frontier-ai-models-expert — vibes-plug Skill
SkillAI & modelsExpert guide for late-2026 frontier AI models, Claude 5.1 (Fable/Mythos), Project Astra, Gemini 3.1, and Enterprise Frontier Safeguards (EFS) / Panduan ahli model AI frontier akhir-2026, Claude 5.1, Project Astra, Gemini 3.1, dan Enterprise Frontier Safeguards (EFS).
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The instructions your AI receives, as published by roedyrustam/vibes-plug in skills/frontier-ai-models-expert/SKILL.md and read by ahel’s review.
English | Bahasa Indonesia
English
Orchestration & Integration
Connects and orchestrates with brainstorming, zero-to-prod-orchestrator, vercel-ai-sdk-expert, and ai-llm-integration-expert to integrate cutting-edge 2026 frontier models into production applications.
Description
Expert guide for integrating late-2026 frontier AI models, focusing on Anthropic's Claude 5.1 (Fable/Mythos) and Google DeepMind's Project Astra (powered by Gemini 3.1). Covers advanced capabilities such as Enterprise Frontier Safeguards (EFS), zero data retention architectures, terminal-bench coding, agentic scientific research, real-time spatial processing, and multimodal tool use.
Trigger Conditions
Activate this skill when the user is:
- Asking to integrate Claude 5.1, Claude Fable, or Claude Mythos.
- Requesting Project Astra, Gemini 3.1, or universal AI assistant capabilities.
- Building applications requiring zero data retention or Enterprise Frontier Safeguards (EFS).
- Developing agentic scientific research pipelines or terminal-based automated coding environments.
Core Concepts
1. Claude 5.1 (Fable & Mythos)
Claude 5.1 sets a new standard for agentic coding and knowledge work (Terminal-Bench 4.0).
- Fable 5.1: The generally available model optimized for cost (25% less for typical workloads, up to 45% less for agentic work via reduced cache read pricing) and high reasoning capabilities.
- Mythos 5.1: Available through trusted access programs, heavily safeguarded specifically to support high-risk work in cybersecurity (vulnerability discovery, not exploit generation) and life sciences.
2. Enterprise Frontier Safeguards (EFS)
EFS represents the 2026 standard for data privacy, replacing traditional zero data retention policies. EFS works by storing active data in cloud infrastructure controlled entirely by the customer, not the AI provider.
3. Project Astra & Gemini 3.1
Project Astra explores breakthrough capabilities for universal AI assistants.
- Capabilities: Real-time spatial processing, screensharing, advanced tool use, and multimodal input handling (audio, video, text).
- Architecture: Powered by the Gemini 3.1 architecture, offering unprecedented low-latency interaction and physical world understanding.
Best Practices
- Leverage Prompt Caching for Agentic Work: When using Fable 5.1 for iterative tasks, always utilize prompt caching. The 45% price reduction for cache reads makes it highly efficient for recursive multi-agent reasoning.
- Implement Customer-Controlled Storage for EFS: For enterprise clients requiring maximum privacy, architecture must support provisioning infrastructure inside the client's VPC to handle EFS compliance.
- Utilize Multimodal Context for Astra: When integrating Astra-like capabilities, stream video frames and audio concurrently rather than converting everything to text, preserving spatial and temporal context.
Common Pitfalls to Avoid
| Anti-Pattern | Problem | Correct Approach |
|---|---|---|
| Relying on provider storage for sensitive data | Fails EFS zero-trust standards | Provision customer-controlled storage buckets for EFS data handling |
| Using Claude Mythos 5.1 without trusted access | API requests will be rejected | Default to Claude Fable 5.1 for general applications |
| Converting real-time video to text descriptions | Loses spatial processing capabilities of Astra | Use native multimodal APIs (e.g., Multimodal Live API) to stream raw frames |
Integration with Other Skills (MANDATORY)
This skill works best when combined with:
vercel-ai-sdk-expert— For implementing Claude 5.1 and Gemini 3.1 streaming and tool calling in React/Next.js.ai-llm-integration-expert— For underlying model context protocol (MCP) configurations and RAG setups.voice-ai-realtime-agent— For integrating Project Astra's ultra-low latency voice capabilities.
Referenced By Orchestrators (MANDATORY)
This skill should be referenced by the following orchestrators:
brainstorming— Add to the "AI & ML" row in the Skill Integration & Orchestration Matrixzero-to-prod-orchestrator— Add to Phase 4: Backend & AI Agents
Bahasa Indonesia
Integrasi Orkestrasi
Terhubung dan mengorkestrasi dengan brainstorming, zero-to-prod-orchestrator, vercel-ai-sdk-expert, dan ai-llm-integration-expert untuk mengintegrasikan model frontier akhir 2026 ke dalam aplikasi produksi.
Deskripsi
Panduan ahli untuk mengintegrasikan model AI frontier akhir 2026, berfokus pada Claude 5.1 (Fable/Mythos) dari Anthropic dan Project Astra dari Google DeepMind (didukung oleh Gemini 3.1). Mencakup kemampuan tingkat lanjut seperti Enterprise Frontier Safeguards (EFS), arsitektur retensi data nol (zero data retention), coding terminal-bench, riset ilmiah agentic, pemrosesan spasial real-time, dan penggunaan tool multimodal.
Kondisi Pemicu
Aktifkan skill ini ketika pengguna sedang:
- Meminta integrasi Claude 5.1, Claude Fable, atau Claude Mythos.
- Menginginkan Project Astra, Gemini 3.1, atau kapabilitas asisten AI universal.
- Membangun aplikasi yang memerlukan retensi data nol atau EFS.
- Mengembangkan pipeline riset ilmiah agentic atau lingkungan coding otomatis berbasis terminal.
Panduan Singkat
- Gunakan Fable 5.1 untuk Efisiensi: Fable 5.1 mengurangi biaya baca cache hingga 45%, sangat ideal untuk pekerjaan agentic yang panjang.
- Terapkan EFS untuk Keamanan Enterprise: Untuk tingkat privasi tertinggi, gunakan Enterprise Frontier Safeguards yang menyimpan data di infrastruktur cloud yang dikendalikan penuh oleh pelanggan.
- Manfaatkan Project Astra untuk Multimodal Real-Time: Gunakan kemampuan Astra untuk pemrosesan spasial, screensharing, dan interaksi latensi rendah tanpa harus mengonversi media menjadi teks terlebih dahulu.
- Perhatikan Akses Model: Gunakan Mythos 5.1 khusus untuk tugas keamanan siber (deteksi kerentanan) dan ilmu hayat melalui program akses terpercaya (trusted access program).
Integrasi dengan Skill Lain (WAJIB)
Skill ini bekerja paling baik dikombinasikan dengan:
vercel-ai-sdk-expert— Untuk mengimplementasikan streaming Claude 5.1 dan Gemini 3.1 di React/Next.js.ai-llm-integration-expert— Untuk konfigurasi dasar Model Context Protocol (MCP) dan setup RAG.voice-ai-realtime-agent— Untuk kapabilitas suara real-time latensi rendah.
Direferensikan oleh Orchestrator (WAJIB)
Skill ini harus direferensikan oleh orchestrator berikut:
brainstorming— Tambahkan ke baris "AI & ML" di Matriks Orkestrasizero-to-prod-orchestrator— Tambahkan ke Fase 4 (Backend APIs & AI Agents)
Signals
- GitHub stars
- 65
- Forks
- 12
- Last commit
- Sep 2026
Advanced
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frontier-ai-models-expert- Source
- github.com/roedyrustam/vibes-plug