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David Golverdingen4d ago • 3 min read
Six Levels of MCP Servers
Most MCP servers I see in production are stuck at Level 1 or 2. They wrap an API, expose some tools,...
#mcp#ai#architecture#aiengineering
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David Golverdingen3d ago • 7 min read
MCP Is the AI Platform
Most teams shipping AI to production are still building on a stack designed for 2023. Custom chat...
#mcp#architecture#ai#aiengineering
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Bashar Ayyash6d ago • 3 min read
What I Actually Build: AI Systems That Ship, Not Demos That Impress
Every LinkedIn post about AI sounds the same. "Excited to leverage cutting-edge LLMs to transform...
#aiengineering#rag#aibuilders#fullstack
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KochC1d ago • 1 min read
How Do We Know AI-Generated Code Is Ready?
Not just 'tests pass' - we need evidence. Agile V brings traceability, verification, and evidence ga...
#agilev#aiagents#aiengineering#verification
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KochC2d ago • 1 min read
From Vibe Coding to Verified Engineering
AI agents should produce evidence, not just code. Agile V brings requirements, verification, and tra...
#agilev#aiagents#aiengineering#softwareengineering
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KochC2d ago • 1 min read
Agile V: Turning AI Agents into Verifiable Engineering Systems
Introducing Agile V — an open-source framework for structured, verifiable AI-assisted software engin...
#aiengineering#aiagents#softwareengineering#opensource
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KochC14h ago • 1 min read
AI Coding Is Not the Hard Part Anymore
AI generates code quickly. The real question: can we trust it? Agile V brings structure, traceabilit...
#agilev#aiagents#aiengineering#softwareengineering
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Michael Tuszynski4h ago • 5 min read
Absorption Rate Is a Praxis Problem
A LinkedIn post circulating this week made an observation worth sitting with. AI write-throughput in...
#engineeringleadership#developerproductivity#aiengineering#codereview
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Md pulok5d ago • 2 min read
Why Direct Corpus Interaction Beats Traditional Vector Databases for AI Agents
When Bash Beats Vectors: Rethinking AI Knowledge Retrieval AI agents have long relied on...
#aiengineering#retrievalaugmentedgeneration#terminalfirstai#vectordatabase
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