AI Testing News
Daily digest of what's happening in AI testing, tools, and automation.
Today's AI Testing Digest
- •Test suite failures can mask deeper system reliability issues—QA needs to validate that tests themselves aren't the single point of failure in AI agent systems. Read more
- •RAG systems require completely different testing approaches than traditional software; measure retrieval quality using metrics like Precision@K and Recall@K to catch broken data pipelines early. Read more
- •Enterprise AI deployments demand production readiness frameworks—guides on running AI agents in production are now essential reading for QA teams transitioning from traditional testing. Read more
- •AI red teaming is now a mature discipline—security-focused adversarial testing of AI systems has become critical to prevent unsafe model behavior and data drift in production. Read more
- •QA leaders must shift focus from preventing unsafe behavior to detecting systems that gradually drift into unsafe patterns—continuous monitoring and regression testing are essential. Read more
134 articles
AI Just Beat Law Professors at Their Own Game — Stanford Study - quasa.io
AI Just Beat Law Professors at Their Own Game — Stanford Study quasa.io
Anthropic Walks Back Policy That Could Have ‘Sabotaged’ AI Researchers Using Claude - WIRED
Anthropic Walks Back Policy That Could Have ‘Sabotaged’ AI Researchers Using Claude WIRED
Anthropic's Claude Fable 5 Alleged Jailbreak to Generate Stack Exploits - CyberSecurityNews
Anthropic's Claude Fable 5 Alleged Jailbreak to Generate Stack Exploits CyberSecurityNews
Moffitt Cancer Center tests AI tool for treatments, building personalized care for rare cancer - MSN
Moffitt Cancer Center tests AI tool for treatments, building personalized care for rare cancer MSN
MOZN Redefines Fraud Response from Days to Minutes with AI Rule Builder - albawaba.com
MOZN Redefines Fraud Response from Days to Minutes with AI Rule Builder albawaba.com
Deep Learning Tracks Four Decades Migration - Bioengineer.org
Deep Learning Tracks Four Decades Migration Bioengineer.org
What is Google Antigravity: Workflow and Use Cases - Simplilearn.com
What is Google Antigravity: Workflow and Use Cases Simplilearn.com
How frontier teams are reinventing AI-native development - Amazon Web Services (AWS)
How frontier teams are reinventing AI-native development Amazon Web Services (AWS)
McDonald's tests Google-backed AI drive-thru after 1M orders - MSN
McDonald's tests Google-backed AI drive-thru after 1M orders MSN
K2view Highlights Data Compliance Challenge in AI-Assisted Software Testing - TipRanks
K2view Highlights Data Compliance Challenge in AI-Assisted Software Testing TipRanks
Machine Learning Guides ALD to Predict Better Hafnium Oxide Film Quality - AZoM
Machine Learning Guides ALD to Predict Better Hafnium Oxide Film Quality AZoM
Lenovo ThinkStation PGX review: I found the top mini workstation for OpenClaw that's not a Mac mini - MSN
Lenovo ThinkStation PGX review: I found the top mini workstation for OpenClaw that's not a Mac mini MSN
Surprise upset: GPT-5.5 beats Claude Fable 5 on brutal new Agents’ Last Exam benchmark - VentureBeat
Surprise upset: GPT-5.5 beats Claude Fable 5 on brutal new Agents’ Last Exam benchmark VentureBeat
No Coding Background? AI in Automation Testing Could Be Your IT Career Path - FlaglerLive
No Coding Background? AI in Automation Testing Could Be Your IT Career Path FlaglerLive
Wistron ITS rebrands as WITS to scale chip and AI engineering in software-hardware integration pivot - digitimes
Wistron ITS rebrands as WITS to scale chip and AI engineering in software-hardware integration pivot digitimes
Chairman Of AI Chip-Testing Equipment Maker Is The Wealthiest Newcomer Among Taiwan’s Richest - Forbes
Chairman Of AI Chip-Testing Equipment Maker Is The Wealthiest Newcomer Among Taiwan’s Richest Forbes
Construction Quality Startup Structured AI Raises $4.2M Seed Round - Engineering News-Record (ENR)
Construction Quality Startup Structured AI Raises $4.2M Seed Round Engineering News-Record (ENR)
