Self-Hosted LLM vs. Cloud APIs: How to Route Between Them
A self-hosted LLM isn’t always cheaper than an API. Learn when on-prem wins, what your hardware can run, and how to route between local and cloud models.
AI NEWS JOURNAL
All AI updates
Explore the complete news stream by source, topic and date.
API Versioning Strategies for Stable Workflow Integrations
Compare API versioning strategies like URI, header, and date-based approaches, and learn how to handle a provider’s deprecation without breaking integration
Stateful vs. Stateless: Managing Context in AI Agent Builds
Stateful versus stateless design changes how systems scale and remember context. Learn when to use memory nodes, state stores, or both.
Uber brings ChatGPT Work to all employees with OpenAI
Uber is rolling out ChatGPT Work to more than 30,000 employees, helping teams research, analyze data, create presentations, and complete complex workflows.
Securing Quick access from corporate networks with AWS PrivateLink
Learn how to connect on-premises data sources to Amazon Quick privately with AWS PrivateLink, keeping analytics traffic off the public internet. This walkthrough covers VPC endpoints for user and API access, VPC connections for data sources, DNS and endpoint policies, identity federation, and enforcing VPC-endpoint-only access for compliance.
5 production challenges in multi-agent systems and how Deep Insight solved them
Many teams build a multi-agent AI prototype in days but hit a wall in production. This post defines five production challenges (orchestration, per-agent model selection, reliable operation, secure code execution, and monitoring) and shows how Deep Insight, an open source multi-agent system on AWS, solves each.
Blackstone’s Jas Khaira says fears over AI-buildout debt are overblown
Blackstone’s AI head on why the PE giant isn't panicked by market jitters.
Meta wants to pay for its broad AI buildout with a newly created class of stock
The social media giant is planning a new stock strategy to help power its broad investments in AI models and services.
Adaptive agentic intelligence framework using Strands Agents
The Adaptive Agentic Intelligence Framework (AAIF), built with Strands Agents, handles routine tasks locally with small language models and routes complex requests to cloud models through Amazon Bedrock. This post walks through building AAIF with local SLMs through Ollama and Amazon Bedrock, using an Internet of Things monitoring scenario.
TechCrunch Founder Summit 2026: Everything you need to know
TechCrunch Founder Summit is a full-day gathering in Boston on November 4 where founders across all stages connect with top VCs and experienced entrepreneurs to gain tactical insights on building and scaling their companies.
Meta says Muse has over 10M users, with shopping a top activity
Meta Muse users are adopting the app for shopping and personal productivity, the company said during its Q3 earnings call. The AI app now has over 10M users.
Recursive launches Flint, a laptop coding model it says was largely built by AI
Startup Recursive has released Flint, a free, laptop-sized coding model built largely by its own AI research system, as an early test of AI that improves itself.
Train Qwen3 on AWS Trainium with torchtitan
Train Qwen3 on AWS Trainium with torchtitan three ways on a single trn2.48xlarge: the Hugging Face Transformers v5 modeling backend, torchtitan's native Qwen3, and NKI mixture-of-experts kernels. The same torchrun launcher and config structure work unchanged across all three paths, including loading and saving published Hugging Face safetensors.
The new human-crafted Apple Music brand matters in an AI world
Opinion: In a world of AI slop, showing the human hands making things helps.
While Amazon blocks AI agents, Walmart rolls out the welcome mat
As Amazon blocks AI agents from shopping on its site, Walmart is taking the opposite approach, introducing new technology that lets AI agents make purchases on customers' behalf, with controls over spending and transaction approvals.
How U.S. Hunger connects leaders and data using Amazon Quick
U.S. Hunger, a nonprofit addressing food insecurity, uses Amazon Quick to connect organizational data with leadership decisions. Leaders explore applicant data directly, share KPI definitions and financial context in Quick Spaces, and investigate policy questions with Quick Research.
OpenAI's latest AI models are coming to Google Cloud and Antigravity
Google Cloud will have GPT 6.1 Astra, Sol, and Luna in the coming weeks.
Today's PHP Security Release, and How We're Strengthening PHP Security
Today's PHP Security Release, and How We're Strengthening PHP Security If you're running anything on PHP it's vital you upgrade - today's updates (across the entire PHP 8.x line) address two remote code execution holes, and there have been exploits circulating since last night, thanks to a leak in the coordinated disclosure process. This post from the PHP Foundation explain what went so wrong: On Tuesday, October 20th, at around 15:00 UTC, the two CVE IDs began circulating on online forums and social media. They came with a wrong release time and a wrong CVSS score of 10.0 (the actual score is 9.2). No technical details leaked. In response, the PHP project brought its pre-announcement forward and published it at 19:30 UTC. It also moved the release from October 22nd, 14:00 UTC, to October
Judge rejects Trump’s wild claim EPA can dismiss data center pollution lawsuits
Trump’s EPA can't unilaterally dismiss SpaceXAI pollution lawsuit, court rules.
PHP Armageddon: OpenAI, Google’s Wiz find ancient holes, panicking the internet
This is the kind of security issue that was found and prevented by AI, but is also a high risk because of AI.