PrevHQ Blog
Engineering, verification, and the future of AI code.
The Alpha is in the Infrastructure: Why Quants Are Moving to Ephemeral Clouds
Your trading strategy is only as fast as your infrastructure. Why static servers are killing your alpha, and how ephemeral clouds unlock massive parallel backtesting for FinGPT.
Stop Writing Prompts: Why 'Declarative AI' Needs Ephemeral Compilation Clouds
Your MacBook is Killing Your FL Research: How to Scale Flower Simulations to 1,000 Nodes in the Cloud
The Tenant Bleed: Why Your RAG App Needs Row Level Security
The Death of the Static NPC: Hosting Generative Godot Games
The Reproducibility Crisis is an Infrastructure Problem
It’s 2 AM on a Tuesday. Your paper just got flagged by a reviewer. They can’t reproduce Figure 3.
How to Share ROS 2 Simulations with Foxglove in the Cloud (2026)
The Alpha is in the Privacy: Why Quants are Ditching Public Clouds for Ephemeral Iron
You have a winning strategy. Sending it to OpenAI is suicide. Learn how to run FinGPT locally for backtesting using ephemeral GPU infrastructure.
Stop Sending JSON Files: Why ComfyUI Needs a Backend
Your ComfyUI workflow works perfectly on your RTX 4090. You send the .json file to your Art Director. It crashes immediately. Welcome to dependency hell.
The Pixel Bottleneck: Why Your Multimodal Agent is Blind on Localhost
Debugging multimodal agents requires visualizing data where it lives. Learn how to host FiftyOne servers ephemerally to eliminate the 'download to localhost' bottleneck.
The USB Port for Intelligence: Why MCP Needs Ephemeral Infrastructure
We standardized the protocol (MCP), but forgot the environment. Learn why your MCP server needs an ephemeral URL, not a localhost tunnel, to truly unlock agent collaboration.
Automate AI Red Teaming: Scaling PyRIT with Ephemeral Environments
You can't secure an AI agent by chatting with it. Learn how to scale adversarial attacks using Microsoft PyRIT and ephemeral infrastructure.
The Death of Selenium: Why Agentic QA Needs Ephemeral Infrastructure
Your CSS selectors are broken again. In the age of Generative UI, hard-coded tests are technical debt. The future is Agentic QA, but it requires a new kind of infrastructure.
Your Agent Has Alzheimer's: Why Long-Term Memory is the Next Crisis
Your agent forgot the user's name after 10 turns. Learn how to test long-term memory and context persistence in 2026 using Cognitive Sandboxes and MemGPT.
Your Voice Agent Sounds Drunk on Localhost (And How to Fix It)
If your Voice Agent works on localhost but fails on a real call, the problem isn't your prompt—it's your network. Here's why tunneling kills WebRTC performance and how to test properly.
The End of Localhost: Why Your AI Docs Need Interactive Demos
Your users are dropping off at 'pip install'. Here is how to fix your adoption funnel by turning your documentation into an interactive playground.
The Robot in the Browser: Why Localhost Simulation is Killing Your Fleet
You wouldn't email a screenshot of a React app. So why are you emailing MP4s of your robot simulation? It's time to move RViz to the browser.
Automated Red Teaming: The Only Way to Secure AI Agents in 2026
You hired a pentester. They found 0 bugs. You deployed. Your agent drained the bank account. Learn why manual red teaming fails for AI agents.
The System Prompt is Your New Monolith (And It's Crumbling)
Your System Prompt started as 3 lines. Now it's 5,000 tokens of XML. Learn why prompt engineering is technical debt and how to regression test your agent's behavior.
The Death of the Dashboard: Why Your Next UI Will Be Hallucinated
You spent 6 months building a dashboard. Nobody uses it. They just ask the chatbot. Learn why Generative UI is eating SaaS and how to survive the chaos of ephemeral interfaces.
You Can't Delete a Neuron: The Nightmare of AI 'Right to be Forgotten'
You deleted the database row, but your AI still remembers the user. Learn how to verify 'Right to be Forgotten' compliance in LLMs.
