Gemini 3.8 Live Voice Apps: Architecture, Transcription, VAD and WebSocket Events
Choose Gemini Live or Transcribe Live for voice apps. Learn PCM audio, VAD, transcript events, ephemeral tokens, reconnects, limits and safe tools.
Tag
AI Workflows
Custom GPT Retirement: A Marketer’s Plugin Migration and Testing Checklist
OpenAI plans to retire Custom GPTs. Use this marketer-focused checklist to preserve instructions, map Plugin permissions, rebuild actions and test workflows.
ChatGPT App Permissions: A Marketer’s Approval and Data-Safety Checklist
Use ChatGPT app permissions safely: compare read, low-risk and elevated actions with approval, workspace and rollback checks.
OpenAI Agents API Public Beta: Session Code, Environments and Tool Controls
Map the OpenAI Agents API beta to session code, execution environments, tool controls, compaction, subagents and a bounded production test.
GPT-Live-1 API: Full-Duplex Voice, Costs, Delegation and Safety Boundaries
Evaluate GPT-Live-1 with full-duplex voice behavior, $0.05/minute front-end cost, delegation code, test loops and consent controls.
ChatGPT Data Agent for Marketing Analytics: A Worked, Permission-First Example
Use ChatGPT Data agent for marketing analysis with an explicit metric grain, permission boundary, data-quality checks and human approval payload.
Gemini App for Windows: A Marketer’s Desktop Workflow, Access Limits and Cloud Boundary
A source-bound marketer workflow for Gemini on Windows, with access checks, Drive boundaries, review gates and the cloud-versus-local distinction.
GitHub AI Scan APIs: Endpoints, Permissions and a Safe Pull-Request Pilot
Use GitHub AI Scan APIs safely: exact endpoints, token permissions, eligibility failures, response handling and a reversible pull-request pilot.
ChatGPT Images 2.5 for Marketers: Flare vs Sunburst, Workflow and Cost Checks
A practical ChatGPT Images 2.5 guide for marketers: choose Flare or Sunburst, run a controlled creative test, calculate token costs, and approve outputs safely.
Astra Context and Codex Usage: A 901-Request Case Study
A 901-request audit of Astra context, cached tokens and Codex limits, with original charts, Extra High claims and the model-routing changes applied.