated probabilistic forecasts of supply chain disruptions. The model, trained on realized outcomes, significantly outperforms strong baselines like GPT-5 on accuracy, calibration, and precision. This suggests a pathway for creating domain-specific forecasting models that generate actionable, decision-ready signals.
AI-Powered 'Vibe-Coded' Companies Emerge as AI Collapses Traditional Staffing Models
Entrepreneur Matthew Gallagher used AI to automate core business functions—coding, marketing, support—allowing his company to scale without building a large managerial team. This demonstrates AI's current strength: drastically reducing coordination costs to enable solo or small teams to execute like corporations.
MemFactory Framework Unifies Agent Memory Training & Inference, Reports 14.8% Gains Over Baselines
Researchers introduced MemFactory, a unified framework treating agent memory as a trainable component. It supports multiple memory paradigms and shows up to 14.8% relative improvement over baseline methods.
VMLOps Launches 'Algorithm Explorer' for Real-Time Visualization of AI Training Dynamics
VMLOps released Algorithm Explorer, an interactive tool that visualizes ML training in real-time, showing gradients, weights, and decision boundaries. It combines math, visuals, and code to aid debugging and education.
Bain & Company Research: Why Consumers Choose AI Chatbots Over Search Engines
Bain & Company research reveals a significant consumer preference shift toward AI chatbots for product discovery and purchase decisions. This has direct implications for luxury retail's digital strategy and customer experience design.
New Research Proposes Lightweight Framework for Adapting LLMs to Complex Service Domains
A new arXiv paper introduces a three-part framework to efficiently adapt LLMs for technical service agents. It addresses latent decision logic, response ambiguity, and high training costs, validated on cloud service tasks. This matters for any domain needing robust, specialized AI agents.