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.
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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.
DeepSeek V4.1-Flash: API Access, Pricing, Model IDs and What Changed
DeepSeek V4.1-Flash launched September 10, 2026. See the current API model ID, aliases, pricing, peak hours, Sep 14 Pro routing change and safe smoke test.
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.
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.
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.
Mistral’s €3B Funding: What AI Buyers Should Check
Mistral’s €3B Series D changes the AI buying conversation. Check regional inference, ZDR, model access, costs and contract terms before committing.