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Renato Marinho

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Location Lisbon Joined Joined on  Personal website https://vinkius.com github website

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Stop building custom connectors for every single agent

Stop building custom connectors for every single agent

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3 min read

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Why LLM reasoning isn't enough for medical scheduling math

Why LLM reasoning isn't enough for medical scheduling math

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3 min read
Stop searching for MCP servers manually—use a registry instead

Stop searching for MCP servers manually—use a registry instead

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3 min read
Stop manually auditing IAM: Bringing Identity Management into the LLM loop

Stop manually auditing IAM: Bringing Identity Management into the LLM loop

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4 min read
Why your LLM keeps hallucinating labor laws (and how to fix it)

Why your LLM keeps hallucinating labor laws (and how to fix it)

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Stop manually babysitting your user onboarding flows

Stop manually babysitting your user onboarding flows

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3 min read
Stop letting your AI agents thrash their memory

Stop letting your AI agents thrash their memory

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3 min read
Stop teaching your AI the same thing twice

Stop teaching your AI the same thing twice

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Stop burning money on inefficient Claude prompts\n

Stop burning money on inefficient Claude prompts\n

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Who is actually running your AI agents? Managing MCP sprawl.

Who is actually running your AI agents? Managing MCP sprawl.

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4 min read
Stop letting your AI hit the context wall blindly

Stop letting your AI hit the context wall blindly

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Stop manually exporting Looker data for your LLMs

Stop manually exporting Looker data for your LLMs

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3 min read
Stop trusting LLM 'hallucinated success'

Stop trusting LLM 'hallucinated success'

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Stop manually babysitting your automation flows

Stop manually babysitting your automation flows

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Stop building custom glue for Chinese CPaaS APIs

Stop building custom glue for Chinese CPaaS APIs

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Stop manually branching databases for your AI agents

Stop manually branching databases for your AI agents

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Why your AI agent is hallucinating its own logic

Why your AI agent is hallucinating its own logic

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Stop manually babysitting your MCP deployments

Stop manually babysitting your MCP deployments

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4 min read
Multi-agent orchestration is a mess right now

Multi-agent orchestration is a mess right now

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Multi-agent loops are noisy. Here is how to clean them up.

Multi-agent loops are noisy. Here is how to clean them up.

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3 min read
Stop wasting context window on redundant RAG chunks

Stop wasting context window on redundant RAG chunks

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4 min read
Stop feeding massive OpenAPI specs to your AI agents

Stop feeding massive OpenAPI specs to your AI agents

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3 min read
Why your AI agent just died mid-execution

Why your AI agent just died mid-execution

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3 min read
Why your LLM shouldn't touch JD Cloud credentials directly

Why your LLM shouldn't touch JD Cloud credentials directly

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3 min read
Stop letting your AI agents hallucinate Next.js Server Actions

Stop letting your AI agents hallucinate Next.js Server Actions

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Stop switching tabs to fix your deployments: Giving LLMs hands on Netlify

Stop switching tabs to fix your deployments: Giving LLMs hands on Netlify

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Stop context-switching to manage your distributed SQL infra

Stop context-switching to manage your distributed SQL infra

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The cost of arbitrary values in AI-generated CSS

The cost of arbitrary values in AI-generated CSS

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The "AI Design Fingerprint": Why every agent-generated frontend looks identical (and how to break it)

The "AI Design Fingerprint": Why every agent-generated frontend looks identical (and how to break it)

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5 min read
Your AI agent's UI is mediocre—and here's how to fix it

Your AI agent's UI is mediocre—and here's how to fix it

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Giving your AI agent eyes on your design specs: The Lanhu MCP approach

Giving your AI agent eyes on your design specs: The Lanhu MCP approach

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Moving from API Polling to Agentic Orchestration: The Design Pickle Case Study

Moving from API Polling to Agentic Orchestration: The Design Pickle Case Study

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Bridge the gap between MasterGo and your IDE: Why design context belongs in your MCP agent