Top AI Presentation Makers in 2026: Ranked by Use Case After Hands-On Testing - highonfilms.com
Top AI Presentation Makers in 2026: Ranked by Use Case After Hands-On Testing highonfilms.com
China-based operatives used ChatGPT to shape AI data centers and tariff debates - Axios
China-based operatives used ChatGPT to shape AI data centers and tariff debates Axios
Looking for Signs of Intelligence in Chatbots - Nautilus | Science
Looking for Signs of Intelligence in Chatbots Nautilus | Science
The Race Against Code: Agentic AI Tackles Apple's OS Update Gauntlet - BriefGlance
The Race Against Code: Agentic AI Tackles Apple's OS Update Gauntlet BriefGlance
TestMu AI Announces Day-Zero Support for macOS Golden Gate and iOS 27 Beta Following WWDC 2026 - Business Wire
TestMu AI Announces Day-Zero Support for macOS Golden Gate and iOS 27 Beta Following WWDC 2026 Business Wire
Q&A with Nacho De Marco, Co-Founder and CEO of BairesDev - citybiz
Q&A with Nacho De Marco, Co-Founder and CEO of BairesDev citybiz
AI Tool Classifies 102 CNS Tumor Subtypes in Minutes - Inside Precision Medicine
AI Tool Classifies 102 CNS Tumor Subtypes in Minutes Inside Precision Medicine
9 Best AI Penetration Testing Companies in 2026 - Dailyhunt
9 Best AI Penetration Testing Companies in 2026 Dailyhunt
Cognizant turns employee interaction data into a $200-million sales pipeline using AI - MSN
Cognizant turns employee interaction data into a $200-million sales pipeline using AI MSN
McDonald’s Tests Google-Backed AI Drive-Thru Ordering System - entARABI
McDonald’s Tests Google-Backed AI Drive-Thru Ordering System entARABI
New framework for auditing machine unlearning - Research at Google
New framework for auditing machine unlearning Research at Google
The biggest local LLM on your machine is useless if it can't call a single tool, no matter how many parameters it has - XDA
The biggest local LLM on your machine is useless if it can't call a single tool, no matter how many parameters it has XDA
AI scores a ‘C–’ on its hardest math test yet - Scientific American
AI scores a ‘C–’ on its hardest math test yet Scientific American
How Agentic AI Is Reshaping Enterprise Testing - EPAM
How Agentic AI Is Reshaping Enterprise Testing EPAM
Q&A with Arun Lal, SVP of Global Marketing at Sauce Labs - citybiz
Q&A with Arun Lal, SVP of Global Marketing at Sauce Labs citybiz
Anthropic’s Fable 5 LLM tops performance benchmarks, has cyber safety rails - techAU
Anthropic’s Fable 5 LLM tops performance benchmarks, has cyber safety rails techAU
Automate Accessibility Audits Using LambdaTest's Testing Suite - BBN Times
Automate Accessibility Audits Using LambdaTest's Testing Suite BBN Times
Setting Up SmartUI Visual Regression Tests in LambdaTest - BBN Times
Setting Up SmartUI Visual Regression Tests in LambdaTest BBN Times
Build an AI-Powered Equipment Repair Assistant Using Amazon Bedrock AgentCore | Amazon Web Services - Amazon Web Services (AWS)
Build an AI-Powered Equipment Repair Assistant Using Amazon Bedrock AgentCore | Amazon Web Services Amazon Web Services (AWS)
Studio Bark unveils ‘Planning Appeal Intelligence’ AI tool for beta testing - Architecture Today
Studio Bark unveils ‘Planning Appeal Intelligence’ AI tool for beta testing Architecture Today
TCS Will Have 50% AI Agents, 50% Humans By 2029 - Chairman - Dailyhunt
TCS Will Have 50% AI Agents, 50% Humans By 2029 - Chairman Dailyhunt
AI coding assistants move from novelty to necessity as software development enters a new era - iTWire
AI coding assistants move from novelty to necessity as software development enters a new era iTWire
Claude Fable 5 Brings Mythos AI to Public Users | Outlook Respawn - Outlook Respawn
Claude Fable 5 Brings Mythos AI to Public Users | Outlook Respawn Outlook Respawn
AI Shifts Cyber’s Hardest Problem From Finding Flaws to Fixing Them - WSJ
AI Shifts Cyber’s Hardest Problem From Finding Flaws to Fixing Them WSJ
Best smart speakers 2026: top voice-assistant speakers tested by our experts - What Hi-Fi?