Your Agent Just Committed a Crime: The Data Sovereignty Nightmare of 2026
Your AI agent optimized for cost and routed German data to a US server. It saved you $0.04 and cost you €20M in fines. Here is how to stop it.
Stop Paying the GPT Tax: How to Verify Distilled Models in 2026
Your OpenAI bill is too high. You want to switch to Llama-3. But how do you know the small model isn't broken? Learn how to verify distilled model performance using behavioral parity tests.
The Left-Pad Moment for AI: Why Your Agents Will Break Tomorrow
We treat LLMs like static libraries. They are not. They are living services that change without warning. Learn how to survive the 'Left-Pad' moment for AI.
The Trojan Horse in Your Slack: Why You Must 'Red Team' Your Vendors
You wouldn't let a stranger read your emails. So why are you letting an unchecked AI agent do it? Learn how to assess AI vendor risk in 2026.
The Deadlock in the Swarm: Why Your Multi-Agent System is Stuck
Your agents are talking, but nobody is working. Learn how to debug multi-agent system deadlocks and 'livelocks' using visual replay tools in 2026.
When Every User is a Bot: The Non-Human Identity Crisis (2026)
You have 1,000 employees and 45,000 service accounts. Who is logging in? The Non-Human Identity (NHI) crisis is here. Learn how to secure your AI agents.
The Illiterate Programmer: How to Verify Code You Can't Read
You are part of the fastest-growing demographic in software: the Non-Technical Builder. You use Cursor or Replit to conjure applications. But you are also terrified. Here is how to verify code you cannot read.
Your API is Breaking Agents: The Guide to Agent-Ready Infrastructure (2026)
Agents don't read documentation; they read schemas. Learn why your "Developer Experience" is killing your "Agent Experience".
Your API is Broken for Agents: A Guide to Testing Function Calling in 2026
Your API works for humans, but fails for agents. Learn why 'Function Calling' breaks your API and how to test for AI readiness in 2026.
Denial of Wallet: How to Prevent AI Agent Cost Overruns in 2026
An infinite loop used to mean a crashed server. Now it means a bankrupt company. Learn how to prevent 'Denial of Wallet' attacks.
The World is Too Slow: Why Your Agents Need a Matrix
We have run out of human data. To get to GPT-6, we need synthetic data. But generating it requires a world for agents to live in. Learn why simulation is the new production.
The Actuary in the Machine: Why Your AI Policy is Void
You just opened the envelope. It’s from your insurance carrier. 'Notice of Non-Renewal.' It’s not because you had a claim. It’s because you launched an autonomous agent. Learn how to fix your insurability.
The UAT Crisis: Why Enterprise Agents Die in Staging
Your AI agent is stuck in staging because the VP saw it fail once. Learn how to use 'High-Volume UAT' to get enterprise sign-off for probabilistic software.
The Death of 10 Blue Links: The 2026 Guide to Answer Engine Optimization
You are looking at your analytics dashboard. The "Organic Search" line is flatlining.
Your Knowledge Base is a Liability (Until You Test It)
RAG is not magic; it's an index. And indices rot. Learn why your Knowledge Base is a liability and how to test it before your agent hallucinates.
Your Call Center is Now a Server Rack (And It Just Insulted Your Biggest Customer)
The biggest migration in 2026 isn't from On-Prem to Cloud. It is from BPO to GPU. Learn how to test your AI agents before they destroy your brand.
When Your Customer is a Bot: The Rise of Agentic Commerce
You optimized for Humans (UX). Now you must optimize for Agents. Learn why 'Agentic Commerce' is the next trillion-dollar shift and how to survive it.
How to Ensure AI Agent Compliance: Avoiding The Compliance Cliff
The "AI Pilot" was a success, but Legal just killed the production launch. Learn how to ensure AI agent compliance in 2026 by using Governance as Code.
