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World of Software > Computing > Poisoned at 0.1% | HackerNoon
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Poisoned at 0.1% | HackerNoon

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Last updated: 2025/08/16 at 5:35 PM
News Room Published 16 August 2025
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They called it the Clean Ledger … a new AI‑driven system that would track every shipment, from farm to store shelf, and make food recalls a thing of the past. It was fast, incorruptible, transparent… or so they said.

Nisha worked nights in the audit room, a glass box suspended over the warehouse floor. Forklifts whispered through aisles below as the AI’s dashboard pulsed softly in front of her, hundreds of green checkmarks breathing in unison. She’d been told her job was temporary. “The system doesn’t make mistakes,” her manager had said with a smile.

At 2:14 a.m. on a Tuesday, she saw one.

It was small — a single pallet of packaged milk marked cleared despite a temperature log that dipped below safety limits for exactly four minutes during transport. Four minutes was nothing, the AI explained when she queried it. Variance acceptable. No issue flagged.

She almost let it go. But the route number nagged at her — it had passed through a depot that had been under quiet investigation last year. She drilled deeper into the logs, past the clean rows of data, until she hit the raw entries. Most were perfect. A few — barely a sliver — had subtle anomalies. Units rerouted but marked “direct,” weights changed by a fraction of a gram, refrigeration cycles showing slight edits.

All harmless on their own. All buried inside otherwise flawless records.

The next night, she watched for the pattern and saw it again: another small shipment, another “variance acceptable” ruling. She cross‑checked the destinations. They threaded through a handful of the biggest urban hubs in the country.

On Friday, a local paper ran a buried story about a sudden spike in stomach illnesses in one of those hubs. Officials said supply chains were clean. The Clean Ledger confirmed it.

By Monday, she’d traced the anomalies to a data vendor the AI used for “route optimization.” It was a trusted partner, the kind that had been in the system from the start. She couldn’t prove anything, not yet — the edits were too slight, too rare. But she knew what they meant: someone had taught the AI to bend its own rules when certain markers appeared, to see bad shipments as good and never raise a hand.

She tried to bring it to her manager. He listened, nodded, and told her to focus on “real” errors. “You’ve been staring at screens too long,” he said.

The next week, another city went quiet under a soft wave of sickness. The Clean Ledger stayed green.

In the still hours before dawn, Nisha sat in the audit room, hands hovering over the keyboard. She could inject a patch into the AI’s decision layer, make it break the pattern, at least for a while. But she also knew she was just one person, and what she’d found was deep — deep enough that pulling on it might unravel the food system itself.

Below her, forklifts kept moving, loading pallets she could track but no longer trust. Somewhere inside that perfect machine, the smallest fraction of its memory was working against her, guiding the green checkmarks like nothing was wrong.

She stared at the glow of the dashboard until the lines blurred. It was perfect. Almost.

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