Best smart speakers 2026: top voice-assistant speakers tested by our experts What Hi-Fi?
Local Agentic Programming on the Cheap: Claude Code + Ollama + Gemma4 - KDnuggets
Local Agentic Programming on the Cheap: Claude Code + Ollama + Gemma4 KDnuggets
How Cognizant drives $200 million by listening to employee conversations through AI - MSN
How Cognizant drives $200 million by listening to employee conversations through AI MSN
Anthropic Launches Claude Fable 5 as Service Disruption Tests Enterprise Confidence in AI Infrastructure - AI Insider
Anthropic Launches Claude Fable 5 as Service Disruption Tests Enterprise Confidence in AI Infrastructure AI Insider
Why Employees Aren’t Transparent About Their AI Usage - Harvard Business Review
Why Employees Aren’t Transparent About Their AI Usage Harvard Business Review
Inside Magna’s smart factory fight for competitiveness - Automotive Manufacturing Solutions
Inside Magna’s smart factory fight for competitiveness Automotive Manufacturing Solutions
Q&A: By 2027, 40% of AI-related data breaches will stem from improper use - Digital Journal
Q&A: By 2027, 40% of AI-related data breaches will stem from improper use Digital Journal
Q&A: How finance is transitioning to AI-driven operations - Digital Journal
Q&A: How finance is transitioning to AI-driven operations Digital Journal
Crawford CTO warns AI could weaken insurance talent pipelines - Insurance Business
Crawford CTO warns AI could weaken insurance talent pipelines Insurance Business
Unico Connect Publishes 2026 Insights on Running AI Agents in Production in New Guide for Enterprises - TMX Newsfile
Unico Connect Publishes 2026 Insights on Running AI Agents in Production in New Guide for Enterprises TMX Newsfile
What SoFi learned about its customers while testing its AI adviser - CX Dive
What SoFi learned about its customers while testing its AI adviser CX Dive
9 AI trading software tools for crypto and stock market automation in 2026 - AMBCrypto
9 AI trading software tools for crypto and stock market automation in 2026 AMBCrypto
From Idea to Impact: HOPPR Lowers Barriers for Global AI Innovators - BriefGlance
From Idea to Impact: HOPPR Lowers Barriers for Global AI Innovators BriefGlance
Claude's Corner: Polymath — Who Builds the Gyms Where AI Agents Train? - StartupHub.ai
Claude's Corner: Polymath — Who Builds the Gyms Where AI Agents Train? StartupHub.ai
Pioneering AI Health Innovations Regulatory Sandbox Launched in London - streamlinefeed.co.ke
Pioneering AI Health Innovations Regulatory Sandbox Launched in London streamlinefeed.co.ke
System Definition Brings Software Engineering to AI Coding - HackerNoon
System Definition Brings Software Engineering to AI Coding HackerNoon
Central University of Kerala extends PG admission registration deadline to June 15 - Mathrubhumi English
Central University of Kerala extends PG admission registration deadline to June 15 Mathrubhumi English
Cognizant Turns Employee Interaction Data Into A $200-Million Sales Pipeline Using AI - NDTV Profit
Cognizant Turns Employee Interaction Data Into A $200-Million Sales Pipeline Using AI NDTV Profit
AI-powered exam cheating targeted in Vietnam's largest graduation test - Báo VietNamNet
AI-powered exam cheating targeted in Vietnam's largest graduation test Báo VietNamNet
Top AI Coding Agents and Development Platforms in 2026: Atoms, Devin, Windsurf, Cursor, Warp, and More Compared - MarkTechPost
Top AI Coding Agents and Development Platforms in 2026: Atoms, Devin, Windsurf, Cursor, Warp, and More Compared MarkTechPost
Meta Targets Brands With New AI Ad Tools and Reels Integrations - TechJuice
Meta Targets Brands With New AI Ad Tools and Reels Integrations TechJuice
McDonald’s tests Google-backed AI drive-thru ordering system - AI News
McDonald’s tests Google-backed AI drive-thru ordering system AI News
UK launches world first AI medicines safety ‘sandbox’ to cut drug risks and speed innovation - National Health Executive
UK launches world first AI medicines safety ‘sandbox’ to cut drug risks and speed innovation National Health Executive