Bridge the gap between MasterGo and your IDE: Why design context belongs in your MCP agent

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Stop letting your AI guess: The case for deterministic Regex in MCP

Stop letting your AI guess: The case for deterministic Regex in MCP

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Why you can't trust LLMs with financial math (and how MCP fixes it)

Why you can't trust LLMs with financial math (and how MCP fixes it)

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Bridging the Skill Gap: Connecting Degreed to AI Agents via MCP

Bridging the Skill Gap: Connecting Degreed to AI Agents via MCP

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Beyond Scraping: Operationalizing Aviation Intelligence with MCP

Beyond Scraping: Operationalizing Aviation Intelligence with MCP

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Stop writing MCP tool descriptions like a human is reading them

Stop writing MCP tool descriptions like a human is reading them

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Stop Leaking Secrets into your LLM Context Windows

Stop Leaking Secrets into your LLM Context Windows

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Beyond Chatbots: Using ToolJet MCP to Turn AI Agents into Operations Engineers

Beyond Chatbots: Using ToolJet MCP to Turn AI Agents into Operations Engineers

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The telemetry gap: Bringing Volvo's Connected API into the MCP ecosystem

The telemetry gap: Bringing Volvo's Connected API into the MCP ecosystem

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Stop manually monitoring SERPs: Using MCP to turn your AI into an SEO architect

Stop manually monitoring SERPs: Using MCP to turn your AI into an SEO architect

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Stop Guessing If Your Agents Are Actually Learning From Their Mistakes

Stop Guessing If Your Agents Are Actually Learning From Their Mistakes

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Stop letting your AI agents hallucinate test failures

Stop letting your AI agents hallucinate test failures

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Stop writing glue code for telephony APIs

Stop writing glue code for telephony APIs

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Stop Regex-ing User-Agents. Give Your AI Agent a Parser Instead.

Stop Regex-ing User-Agents. Give Your AI Agent a Parser Instead.

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Your LLM Is Hallucinating Your Logs (And How MCP Fixs It)

Your LLM Is Hallucinating Your Logs (And How MCP Fixs It)

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Turning Claude into an Orchestrator for Cursor Cloud Agents

Turning Claude into an Orchestrator for Cursor Cloud Agents

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Stop switching tabs to check coverage: Integrating Codecov into your AI agent's workflow

Stop switching tabs to check coverage: Integrating Codecov into your AI agent's workflow

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Engineering an Autonomous Support Loop with Aidbase and MCP

Engineering an Autonomous Support Loop with Aidbase and MCP

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Beyond the Snapshot: Integrating 30-Day Environmental Intelligence into AI Agents

Beyond the Snapshot: Integrating 30-Day Environmental Intelligence into AI Agents

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Stop Browsing Dashboards: Using MCP to Turn AI Agents into Google Ads Managers

Stop Browsing Dashboards: Using MCP to Turn AI Agents into Google Ads Managers

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Stop asking LLMs to do math: Providing Claude/Cursor with deterministic construction logic via MCP

Stop asking LLMs to do math: Providing Claude/Cursor with deterministic construction logic via MCP

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Turning Claude into a Code Quality Auditor with MCP

Turning Claude into a Code Quality Auditor with MCP

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The Problem with AI-Generated 'Shadow' Duplication

The Problem with AI-Generated 'Shadow' Duplication

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Stop manually managing seats: Automating CodeRabbit administration via MCP

Stop manually managing seats: Automating CodeRabbit administration via MCP

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Stop manually curling port 9600: Using MCP to triage Logstash bottlenecks

Stop manually curling port 9600: Using MCP to triage Logstash bottlenecks

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Stop switching tabs: Managing Postmark infrastructure directly from your AI agent

Stop switching tabs: Managing Postmark infrastructure directly from your AI agent

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Stop leaving your IDE to manage translations

Stop leaving your IDE to manage translations

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Why your AI agent needs more than just an OpenAI API key

Why your AI agent needs more than just an OpenAI API key

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5 min read
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