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

#vibe-coding

4 posts

43% of AI-Generated Code Breaks in Production. Zero Engineering Leaders Are Confident It Won't.

Lightrun surveyed 200 senior SRE and DevOps leaders. 43% of AI-generated code needs manual debugging in production. Zero percent said they were very confident it works. Amazon lost 6.3 million orders to unreviewed AI code. The data is in.

aiengineeringvibe-codingdeveloper-toolsobservability

What Does a Coordinated Swarm of 50 Agents Do?

If 1 agentic coding agent makes you a 10x dev, a swarm of 50 turns you into the CTO of a relentless AI engineering team.

aiai-agentsvibe-codingproductivity

Vibe Coding Was the Appetizer. Vibe Maxing Is the Main Course.

Vibe Maxing: where builders orchestrate entire fleets of AI agents running in parallel, debugging each other, shipping features while you sleep.

aiai-agentsvibe-codingdeveloper-toolsproductivity

What Stage Are You in Your AI-Assisted Coding Journey?

From zero AI to full agent orchestration — a framework for understanding where you are on the AI-assisted coding spectrum.

aivibe-codingdeveloper-toolsproductivity