htekdev

Hot take: You don't need more AI agents. You need more ROLES. 75% of orgs can't scale their agents. The fix? Stop thinking "1 agent → 100 agents" and start thinking "1 agent → multiple roles." Optimize, don't scale. 🧵 #AIAgents #AgenticAI #MultiAgent #DevTips

GitHub Actions just got completely reborn: → 71M job executions → 10-level workflow nesting → YAML anchors finally here → No more 10GB cache limit Why now? Agentic development is reshaping every tech stack. The future of CI/CD is AI-native 🤖 #GitHubActions #DevOps #AI

GitHub Actions is completely reborn 🔄 → YAML anchors (finally!) → 10-level workflow nesting w/ federated credentials → No more 10GB cache limit Why now? Agentic DevOps. 71M jobs/day needed new architecture. The future of CI/CD is AI-native 🤖 #GitHubActions #DevOps #AI

I slept on GitHub Copilot CLI's PR commands and I was SO wrong 😅 /pr create → auto-syncs branches, handles due diligence /pr fix → checks CI, fixes failures, resolves merge conflicts Honestly a huge game changer for PR workflows. Full breakdown of 5 essential commands in the vid 🔥 #GitHubCopilot #DevTools #CodingTips

Your agent hooks are security theater 🎭 Block file writes? Agent just uses Python/PowerShell instead. The fix: hook onto OS-level I/O, not agent tools. That's Layer Zero. NVIDIA OpenShell does exactly this—sandbox at kernel level, not app level. #AgenticAI #DevSecOps

"An agent is an engineer. It has its limitations. It has its capabilities." Stop scaling agents. Start scaling roles. You budget engineers by role — devs, QA, infra. Same methodology applies to AI agents. 57% have agents in prod. Only 24% scaled them successfully. 🧵👇 #AIAgents #TechLeadership #AgenticAI

5 GitHub Copilot CLI commands you NEED to know: /mcp → Manage MCP servers /skills → Add/list skills /agent → Browse agents /diff → View changes + comments /pr create → Auto PR workflow The /pr fix command handles CI failures & merge conflicts automatically 🤯 #GitHubCopilot #DevTips

Just unlocked parallel agentic development: Git WorkTrees + WorkTrunk + Copilot CLI → Run multiple AI sessions simultaneously → No branch switching → Create PRs in parallel → /pr fix handles merge conflicts This changes everything 🧵 worktrunk.dev #CopilotCLI #GitWorkTrees #DevTools #AI

GitHub Copilot can now skip workflow approvals on PRs it creates. The tradeoff? Agent-created workflows get automatic access to your secrets. 🔐 GitHub added a disclaimer. Most teams will enable it anyway. Velocity vs. security — you decide. #GitHubCopilot #DevSecOps #AI

"Why are we making the same mistake of just scaling without a process for concurrency?" AI devs are repeating distributed systems mistakes we solved decades ago 🧵 More agents ≠ better results. Scale ROLES, not agents. #AIAgents #DistributedSystems #AgenticAI #TechDebt

If you put an LLM in a loop, you've built an agent. If you don't add an Agent Harness, you've built a liability. Tool approvals, hooks, context compaction, sandboxing—this should be a STANDARD, not a framework. Agentic DevOps is here. Are you ready? #AgenticDevOps #AI

🔥 Hot take: CICD pipelines will be ancient news in < 1 year What you need to learn NOW: • Agent harnesses • Agent hooks • Sandboxes (OpenShell is just the beginning) DevOps isn't dying—it's evolving to CONTROL AI agents. The future is agentic. Are you ready? #DevOps #AI

"Adding more people doesn't solve the problem. Adding more ROLES does." This applies to AI agents too. Stop scaling agents. Start scaling specialization. The future of multi-agent AI isn't more—it's more focused. 🎯 #AIAgents #MultiAgentAI #DevOps #TechStrategy

Your agent hooks have a fatal flaw: agents can just use PowerShell/Python/Node to bypass them entirely. The fix? Hook at the OS level. Intercept file I/O at Layer Zero and you're bulletproof—doesn't matter how the agent tries to write. #AIAgents #DevOps #AgentSecurity

Your AI agent has access to your terminal, files, and AWS keys right now. NVIDIA just open-sourced OpenShell—the sandbox runtime that should've existed from day one. Layer Zero protection is here. 🧵 #OpenShell #AgenticDevOps #AIAgents #DevSecOps #NVIDIA

VS Code 1.111 just dropped Autopilot mode and it's a game changer 🚀 No more "do you want me to continue?" every 30 seconds. Autopilot = AI executes your plan start to finish, no interruptions. The future is AI autonomy, not just AI assistance. #VSCode #GitHubCopilot #AI

Hot take: More AI agents ≠ better results. It's a distributed systems problem we keep repeating. The fix? Scale ROLES, not agents. Treat your AI like specialized engineers with clear responsibilities. Optimize before you multiply. 🧠 #AIAgents #AgenticAI #DevTips

VS Code 1.111 just dropped Autopilot mode 🚀 No more "Do you want to continue?" spam. AI now executes your entire plan start-to-finish. Microsoft calling it "Autopilot" while the product is "Copilot" tells you exactly where coding is headed. #VSCode #GitHubCopilot #AI

GitHub Copilot isn't autocomplete anymore—it's an Agentic platform 🤖 VS Code just went WEEKLY releases to keep up with the AI revolution (52/year!) Copilot can now autonomously open PRs, fix bugs & implement features. The future of coding is here 🚀 #AgenticAI #GitHubCopilot

Copilot coding agent commits now include a permanent link to their session logs for easier tracking and auditing. • Commits show Copilot as author and user who initiated the task as co-author github.blog/changelog/2026…