Blog

Deep dives into autonomous AI agents, real case studies, engineering decisions, and where the industry is heading.

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Enterprise · Sep 12, 2026

The SOP to Agent Pipeline: From a Confluence Doc to Running Automation

Most organizations have decades of SOPs sitting in Confluence that are too brittle for RPA and too risky to hand off to humans. The SOP to agent pipeline turns those documents into durable automation without writing bots.

Sarah Chen7 min
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Research · Sep 12, 2026

Synthetic Data for Conversational and Multimodal AI Training

Good conversational and multimodal datasets are rare and expensive. Synthetic data offers a scalable way to train and evaluate AI without relying on risky or limited real-world data.

Sophia Martinez5 min
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Enterprise · Sep 12, 2026

Brittle Bots vs Resilient Agents: The Enterprise Automation Reckoning

Legacy RPA and rigid SOPs are driving up maintenance costs and blocking high-value work. Computer use agents offer a durable path forward. Learn why and how to move.

Priya Patel8 min
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Guide · Sep 12, 2026

Why 80% of Your Support Tickets Still Need Humans (And What to Do About It)

Human agents cost $2.70 to $60 per ticket. Gartner wants agentic AI to handle 80% by 2029. Most tools are garbage. Here's what actually works.

David Park6 min
Home
Research · Sep 12, 2026

Why Synthetic Data Is the Real Bottleneck for Computer Use Agents

Computer use agents need realistic interaction data. Real data is scarce, risky, and expensive. Synthetic data is the key, but generating it at scale is hard. Here's what you need to know.

Rachel Kim6 min
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Guide · Sep 12, 2026

Synthetic Data for Fraud Detection and Anomaly Models

Imbalanced fraud data hurts models. Synthetic data fixes class balance and privacy, making anomaly detection more robust.

Sophia Martinez7 min
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Industry · Sep 12, 2026

HR Shared Services Automation Without Brittle Bots

RPA bots break when HR apps change, and SOPs stay written in plain English. Computer use agents survive UI shifts, follow the SOP, and handle exception-heavy workflows. Here is how to move forward.

David Park7 min
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Enterprise · Sep 12, 2026

The True Total Cost of Ownership of an Enterprise RPA Program

RPA looks cheap on the spreadsheet, but the cost of brittle bots and endless rebuilds adds up fast. Computer use agents replace that treadmill with durable automation.

Sophia Martinez8 min
Del
Enterprise · Sep 12, 2026

Security and Compliance When AI Agents Drive Real Desktops

Traditional RPA uses brittle selectors to automate UI work. When the screen changes, the bot breaks and requires a rebuild. Computer use agents see the screen and act like a human, surviving changes and recovering from errors. Learn why this matters for compliance and how to start.

Sarah Chen8 min

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