A weekly roundup of product launches and company news - QA Financial
A weekly roundup of product launches and company news QA Financial
Bengaluru-Based HyperNorm AI Raises $2.2 Mn to Bring Explainable AI to Wealth Management - Analytics India Magazine
Bengaluru-Based HyperNorm AI Raises $2.2 Mn to Bring Explainable AI to Wealth Management Analytics India Magazine
AI red teaming comes of age - csoonline.com
AI red teaming comes of age csoonline.com
Shunya Labs Launches Voice AI Platform Supporting 216 Indian Languages and Dialects - Analytics India Magazine
Shunya Labs Launches Voice AI Platform Supporting 216 Indian Languages and Dialects Analytics India Magazine
UK launches first-of-its-kind AI sandbox to optimise medicine safety and drug development - Innovation News Network
UK launches first-of-its-kind AI sandbox to optimise medicine safety and drug development Innovation News Network
Tempus AI (TEM) Valuation Check As FDA Approval And New AI Tools Shape Growth Expectations - simplywall.st
Tempus AI (TEM) Valuation Check As FDA Approval And New AI Tools Shape Growth Expectations simplywall.st
Tempus AI (TEM) Valuation Check As FDA Approval And New AI Tools Shape Growth Expectations - simplywall.st
Tempus AI (TEM) Valuation Check As FDA Approval And New AI Tools Shape Growth Expectations simplywall.st
UK to test AI legal assistants to help reduce court delays - Digital Watch Observatory
UK to test AI legal assistants to help reduce court delays Digital Watch Observatory
Computer vision automated landing and embedded AI for tomorrow’s cockpits - Airbus
Computer vision automated landing and embedded AI for tomorrow’s cockpits Airbus
Fable 5 Launches with AGI-Level Capabilities, Sparking Debate on AI Self-Preservation - KuCoin
Fable 5 Launches with AGI-Level Capabilities, Sparking Debate on AI Self-Preservation KuCoin
Why better data annotation Is the key to AI’s future - ContentGrip
Why better data annotation Is the key to AI’s future ContentGrip
Testing AI Models: How QA Teams Are Evolving for the AI Era - Nasscom
Testing AI Models: How QA Teams Are Evolving for the AI Era Nasscom
Playwright vs Selenium: Differences & When to Use Each 2026 - AIMultiple
Playwright vs Selenium: Differences & When to Use Each 2026 AIMultiple
Next-Generation Process Analytics and Industrial QC Testing - Technology Networks
Next-Generation Process Analytics and Industrial QC Testing Technology Networks
AI Dropshipping: What It Is and Top Tools to Use (2026) - Shopify
AI Dropshipping: What It Is and Top Tools to Use (2026) Shopify
DAST Software Pricing Comparison: Burp Suite, Nessus & More - AIMultiple
DAST Software Pricing Comparison: Burp Suite, Nessus & More AIMultiple
Next-Generation Process Analytics and Industrial QC Testing - Technology Networks
Next-Generation Process Analytics and Industrial QC Testing Technology Networks
How To Make Money With AI: 19 Ideas (2026) - Shopify
How To Make Money With AI: 19 Ideas (2026) Shopify
7 Bathroom Scrubbers That Make Dreaded Shower Cleaning a Breeze, Based on Our Testing - The Spruce
7 Bathroom Scrubbers That Make Dreaded Shower Cleaning a Breeze, Based on Our Testing The Spruce
AI Dropshipping: What It Is and Top Tools to Use - Shopify
AI Dropshipping: What It Is and Top Tools to Use Shopify
Call for Resilient Multimodal Passenger Transport with AI and Digital Technologies - fundsforNGOs
Call for Resilient Multimodal Passenger Transport with AI and Digital Technologies fundsforNGOs
Claude 5 Fable Sets New AI Performance Record, Crushes Coding and Long-Context Benchmarks - thewincentral.com
Claude 5 Fable Sets New AI Performance Record, Crushes Coding and Long-Context Benchmarks thewincentral.com
Maruti Suzuki Targets 25% Faster Vehicle Development With New Launches - MotorBeam
Maruti Suzuki Targets 25% Faster Vehicle Development With New Launches MotorBeam
The Real Reason AI Is Moving Faster Than Past Engineering Shifts - HackerNoon
The Real Reason AI Is Moving Faster Than Past Engineering Shifts HackerNoon
