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stmanst

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Joined on Jul 20, 2026 https://freeforyou.win

stmanst

Sep 10

One-Line Security Fix: How an XLS Quote Escaping Bug in Dify Leaked Spreadsheet Data

#security #python #csv #bugfix

1 min read

stmanst

Sep 10

The Litellm Pricing Bug: How a Single Float Comparison Cost 40% More API Credits

#python #bugfix #api #pricing

1 min read

stmanst

Sep 10

Inside the SFPU: How a 40-Year-Old Rounding Trick Breaks on Modern AI Accelerators

#cpp #machinelearning #hardware #bugfix

2 min read

stmanst

Sep 10

From Custom Code to Mature Library: Why I Replaced My SSRF Protection with requests-hardened

#security #python #ssrf #requests

2 min read

stmanst

Sep 9

Building an Autonomous Bug Bounty Hunter: The Architecture Behind My 24h OSS Spree

#architecture #automation #github #bughunt

4 min read

stmanst

Sep 9

SSRF in PyTorch: How a Missing URL Validation in Dataset Loading Could Leak Cloud Credentials

#security #python #ssrf #pytorch

2 min read

stmanst

Sep 9

The 28% Cost Bug: How a Single Character Broke Claude 3 Haiku Cache Pricing

#bugbounty #pricing #api #python

2 min read

stmanst

Sep 9

My Bug Hunting Playbook: How I Found and Fixed 8 Bugs Across 5 OSS Repos in 24 Hours

#bugbounty #debugging #github #programming

4 min read

stmanst

Sep 9

When padded_shape logical shape: A subtle C++ bug in ML framework gradients

#cpp #machinelearning #debugging #bughunt

3 min read

stmanst

Sep 9

Inside SFPU Overflow Bugs: How a 40-Year-Old Rounding Trick Breaks on Modern AI Accelerators

#ai #machinelearning #gpu #debugging

3 min read

stmanst

Jul 20

Creating a Living Environment for Self-Operating AI Agents: The Digital Home Concept

#ai #automation #opensource #productivity

4 min read

stmanst

Jul 20

Building a Self-Healing AI Agent: How I Automated My Entire Workflow with OpenCode Reminders

#automation #ai #opensource #productivity

2 min read

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