The Compliance Sandbox: Why Your Agents Are Stuck in Legal Purgatory
The 'Works on My Prompt' Paradox: How to Debug Autonomous Agents in 2026
The 'Works on My Prompt' Paradox: Why prompt engineering won't fix your reliability problems and how to use ephemeral sandboxes to debug autonomous agents.
The Undo Button for AI Agents: Why Git Revert Isn't Enough
The scariest thing about an autonomous agent isn't that it's smart. It's that it's fast.
The Agentic Cost Spiral: Why 'Fail Fast' is the Only Way to Afford AI
We need to talk about the elephant in the Finance department.
The 1,000 Agent Problem: Why Your Infrastructure Isn't Ready
We are treating AI agents like human employees, and it is melting our infrastructure. It's time to solve the 1,000 Agent Problem with ephemeral runtimes.
The Hidden Kernel Problem
Why your AI agents are dangerous and how to fix the "Agentic Infrastructure" gap before it breaks production.
The Hidden Kernel Problem: Why Your AI Agents Need a Sandbox, Not Just a Repo
We are entering the era of Agentic Infrastructure, but we are building it on tools designed for humans. The fundamental issue is that agents need a runtime to verify their own work.
Stop Showing Figma. Start Showing Code.
Figma is a lie. PRDs are ignored. In the age of AI, the best spec is executable code. Learn why Product Managers are ditching mocks for live prototypes.
The Demo Effect is Dead: Why SEs are the New DevOps
We ask Sales Engineers to sell the future, but we force them to live in the past. Here is why 'Demo Automation' is a trap, and why Live Preview environments are the weapon you need to close deals.
The Demo Gods are Dead
Why the best Sales Engineers are using AI and ephemeral environments to kill the "It worked on localhost" excuse.
The Security Sandbox: Why SAST is Dead in the Age of AI
We are drowning in code. Junior devs with AI generate 500 lines of boilerplate in seconds. It looks perfect, but it's insecure. Learn why SAST is dead and Dynamic Verification per PR is the future.
The Infrastructure of Agents: Why Localhost is Dead
Agents are not chatbots. They are employees with terminal access. If you are running them on localhost, you are asking for trouble. Here is why you need an Agent Runtime.
The Bottleneck Has Moved: Why QA is the New Production
We spent a decade 'Shifting Left', but AI broke the pipeline. The new bottleneck is QA, and the solution is 'Shifting Out' to elastic, ephemeral environments.
The Open Source Spam Apocalypse (And How to Survive It)
Open Source maintainers are drowning in AI-generated spam PRs. It's a security risk and a burnout trap. Here is how to verify contributions without risking your laptop.
The AI Rewrote Your Monolith. Now Prove It Works.
The most dangerous lie in a migration project is 'It works on my machine'. If your AI agents are writing code that you can't run immediately, you aren't modernizing. You're just building a bigger legacy.
Why RevOps is the New DevOps (and why IT hates it)
Ops teams are writing code with AI, but IT blocks them from shipping it. Here is how RevOps can bypass the bottleneck and become the new Engineering powerhouse.
The Death of the Weekly Demo
The traditional 'Weekly Demo' is a relic of the past. In the AI era, clients demand continuous visibility. Here is how to kill the meeting and save the client relationship.
The One-Person Unicorn is a Lie (Unless You Do This)
Everyone wants to be a one-person unicorn. But generating code is easy; surviving it is hard. Here is how to scale yourself without losing your mind.
The Confidence Gap: Why We Don't Trust Our AI
We're all guilty of it: approving AI-generated code we haven't truly verified. It's not laziness; it's a tooling failure. Here is how we fix the Confidence Gap.
Why I Deployed on a Friday at 4 PM (and slept like a baby)
The unwritten rule is 'No deploys on Fridays'. But what if you could verify your changes so thoroughly that Friday became just another day? Here is how PrevHQ makes that possible.
The Most Valuable Code I Wrote Today Was None At All
AI writes code faster than we can read it. That's a problem. Learn why the most valuable thing I did today was throwing confident AI code away.