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AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.

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Prompt → RAG → MCP → Agent → Harness, and What?
Cloud & Engineering Foundations

Prompt → RAG → MCP → Agent → Harness, and What?

Why the next layer in AI may be governance infrastructure, not just better agents.

Operational surfaces that survive real deployment#AI#AGI#AI Ethics#AI Alignment#AI Governance#AI Hallucination#LLM#Cognitive Science#Developer Tools#Prompt Engineering#Software Development#AI Code#Contextengineering#Architecture#Data Orchestration
The Harness Is the Product: What the Claude Code Leak Actually Revealed About AI Agent Architecture
Cloud & Engineering Foundations

The Harness Is the Product: What the Claude Code Leak Actually Revealed About AI Agent Architecture

The Claude Code leak exposed more than source. It revealed that modern AI agent performance depends heavily on the harness around the model.

Operational surfaces that survive real deployment#AI#AGI#AI Alignment#AI Governance#LLM#Deep Learning#Machine Learning#DevOps#Prompt Engineering#Software Development#Product Management#AI Code#Contextengineering#Architecture#Security#Data Orchestration
Prompt, Pray & Push: Why Your AI Agent Keeps Failing You
Cloud & Engineering Foundations

Prompt, Pray & Push: Why Your AI Agent Keeps Failing You

The one concept that turns expensive spaghetti into great agentic engineering.

Operational surfaces that survive real deployment#AI#AGI#AI Alignment#AI Governance#AI Hallucination#Future of Work#LLM#Deep Learning#Machine Learning#SR9/DI2#Cognitive Science#DevOps#Programming#AI Code#Business Strategy#Software Development#Prompt Engineering
AI Agents Are Poisoning Your Codebase From the Inside
Cloud & Engineering Foundations

AI Agents Are Poisoning Your Codebase From the Inside

Explore how AI-generated code can silently degrade software quality through weakened tests, rising code churn, and duplication—and how teams can prevent it with better governance.

Operational surfaces that survive real deployment#AI#AI Ethics#AI Alignment#AI Governance#AI Hallucination#LLM#Deep Learning#Machine Learning#Developer Tools#DevOps#Programming#Prompt Engineering#Product Management#Software Development#AI Code