Ace product management interviews using AI
The Brief
Product Growth published a new playbook detailing how to use AI models to research target companies and complete product management case studies. Job seekers can use these prompt sequences to automate the manual research of interview preparation while ensuring their personal strategic voice remains intact. If you are navigating a career transition, you now have a direct workflow to reduce the hours spent on take-home assignments.
- Microsoft buyouts. Microsoft is offering voluntary buyouts to 60,000 employees globally as CEO Satya Nadella restructures staffing to support an AI-first corporate strategy. The Verge AI
- Gemini file editing. Google Gemini now allows users to create, preview, and modify Documents and Sheets directly within the chat window, removing the friction of application switching. The Verge AI
- AI decision bias. Professional analysts agreed with AI agent suggestions 86 percent of the time during a randomized trial, creating new oversight risks for teams deferring to automated judgment. Anthropic
- Claude Code limits. Following recent output restrictions (Sharp in Five), developers now report Anthropic's command-line tool consumes excessive memory capacity just to generate basic status updates. r/ClaudeAI
Do this: Audit your internal decision logs this week to verify that staff are not blindly accepting automated recommendations.
Try this at work — for operations and finance
- Open n8n and set up a trigger to poll your Gmail inbox automatically for new messages containing PDF attachments.
- Configure the AI extraction node to pull vendor names, line items, and final totals directly from the invoice document into structured text.
- Add a math-check step to verify the extracted line items equal the total amount before writing the approved data to your Google Sheets ledger.
Hands-on
2 picks- AI Tool
Ace product management interviews and take-home assignments using AI
Learn how to use AI tools to research companies, structure presentations, and complete product management case studies. This guide helps job seekers use current models to automate the heavy lifting of interview prep while maintaining a personal strategic voice.
Product Growth (Aakash Gupta)Read - n8n
Extract invoice data from Gmail to Google Sheets using n8n
Automate your billing workflow by using n8n to poll Gmail for PDFs and save the extracted data into a spreadsheet. This step-by-step walkthrough shows how to set up triggers and add a math-check step to ensure the AI extracted the totals correctly.
r/n8nRead
The AI race
5 itemsMicrosoft offers buyouts to 60,000 staff as AI shift accelerates
Microsoft is offering voluntary buyouts to tens of thousands of employees globally as CEO Satya Nadella pivots the workforce toward an AI-first strategy. This move signals a fundamental restructuring of how major tech firms staff their operations in the age of automation.
The Verge AIRead the full articleOpenAI adds monthly API credits to ChatGPT Pro and Business plans
Subscribers to ChatGPT Pro and Business tiers can now claim up to $500 in monthly credits to use OpenAI’s underlying technology in other apps. This makes it significantly cheaper for small teams to experiment with building their own custom internal AI tools without extra costs.
OpenAI (YouTube)Read the full articleMistral Large 4 launches with improved reasoning and multilingual capabilities
Mistral has released its latest flagship model, Mistral Large 4, which offers significant upgrades in complex reasoning and support for multiple languages. Knowledge workers can expect better performance when using this model for analytical tasks, data synthesis, and global communication.
Hugging Face BlogRead the full articleUS regulators scrutinize Nvidia’s planned acquisition of Hugging Face
The Department of Justice is investigating Nvidia’s deal to buy Hugging Face, the central hub for open-source AI models. The outcome could significantly impact how independent developers and companies access the essential building blocks of modern AI.
The DecoderRead the full articleOpenAI updates Model Spec to guide AI behavior and human agency
OpenAI has revised its Model Spec, a document that defines how its AI models should behave when faced with complex queries. The update prioritizes five core values including human agency and faithfulness to user intent. For users, this means seeing more reliable judgment and fewer hallucinations in tools like ChatGPT as the underlying models are trained to follow these stricter rules.
OpenAI NewsRead the full article
AI at work
5 itemsOpenAI doubles message limits for paid Pro plans
OpenAI has increased the number of messages users can send on its high-tier paid plans to compete with Anthropic's recent offerings. This means power users in marketing, finance, or operations can use models like Sol and Terra more extensively throughout the day without hitting usage caps.
The DecoderRead the full articleGenerate and edit Google Docs directly within Gemini chats
Google Gemini now allows users to create, preview, and modify Documents, Sheets, and PDFs without leaving the chat interface. You can now move from a brainstorm to a finished document faster by handling formatting and content updates directly in the AI window.
The Verge AIRead the full articleStudy shows AI agents heavily influence expert decision making
A randomized trial found that professional analysts agreed with an AI agent's suggestion 86% of the time, even when the agent was biased. Knowledge workers should be aware that they may be deferring to AI judgment more than they realize, potentially creating new risks in oversight.
Newsletter radarRead the full articleStreamline transactional diligence with OpenAI and Ropes & Gray workflows
Law firm Ropes & Gray is using OpenAI to automate the grouping, summarizing, and reporting of documents during complex legal diligence. This workflow demonstrates how high-end professional services can significantly reduce manual review time while keeping human experts in the loop for final decision-making.
OpenAI NewsRead the full articleAI agent startup Wabi hits $1.25B valuation for mini-app creation
Wabi has raised $55 million to expand its platform that uses AI agents to build customized mini-apps for users. This valuation reflects growing investor interest in "personal agents" that can create functional software tools on the fly without needing a developer.
TechCrunch AIRead the full article
For builders
3 itemsImprove software quality by moving from coding to reviewing AI agents
This discussion explores how to manage multiple AI agents effectively without mindlessly approving their code. It suggests keeping tasks small and requiring agents to explain their changes, helping developers maintain oversight as their role shifts from writing to auditing.
r/ChatGPTCodingRead the full articleBuild 3D game assets using Astra and Codex via PowerShell
Developers are now using the Astra model to generate 3D models in Blender through command-line interfaces. This workflow allows for rapid asset creation using Codex to bridge natural language prompts and specialized 3D software.
r/ChatGPTCodingRead the full articleClaude Code efficiency issues reported with high token consumption for status updates
Users have identified that Claude Code, Anthropic's command-line tool, may consume a significant portion of its context window—the amount of data the AI can process at once—on simple status lines. Developers should monitor their token usage to avoid hitting limits prematurely during long coding sessions.
r/ClaudeAIRead the full article
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