AUTOMATIZÁ tu CODE REVIEW sin perder criterio: Mi framework 4R + Skills

Try Skywork with my discount code: Gentleman https://skywork.ai/p/WKlJET 🚀 I consult for companies, and code review is ALWAYS the bottleneck when a team is moving fast with AI. Today, I'll show you how to turn your review methodology into an automated workflow in the cloud using my 4R framework (Risk, Readability, Reliability, Resilience) and contextual memory skills with Skywork AI. The idea isn't for AI to review for you, but for your judgment to scale without you having to check every pull request. 📌 TIMESTAMPS 0:00 Intro - Code review as a bottleneck 0:22 Friday at 5 PM with 8 open pull requests: the real-life scenario 0:51 The solution: turning your methodology into an automated workflow 1:14 There always has to be a human in the loop 1:35 Clarification: GGA is for individual reviews, this is for TEAMS 2:04 Team automation: repo events, Slack, custom methodology 2:31 What is Skywork: 24/7 cloud workforce, zero configuration 3:07 Basic skills: modular capacity building blocks 3:33 Connecting Slack, WhatsApp, Telegram 3:48 The 4R framework as a judgment input 4:08 The 4 Rs explained (presented at Codemotion Madrid) 4:37 R1 Risk: security, production disruption, sensitive areas 4:54 R2 Readability: structure, complexity budget, no slop 5:06 R3 Reliability: true tests, edge cases, errors, timeouts 5:17 R4 Resilience: retries, elegant degradation, observability 5:35 Adaptive contextual memory: the criterion is not lost 6:14 Verifiable rules for each R 6:43 Everything defined on a platform, not in CI 7:04 The skill provides criterion, memory provides continuity 7:18 Demo: Real PR on Engram (FTS5 + BM25 in SQLite) 7:49 Why 200-400 lines is the sweet spot for a review 8:14 Native connection with GitHub via OAuth 8:38 Applying the 4R skill to the PR 9:12 Findings: first SQL injection risk detected 9:56 Readability: magic number, no comment 10:28 Reliability: partial limit applied, severity of each finding 11:13 Resilience: BM25 query without timeout 10:40 Why each finding matters (why it matters + fix) 11:34 The skill doesn't invent criteria, it applies the defined ones 12:00 Connection with Slack: structured message 12:48 Inline comments published in the GitHub PR 13:01 Schedule automatic review of new PRs 13:36 The author iterates without waiting for manual review 13:51 Integration with Notion: saving the review with memory 14:39 Hermes adaptive contextual memory 15:00 Schedule of recurring tasks 15:21 Skill stacking: review feeds release notes feeds deck 16:12 Why this setup works: 4 reasons 16:17 1. Skill stacking without silos 16:34 2. Native connections with your tools 16:44 3. Zero configuration for the whole team 17:00 4. Visible model switch (no (black box) 17:22 Available Models: Opus 4.8, Gemini 3.1 Pro 17:41 Skills Pack: Ready-to-use skills collection 18:21 Closing: 3 things (4R skills, free trial, subscribe) ━━━━━━━━━━━━━━━━━━━━━ 🎯 THE 4R FRAMEWORK R1 RISK: Does it introduce security risks? Could it disrupt production? Does it affect sensitive areas? R2 READABILITY: Is it understandable? Does it respect the complexity budget? Or is it an AI-generated mess? R3 RELIABILITY: Are there real tests? Edge cases, handled errors, timeouts? R4 RESILIENCE: Are there retries? Elegant degradation? Observability? Or cascading failures? Four quality gateways for AI to accelerate delivery without compromising maintainability or production. ━━━━━━━━━━━━━━━━━━━━━ 📦 REPOSITORIES Engram: https://github.com/Gentleman-Programm... AI Gentle Stack: https://github.com/Gentleman-Programm... GGA (individual code review): https://github.com/Gentleman-Programm... Gentleman.Dots: https://github.com/Gentleman-Programm... ━━━━━━━━━━━━━━━━━━━━━ ✨ SKYWORK - SPONSOR 24/7 Cloud Workforce with Basic Skills and Contextual Memory Zero configuration: no starting VMs or maintaining infrastructure Native connections: GitHub, Slack, Notion, Drive, and more Visible model switch, no black box Skill stacking to concatenate workflows 🎯 Try it with my discount code: CODE: Gentleman https://skywork.ai/p/WKlJET ━━━━━━━━━━━━━━━━━━━━━ 🤑 EXCLUSIVE DISCOUNTS 💻 CodeCrafters - Real Challenges → https://app.codecrafters.io/join?via=... 🎧 Linsoul Audio → https://www.linsoul.com/GentlemanProg... ━━━━━━━━━━━━━━━━━━━━━ 📺 WHERE FIND ME Twitch:   / gentleman_programming   VODS Channel:    / @gentlemanprogrammingvods   Kick: https://kick.com/gentleman-programming All my links: https://doras.to/gentleman-programming ━━━━━━━━━━━━━━━━━━━━━ 💼 COLLABORATIONS AND BUSINESS INQUIRIES Email: [email protected] 🎬 EDITING Editor: Cristian Email: [email protected] Discord: Cristian1812 ━━━━━━━━━━━━━━━━━━━━━ 👨‍💻 ABOUT THIS CHANNEL Subscribe and activate the bell 🔔 #CodeReview #4R #IA #Skywork #Skills #DevTools #GentlemanProgramming #OpenSource #Engram #Slack #Notion #GitHub #TeamLead #SoftwareEngineering