linkedin.com/in/imiel/ the future is a draft/ distributed systems/ context engineering/ mcp servers/ [email protected]/ agents all the way down/ signal hunter/ deploying on a friday, no regrets/ the spec is never the product/ reads RFP's for fun/ built at 3am, deployed at 4/ biological computing/ developer/ full stack full agent/ writer/ network architecture/ shipping > planning/ internet protocols/ x.com/imiel_visser/ it works on my machine/ ai agents/ agentic engineering/ protocol design/ developer tools/ prompt in, signal out/ production ai/ llm infrastructure/ edge computing/ linkedin.com/in/imiel/ the future is a draft/ distributed systems/ context engineering/ mcp servers/ [email protected]/ agents all the way down/ signal hunter/ deploying on a friday, no regrets/ the spec is never the product/ reads RFP's for fun/ built at 3am, deployed at 4/ biological computing/ developer/ full stack full agent/ writer/ network architecture/ shipping > planning/ internet protocols/ x.com/imiel_visser/ it works on my machine/ ai agents/ agentic engineering/ protocol design/ developer tools/ prompt in, signal out/ production ai/ llm infrastructure/ edge computing/ linkedin.com/in/imiel/ the future is a draft/ distributed systems/ context engineering/ mcp servers/ [email protected]/ agents all the way down/ signal hunter/ deploying on a friday, no regrets/ the spec is never the product/ reads RFP's for fun/ built at 3am, deployed at 4/ biological computing/ developer/ full stack full agent/ writer/ network architecture/ shipping > planning/ internet protocols/ x.com/imiel_visser/ it works on my machine/ ai agents/ agentic engineering/ protocol design/ developer tools/ prompt in, signal out/ production ai/ llm infrastructure/ edge computing/ linkedin.com/in/imiel/ the future is a draft/ distributed systems/ context engineering/ mcp servers/ [email protected]/ agents all the way down/ signal hunter/ deploying on a friday, no regrets/ the spec is never the product/ reads RFP's for fun/ built at 3am, deployed at 4/ biological computing/ developer/ full stack full agent/ writer/ network architecture/ shipping > planning/ internet protocols/ x.com/imiel_visser/ it works on my machine/ ai agents/ agentic engineering/ protocol design/ developer tools/ prompt in, signal out/ production ai/ llm infrastructure/ edge computing/

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2 posts

AI Is a Multiplier, Not a Magic Bullet: DORA 2025

DORA surveyed 5,000 devs. AI makes good teams great and broken teams worse. Here is the 7-capability playbook that separates the two.

aiengineeringdevopsdeveloper-toolsproductivity

The Last Prompt: A 17-Category AI Production Audit

One system prompt that turns any LLM into a senior production-readiness reviewer: 17 categories, PASS/YELLOW/RED, evidence-backed. The gate before you ship

aideveloper-toolsengineeringdevopsopen-source