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Theo Valmis

Building Mneme HQ — architectural governance for AI-assisted development. Working on preventing architectural drift and decision loss in AI coding workflows.

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AI-Native Engineering Has an Intent Debt Problem

AI-Native Engineering Has an Intent Debt Problem

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5 min read

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Start Here: Why AI-Assisted Development Needs a Governance Layer

Start Here: Why AI-Assisted Development Needs a Governance Layer

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2 min read
Long-running agents need more than memory

Long-running agents need more than memory

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6 min read
Why Code Review Cannot Scale With AI Output

Why Code Review Cannot Scale With AI Output

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4 min read
Harness Engineering Still Needs Governance

Harness Engineering Still Needs Governance

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5 min read
Review Is Not Governance

Review Is Not Governance

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2 min read
Why CLAUDE.md Stops Scaling

Why CLAUDE.md Stops Scaling

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6 min read
Datadog's State of AI Engineering Report Quietly Confirms the Governance Crisis

Datadog's State of AI Engineering Report Quietly Confirms the Governance Crisis

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5 min read
Why AI Architectural Governance Needs Precedence Semantics

Why AI Architectural Governance Needs Precedence Semantics

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8 min read
Why RAG Fails for Architectural Governance

Why RAG Fails for Architectural Governance

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5 min read
Memory Is Not Governance

Memory Is Not Governance

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6 min read
Autonomous Code Remediation Requires Architectural Governance

Autonomous Code Remediation Requires Architectural Governance

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4 min read
Quantifying GitHub Copilot's Impact: What the SPACE Framework Actually Reveals

Quantifying GitHub Copilot's Impact: What the SPACE Framework Actually Reveals

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2 min read
I shipped an AI-generated PR that violated four of our own architecture decisions. Nobody caught it

I shipped an AI-generated PR that violated four of our own architecture decisions. Nobody caught it

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9 min read
Architectural drift is the silent tax on AI-assisted development

Architectural drift is the silent tax on AI-assisted development

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2 min read
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