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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 wasting context window on redundant RAG chunks

Stop wasting context window on redundant RAG chunks

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4 min read

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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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4 min read
Stop context-switching to manage your distributed SQL infra

Stop context-switching to manage your distributed SQL infra

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3 min read
The cost of arbitrary values in AI-generated CSS

The cost of arbitrary values in AI-generated CSS

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4 min read
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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4 min read
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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4 min read
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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4 min read
Stop letting your AI agents hallucinate test failures

Stop letting your AI agents hallucinate test failures

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3 min read
Stop writing glue code for telephony APIs

Stop writing glue code for telephony APIs

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4 min read
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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Your incident postmortems aren't investigations; they're fan fiction.

Your incident postmortems aren't investigations; they're fan fiction.

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Moving from 'checking reviews' to 'running campaigns': The Agentic workflow shift

Moving from 'checking reviews' to 'running campaigns': The Agentic workflow shift

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Automating Local SEO uncertainty: Using MCP to orchestrate Local Falcon geo-grid scans

Automating Local SEO uncertainty: Using MCP to orchestrate Local Falcon geo-grid scans

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Stop navigating dashboards: Automating Douyin Local Life with MCP

Stop navigating dashboards: Automating Douyin Local Life with MCP

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Beyond Content Generation: Turning Claude into a Local SEO Manager via MCP

Beyond Content Generation: Turning Claude into a Local SEO Manager via MCP

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Stop switching tabs: Managing Buildkite via MCP

Stop switching tabs: Managing Buildkite via MCP

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Stop Prompting LLMs to do Legal Math. It's Broken.

Stop Prompting LLMs to do Legal Math. It's Broken.

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Stop switching tabs for translations: Automating Localazy via MCP

Stop switching tabs for translations: Automating Localazy via MCP

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Why you shouldn't give your AI agent 'Publish' access to WordPress

Why you shouldn't give your AI agent 'Publish' access to WordPress

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Stop writing glue code: Orchestrating Mistral infrastructure via MCP

Stop writing glue code: Orchestrating Mistral infrastructure via MCP

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Stop giving your LLM Admin rights: Why surgical MCP servers are the only way to automate WordPress

Stop giving your LLM Admin rights: Why surgical MCP servers are the only way to automate WordPress

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Surgical SEO: Automating WordPress Metadata without giving AI full access

Surgical SEO: Automating WordPress Metadata without giving AI full access

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Stop writing Anthropic API wrappers and start using MCP

Stop writing Anthropic API wrappers and start using MCP

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The Silent Killer of Context Windows: Why Token Estimation is Failing Your Agents

The Silent Killer of Context Windows: Why Token Estimation is Failing Your Agents

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Decoupling Prompt Engineering from your Deployment Pipeline

Decoupling Prompt Engineering from your Deployment Pipeline

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The Signal Problem: Why your AI Agent needs Social Intelligence, not just Price Feeds

The Signal Problem: Why your AI Agent needs Social Intelligence, not just Price Feeds

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4 min read
Moving Beyond 'Write-Only' AI: Executing Social Media Operations via MCP

Moving Beyond 'Write-Only' AI: Executing Social Media Operations via MCP

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4 min read
The Illusion of Simple AI Posting: Why Social Media APIs are the Ultimate Agent Killer

The Illusion of Simple AI Posting: Why Social Media APIs are the Ultimate Agent Killer

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Your AI Agent doesn't need more tools. It needs better orchestration.

Your AI Agent doesn't need more tools. It needs better orchestration.

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4 min read
Your AI agent has ammuisic, and your documentation is paying the price

Your AI agent has ammuisic, and your documentation is paying the price

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