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.
Category
AI for Marketers
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Gemini 3.8 Live API: Model IDs, Tools, Limits, Pricing and a Safe First Test
Gemini 3.8 Live API explained: model IDs, tools, limits, pricing, sessions, safety and a safe first test. See how it differs from Gemini 3.8 Flash.
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.
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.
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.
Gemini 3.8 Flash API Migration: Pricing Modes, Caching and Controls
Migrate a Gemini 3.7 workflow to 3.8 with supported settings, a worked API budget, caching rules and a cost-per-accepted-task comparison.
GPT-6 Astra in Codex: Context, Token Usage and Settings Guide
Configure GPT-6 Astra in Codex safely: experimental context management, compaction, tools, profiles, Fast mode, usage measurement, and API-versus-plan billing.
How to Audit AGENTS.md and Skills for Instruction Debt Before Rewriting Them
A read-only AGENTS.md and skills audit: map instruction scope, find conflicts, run scenario walkthroughs, and prepare safe edits.