automation
automation on Beyond Market Intelligence: a running collection of 12 stories we have gathered and hand-picked because they are worth your time. Every post here touches on automation in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around automation, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.

How to Run Claude Code Agents for 24+ Hours
Unlock sustained coding productivity with Claude Code Agents running continuously – even for 24+ hours. This guide explores how to leverage these powerful AI assistants to streamline your engineering workflows and tackle complex projects with unprecedented efficiency. Discover practical techniques for maintaining and optimizing long-running agents, transforming your coding process. For a foundational understanding of setup and configuration, see "A Beginner’s Guide to Setting Up Claude Code for High Performance Agentic Programming" and elevate your agentic programming skills.

A Beginner’s Guide to Setting Up Claude Code for High Performance Agentic Programming
Unlock the full potential of Claude Code for agentic programming with this practical guide. We detail the essential configuration—permissions, hooks, and command habits—that distinguish a functional installation from a robust, production-ready setup designed for sustained agentic workflows. This isn’t theory; it’s a step-by-step walkthrough to optimize performance. For those seeking broader context on the evolving AI landscape, consider our recent discussion, "Am I focusing on the wrong skills as a CS student in the AI era?", to ensure you're building a future-focused skillset.
Am I focusing on the wrong skills as a CS student in the AI era? (Need brutally honest advice) [D]
The AI landscape is rapidly evolving, prompting a critical question for aspiring Computer Scientists: are current skill priorities still relevant? Your concerns about balancing traditional software engineering fundamentals—architecture, system design, and debugging—with the rise of AI are valid. While AI-powered code generation tools are advancing, a deep understanding of underlying principles remains paramount.

Your AI Agent Passed Every Eval. Finance Still Killed It.
A recent evaluation revealed a surprising paradox: an AI agent flawlessly passed every metric in our published harness, demonstrating impressive capabilities. However, the finance department ultimately halted its deployment. While the agent resolved issues effectively, the cost of those resolutions exceeded the expense of human counterparts—a critical factor in practical application. This highlights a crucial consideration for AI adoption, as explored further in "Kimi: Threat or menace?" Demonstrating technical success doesn’t guarantee financial viability.

Loop Engineering with Adaptive PDF Parsing: Start Cheap, Pay for a Heavier Parser Only When the Page Needs It
Loop Engineering’s adaptive PDF parsing offers a transformative approach to document intelligence. Start with a cost-effective parser and only escalate to heavier processing when a page demands it—ensuring you pay only for what you need. This innovative system incorporates an escalation cascade and deterministic checks, proactively flagging parse failures *before* incurring deeper processing costs. Discover how this model delivers efficiency and predictability for enterprise document workflows, as explored in detail in our Enterprise Document Intelligence series.

Newsletter platform Beehiiv now lets subscribers chat with each other, adds AI
Beehiiv is evolving, empowering publishers with enhanced community building and intelligent growth tools. Subscribers can now directly engage with each other through a new chat feature, fostering deeper connections within your audience. Simultaneously, we’re introducing AI Copilot, designed to streamline user growth strategies and provide actionable analytics insights. This represents a significant step toward a future-focused approach to newsletter management. For a broader perspective on AI’s evolving role in productivity, explore our article, "The real problem with AI."

Google’s AI Mode now lets you link and interact with select apps
Google’s AI Mode is evolving beyond simple question answering, now offering the ability to link and interact with select apps to complete tasks. This significant update expands AI Mode’s capabilities, streamlining workflows by connecting your frequently used applications. Discover a more integrated and efficient experience as AI assists with cross-app actions. For deeper insights into the broader landscape of AI agents and productivity tools, explore our related article on "The real problem with AI." This marks a progressive step toward a future-focused data management ecosystem.

Yes, you can now order DoorDash from the command line
DoorDash is expanding its accessibility, launching a limited beta of dd-cli, a command-line tool designed for developers and AI agents. This innovative tool empowers users to search stores, build carts, and place orders directly from the terminal. Representing a significant step toward software optimized for AI workflows, dd-cli opens new possibilities for automation and integration. Interested in the broader trend of AI-powered tools? Explore how Google’s AI Mode is now linking and interacting with select apps, further blurring the lines between human and machine interaction.

Prepare These 5 Assets Before Your AI Agents Take On More Work
Ready to empower your AI agents to handle more work? Success hinges on thoughtful preparation. Before scaling AI adoption, prioritize defining recurring tasks, providing the right contextual data, and establishing clear benchmarks for high-quality output. Critically, determine where human judgment remains essential. These five assets are foundational. As Amazon’s AGI director recently highlighted, reliability—not just capability—is key to enterprise AI deployment; explore deeper insights on this challenge in "Amazon AGI director says AI agent reliability…”.

Don’t Let Claude Grade Its Own Homework
Self-reviewing AI models—like asking Claude to grade its own homework—introduces inherent bias. Our latest post explores a more reliable approach: cross-provider PR review using Codex within GitHub Actions. A second opinion from a different lab consistently delivers more objective and insightful evaluations than internal assessments. This method ensures rigorous quality control and identifies potential blind spots. As Anthropic and Blackstone recently highlighted, successful AI implementation demands more than just powerful models; it requires robust validation—and that starts with impartial review.

A SpaceX vet raised $65M to pull wire harnesses out of the Cold War era
A former SpaceX engineer is tackling a surprisingly persistent challenge: the archaic process of wiring rockets, missiles, and satellites. Having secured $65 million in funding, this innovator is focused on streamlining the bundling of these complex wire harnesses, a task rooted in Cold War-era practices. This addresses a critical inefficiency in aerospace engineering. For context, similar efforts to reimagine established systems are underway elsewhere – as seen with Overtone, a new AI dating service focused on voice interaction.
You can build your AI's memory just by talking. Here's the catch. #AI #aiagents #AImemory
Unlock your AI agent's potential with a surprisingly simple approach: conversational memory. You can build it just by talking. The catch? Scaling this memory effectively reveals underlying architectural complexities that can slow development. Prioritizing a robust context store, as explored in our article "Comprehension at AI Speed," is crucial for maintaining agility and preventing hidden bottlenecks. #AI #aiagents #AImemory