Krisp Launches Real-Time Voice Translation API for Developers - Analytics India Magazine
Krisp Launches Real-Time Voice Translation API for Developers Analytics India Magazine
Vibe Coding Puts Cybersecurity Pros’ Skills to the Test - dice.com
Vibe Coding Puts Cybersecurity Pros’ Skills to the Test dice.com
Cambridge Scientists Test World’s First AI-Designed Universal Vaccine in Human - Analytics India Magazine
Cambridge Scientists Test World’s First AI-Designed Universal Vaccine in Human Analytics India Magazine
Can Non-Tech Professionals Build a Career in AI? - Simplilearn.com
Can Non-Tech Professionals Build a Career in AI? Simplilearn.com
QAwerk founder: ‘The real danger is systems drifting into unsafe behaviour’ - QA Financial
QAwerk founder: ‘The real danger is systems drifting into unsafe behaviour’ QA Financial
Why system-first engineering matters for agentic AI - 디지털투데이
Why system-first engineering matters for agentic AI 디지털투데이
Finda and Upstage build finance-focused agentic AI platform - Let's Data Science
Finda and Upstage build finance-focused agentic AI platform Let's Data Science
Cognizant's AI analyses employee interactions with clients, generates $200 million in new pipeline - Moneycontrol.com
Cognizant's AI analyses employee interactions with clients, generates $200 million in new pipeline Moneycontrol.com
Finda, Upstage team up to build finance-focused agentic AI platform - The Korea Times
Finda, Upstage team up to build finance-focused agentic AI platform The Korea Times
Finda, Upstage team up to build finance-focused agentic AI platform - The Korea Times
Finda, Upstage team up to build finance-focused agentic AI platform The Korea Times
Claude Code Workflow: How Developers Build Faster - Simplilearn.com
Claude Code Workflow: How Developers Build Faster Simplilearn.com
Microsoft Upgrades Copilot Studio to Build Smarter AI Agents and Workflows - Dawan Africa
Microsoft Upgrades Copilot Studio to Build Smarter AI Agents and Workflows Dawan Africa
Meta Chooses Reliance for Its First AI Data Centre in India - Analytics India Magazine
Meta Chooses Reliance for Its First AI Data Centre in India Analytics India Magazine
High-Demand AI Skills That Emerged in 2026 - Simplilearn.com
High-Demand AI Skills That Emerged in 2026 Simplilearn.com
Cardo AI Launches Cash Flow Modeling Tool for Asset-Based Finance - ABF Journal
Cardo AI Launches Cash Flow Modeling Tool for Asset-Based Finance ABF Journal
Tens of Thousands Participate in Internal Beta: Scientific Research Tool a Lab Sensation, Draft a Paper in 4 Hours, Automatically Take Over Research Work - 36 Kr
Tens of Thousands Participate in Internal Beta: Scientific Research Tool a Lab Sensation, Draft a Paper in 4 Hours, Automatically Take Over Research Work 36 Kr
Entry-Level AI Jobs That Are Easier to Break Into - Simplilearn.com
Entry-Level AI Jobs That Are Easier to Break Into Simplilearn.com
Claude Fable 5 vs Other AI Models: Core Comparison - Blockchain Council
Claude Fable 5 vs Other AI Models: Core Comparison Blockchain Council
Anthropic rolls out Claude Fable 5 and Claude Mythos 5 with improved vision, memory, and research abilities - FoneArena.com
Anthropic rolls out Claude Fable 5 and Claude Mythos 5 with improved vision, memory, and research abilities FoneArena.com
TCS Will Have 50% AI Agents, 50% Humans By 2029 - Chairman - Trak.in
TCS Will Have 50% AI Agents, 50% Humans By 2029 - Chairman Trak.in
The Reason Your Agent Demo Isn't in Production Has Nothing to Do With the Model
Your agent demo took an afternoon. The reason it isn't in production nine months later has nothing to...
Running OpenAPI Validation in GitHub Actions and Showing Findings in Pull Requests
Hello, I'm Ganesh. I'm building git-lrc, an AI code reviewer that runs on every commit. It is free,...
Your MCP Server Passes Every Test — and Claude Still Rejects the Tool
Our MCP tool passed every server-side test, then Claude refused to call it. A debugging story about outputSchema and what E2E testing MCP actually means.
