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John Wade

I'm building a knowledge management system across multiple LLM environments and documenting the failure modes that show up in sustained, multi-session work.

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When the Data Isn't Gone — It's Buried

When the Data Isn't Gone — It's Buried

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8 min read

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When the Reasoning Doesn't Survive

When the Reasoning Doesn't Survive

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4 min read
When the Audit Contradicts Itself: Running a Knowledge Extraction Pipeline Under Load

When the Audit Contradicts Itself: Running a Knowledge Extraction Pipeline Under Load

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7 min read
When One Model Reviews Its Own Work: The Case for Adversarial Cross-Model Review

When One Model Reviews Its Own Work: The Case for Adversarial Cross-Model Review

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6 min read
When a Session Forgets What It Knew: Why LLM State Management Breaks Under Load

When a Session Forgets What It Knew: Why LLM State Management Breaks Under Load

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6 min read
When a Model Goes Wide Instead of Deep: Installing Quality Gates That Actually Hold

When a Model Goes Wide Instead of Deep: Installing Quality Gates That Actually Hold

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5 min read
When the Sandbox Leaks: Context Contamination Across LLM Workspaces

When the Sandbox Leaks: Context Contamination Across LLM Workspaces

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5 min read
When an AI Keeps Forgetting: Why LLM Workflows Collapse and What to Build Instead

When an AI Keeps Forgetting: Why LLM Workflows Collapse and What to Build Instead

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6 min read
What Happens When You Try to Build Something Real with LLMs

What Happens When You Try to Build Something Real with LLMs

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4 min read
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