mars70s

Exploring AI-assisted and agentic workflows, with a focus on security, evaluation, and reproducible validation.

Joined on Sep 19, 2026 https://osiix.com/en/portfolio/

mars70s

Oct 21

The Wrong Test, the Wrong Fix: Five AI Reliability Distinctions That Matter

#ai #machinelearning #security #testing

10 min read

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mars70s

Oct 12

We Had a Single Source of Truth—and Still Had Stale State

#git #devops #documentation #productivity

5 min read

mars70s

Oct 8

Six Git Checks After an AI-Assisted Change — And What They Cannot Guarantee

#ai #security #git #automation

6 min read

mars70s

Oct 7

A Test Passed. But What Did It Actually Test?

#ai #security #testing #devops

5 min read

mars70s

Sep 20

"10 hours" and "around two weeks" are not the same kind of number

#security #ai #llm #cybersecurity

3 min read

mars70s

Sep 19

Restorable Backup Safe Cyber Recovery

#backup #disasterrecovery #security

1 min read

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mars70s

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The Wrong Test, the Wrong Fix: Five AI Reliability Distinctions That Matter

Want to connect with mars70s?

We Had a Single Source of Truth—and Still Had Stale State

Six Git Checks After an AI-Assisted Change — And What They Cannot Guarantee

A Test Passed. But What Did It Actually Test?

"10 hours" and "around two weeks" are not the same kind of number

Restorable Backup Safe Cyber Recovery