How to Set Up a Local AI Agent on Your Own Server
OpenClaw is an open source AI orchestrator that turns Telegram into a personal AI interface. Here's how I set it up on bare metal and why I haven't touched a web UI since.
Software engineering became software architecture.
Part 1 of a series on building a personal code factory. Deterministic gates make code quality converge. Architecture has no such gate — and I handed most of it to the agent without ever deciding to.
RAG-Based Testing Series — Part 2: Testing Retrieval Quality — Are You Fetching the Right Data?
If your retriever is broken, your entire RAG system is broken. Learn how to measure retrieval quality using real metrics — Precision@K, Recall@K, MRR, and NDCG — and write your first actual retriev...
RAG-Based Testing Series — Part 1: What Is RAG & Why Your Old Testing Playbook Won't Work Here
A complete beginner-friendly breakdown of RAG systems, why they need a completely different testing approach, and what's coming in this series — from scratch to a fully automated RAG test framework.
Ask HN: Releasing code under AGPLv3, but want to block LLM reconstruction?
I am preparing to release a software project under the AGPLv3. The goal is traditional copyleft reciprocity - if you use it or host it, share your changes.However, I am realistic about the current ...
Manus registered my domain in their own name and won't release it
I run a small job-search SaaS at jobmatch.bot. In April I bought the domain through Manus's website builder. "Buy Your Domain Instantly... Your App, Your Address" is how their blog m...
Visa adds payment network into ChatGPT, letting AI agents shop and pay for users
AI hiring lawsuit: Workday's bias-testing data is attorney-client privileged
Show HN: Llmbuffer – Python library for cache-optimized LLM conversation history
I was not getting good cache utilization when including dynamic context in agent threads. After a lot of experimentation, I found a good pattern that minimizes how often long lived conversation his...
Show HN: Magenta Real-Time Music Generation Locally on iPhone, Without the GPU
Last Thursday, Deepmind released Magenta Realtime 2 , an open source music generation model. They said it could run on Mac, but not iPhone.As a v̵i̵b̵e̵ ̵c̵o̵d̵i̵n̵g̵ ̵a̵d̵d̵i̵c̵t̵ agentic AI maxxi...
AI is eating the AI Engineering Loop
Search Results Are Getting Sloptimized
Quick: An internal hosting platform for the AI era
Show HN: I am building a map of people who lived in the Roman Empire
Driving home from work one day, I wanted to know how many people we knew the names of who lived during the Roman era. Searching around, I found lists of Consuls and officials, but nothing that cove...
Visa plugs its payment network into ChatGPT, letting AI agents shop and pay
Show HN: Athenic – Why you can't do data analysis with Claude
Hey HN, I'm Jared. I’ve been building data tools since 2020. Polyture, then AskEdith, now Athenic: ask a question in natural language, get a chart/dashboard, then automate it. Connects to...
Show HN: Extend UI – open-source UI kit for modern document apps
We're open-sourcing 14 components & examples today for PDF, DOCX, and XLSX viewers, plus bounding box citations, file upload, e-signature, and more. It's MIT licensed and fully custom...
Show HN: HelixDB – A graph database built on object storage
Hey HN, it’s been just over a year since we launched HelixDB (https://news.ycombinator.com/item?id=43975423), a project a friend and I started in college. It’s an OLTP graph database...
Show HN: Papermill Press – An AI-friendly markup language for PDF generation
If you’ve generated PDFs from HTML, you’ll know the pain: headless Chrome in Docker, CSS hacks, content that flows over pages or table boundaries and other quality issues.The fundamental problem is...
Ask HN: What has been the fate of code review?
Given the increased use of AI, my experience is that teammates are moving so fast churning out so many changes that it is nigh impossible to review it all. I can't even keep up with the code b...
The Test Suite Was the Incident
Get 800 free credits. Welcome to my AI image and video generation website.
The last time I posted here, I asked for help figuring out why the AI-generated website(voloshow). I had spent months building wasn’t getting any customers.I’m really grateful for all the replies I...
Show HN: Artie – Real-time data replication to your warehouse, now self-serve
Hey HN, cofounder of Artie here. We’ve built a real-time data replication tool that captures every row-level change in your source database and streams it to your warehouse in under 60 seconds.The ...