#product-management
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Streamlining Workspace Administration with the Admin Plugin
The new Admin plugin for ChatGPT Work and Codex allows administrators to analyze data and execute management tasks directly within a chat interface, eliminating the need to switch between disparate tools.
Moving Beyond Line-by-Line Code Reviews with AI
Code reviews are failing because they are bottlenecked and often ignored. Instead of reviewing diffs, teams should review intent and evidence by capturing AI-session decisions, codifying recurring feedback into a registry, and automating verification.
AI EngineerForward Deployed Engineering as Product Strategy
Forward Deployed Engineering (FDE) is not a sales or support role; it is a product strategy. By embedding engineers directly in customer environments to solve concrete, repetitive problems, they gain the authority to define product ontologies and build generalized solutions that scale across the entire platform.
AI EngineerMoving Upstream: Why Product Strategy Beats Prompting
As AI makes coding cheap, the bottleneck has shifted to product discovery. Success now depends on human-centric techniques like story mapping and value-based requirements to ensure you build what is actually worth building.
AI EngineerWhy Product Strategy Beats Prompting in the AI Era
As AI makes coding cheap, the bottleneck for software development has shifted upstream. Success now depends on human-centric skills: eliciting requirements, mapping processes, and validating business value before writing a single line of code.
New Usage Analytics and Spend Controls for ChatGPT Enterprise
OpenAI has introduced granular credit usage analytics and flexible spend controls for ChatGPT Enterprise, allowing administrators to track consumption by user, product, and model while setting tiered budget limits.
Solving Race Conditions in Voice AI with Deferred Dispatch
When async components like VAD and ASR fire out of order, boolean flags fail. The solution is 'Deferred Dispatch': buffer the input and race the result against a calibrated timeout to ensure deterministic routing.
10 Lessons from Setting Up OpenClaw AI Agent
Setup friction filters builders; agents need tools, reliability, and workflow design to deliver value—hands-on experience sharpens PM intuition.
OpenClaw: AI Agent Handles PM Admin, Frees Thinking Time
OpenClaw runs persistently on your machine to automate PM tasks like Jira triage, feedback synthesis, and PRD drafts using Claude, reclaiming hours for strategic judgment.
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