Practitioner's Corner
Lessons from the field—what we see building at scale
Practitioner's Corner
Lessons from the field—what we see building at scale
The Approval That Never Came
An operator returns from a meeting, clicks "approve" on a sensitive transaction—and discovers the agent has no memory of ever making the request. Fifteen steps of reasoning have vanished. Not because something crashed. The agent simply paused, waiting, and conventional infrastructure couldn't hold its cognitive state through the interruption. When agents suspend mid-thought—for human oversight, rate limits, missing information—production systems encounter a problem traditional automation never had to solve: keeping an agent's mind intact while the world moves on.
The Approval That Never Came
An operator returns from a meeting, clicks "approve" on a sensitive transaction—and discovers the agent has no memory of ever making the request. Fifteen steps of reasoning have vanished. Not because something crashed. The agent simply paused, waiting, and conventional infrastructure couldn't hold its cognitive state through the interruption. When agents suspend mid-thought—for human oversight, rate limits, missing information—production systems encounter a problem traditional automation never had to solve: keeping an agent's mind intact while the world moves on.
When One Login Fails Across a Thousand Sites
One failed login attempt across a thousand e-commerce sites triggers a retry. The retry hits a rate limit. The rate limit triggers a proxy rotation. The new proxy gets a different session state. Within ninety seconds, you've gone from one authentication failure to three hundred cascading errors across unrelated extraction jobs.
Most people building web extraction infrastructure hit this wall around month six, when they're running thousands of concurrent jobs and a single authentication glitch takes down half their pipeline. The parsing logic works fine. The selectors are solid. But something about production scale turns isolated failures into systemic breakdowns that keep engineers up at 3 AM trying to figure out which retry triggered the cascade.
When One Login Fails Across a Thousand Sites
One failed login attempt across a thousand e-commerce sites triggers a retry. The retry hits a rate limit. The rate limit triggers a proxy rotation. The new proxy gets a different session state. Within ninety seconds, you've gone from one authentication failure to three hundred cascading errors across unrelated extraction jobs.
Most people building web extraction infrastructure hit this wall around month six, when they're running thousands of concurrent jobs and a single authentication glitch takes down half their pipeline. The parsing logic works fine. The selectors are solid. But something about production scale turns isolated failures into systemic breakdowns that keep engineers up at 3 AM trying to figure out which retry triggered the cascade.
The Number That Matters
Among organizations experiencing increased compliance complexity, 77% report negative impacts on areas that directly drive growth, according to PwC's 2025 survey of 1,527 global respondents. The constraints show up as resource capacity problems, reduced cash availability, diverted management attention.
Watch what happens when compliance demands expand. Companies face a zero-sum game: assign people to regulatory requirements or assign them to revenue-generating initiatives. Financial services organizations report 90% complexity increase over three years. Technology and media companies hit 81%. Every sector surveyed shows the same pattern.
The response reveals the bind. 82% plan to invest more in compliance automation technology. Not because automation solves the problem elegantly. Because manual compliance models consume organizations whole.
Practitioner Resources
