What G8KEPR Is, in Plain English
The security startup I build on nights and weekends, explained without the jargon: what it guards, how it does it, and where it runs.
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#G8KEPR.
Everything tagged G8KEPR, wherever it's filed, newest first.
Four Checkpoints on One Request: The G8KEPR Pillars
API security, MCP security, an AI gateway and a verification engine, one at a time: what each one looks at and what it's there to catch.
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MCP Tool Poisoning, and Why G8KEPR Fingerprints Every Tool
What MCP is, how a tool's own description can be turned against the model reading it, and why a hash that's re-checked on every call is such a useful tripwire.
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No LLM-as-Judge: Why G8KEPR Uses Regex and Classical ML
A lot of AI security tools ask another AI model to grade the first one. G8KEPR doesn't. Here's why, what it costs, and what the published numbers do and don't mean.
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Why It Runs in Your VPC (and Nothing Leaves)
G8KEPR is self-hosted by design: deployed with Helm or Terraform, sitting in your request path, sending zero bytes out and charging nothing per token. Here's the reasoning.
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Building a Security Startup by Myself
One founder, a Delaware C-Corp, evenings and weekends, and a codebase with more lines of tests than lines of code. Here's what that ratio says about how I build.
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From Do-Everything Platform to Correlation Engine
G8KEPR started as an AI security platform that tried to do everything. In September 2026 I narrowed it to the one thing that's actually different, and kept most of what I'd built.
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Open Source for About a Day
On September 9 I decided G8KEPR would be open source under Apache-2.0. On September 10 I changed my mind. Both days had good arguments.
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A Scorecard Instead of a Vanity Metric
How I keep score on G8KEPR with a feature scorecard graded 0 to 10, why it leaves out anything about clients or partners, and the P0-P4 lists that decide what I work on next.
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How I Build with Three Claude Code Agents at Once
My build loop for G8KEPR: a plan in Todoist, a tracker page, three DEV briefs, and three Claude Code windows working in parallel while I supervise until it's done and tested.
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