AI Product Playbook

Vibe Coding Updates

• 🔥 Google AI Studio Vibe Coding: Tomorrow Google will unveil a new vibe coding experience in AI Studio rebuilt from scratch...

• Google engineers launch Sashiko
• For agentic AI code review of Linux Kernel
• Hits 83 points on Hacker News

Prime case study for AI PMs building agentic evals.

Eragon raised $12 million in seed funding to build an AI operating system for enterprise that makes software look more like a prompt – a blueprint for prompt-native UIs in AI products.

Key AI patterns for AI-native Docs/Sheets from Gemini expansions:

• Cross-app generation: Pull Gmail/Chat/Drive content to auto-create formatted docs,...

Game-changing local AI memory for documents via OCR-Provenance MCP—permanent, semantically searchable storage with SHA-256 provenance chains to...

Benchmark evals flop in production—failures stem from non-model issues, not quality. Strands Evals provide a systematic fix for PMs:

• Core concepts...

Playbook for production AI agents:

• Mobile trigger, desktop action: Text from phone; runs sandboxed/local on desktop, handles...

Emerging vibe coding ecosystem accelerates AI-native prototyping for PMs:

• Google AI Studio's overhaul: 4 months from-scratch rebuild unveils...

• $200K loss: Bad answers from AI wasted massive budget
• Mitigation built: Custom slop filtering to catch junk outputs
• HN breakdown: 6 key points on the failure

AI PM playbook: Filter early to avoid costly slop in production.

Hands-on PMs: Build robust eval layers with these trends.

• Core Metrics: Task success rate, latency, tool call errors, containment rate, cost per...

• Forge training system launched by Mistral AI, pairing with Small 4 model for enterprises.
• Offers a unified, private alternative for building AI –...

Emerging trend treats context as first-class infrastructure for production AI:

• Automate graphs with ontologies after 18 months R&D; combine...

Key Agent Development Kit (ADK) patterns for PMs building self-correcting multi-agent systems:

• Loop Pattern: Generator + Critic agents iteratively...

Awarity's framework guides evaluating AI tools for meaningful business impact—crucial for PMs amid hype, since not every shiny new tool delivers.

• 6 exhaustive metrics derived from 3 variables cover all RAG evaluation needs
• Tiered framework diagnoses retrieval and generation failures in production
• Essential for PMs optimizing context pipelines with precise retrieval checks

Essential safety guardrails for healthcare AI platforms:

• Physician-supervised and clinically governed?
• Safety guardrails embedded in routine operations?
• Meets healthcare data standards?

Use this NAIC-style checklist to build compliant AI products.

Mistral Forge for Custom Enterprise Models

• 🔥 Introducing Forge: Forge allows enterprises to build frontier-grade AI models grounded in their...

Manus Desktop's My Computer brings AI agents to local files/apps—key playbook for building desktop automation.

• Automates workflows: Files, apps,...

Top lever for reliable AI features: Synthesize meta-prompting, memory architectures, and positive instructions to combat context overload.

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Key pitfalls checklist for production AI agents:

• Treat as distributed systems problem first, AI second
• LLMs excel at reasoning and...