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.
Tag
AI Workflows
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.
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 for GPT-6 Astra: map instruction scope, find conflicts, run scenario walkthroughs, and prepare safe edits.
GPT-6 Astra Context Management: How to Use Notes Without Trusting Stale Memory
How to enable GPT-6 Astra's experimental Codex context management, test exact fact recovery, detect stale notes, and troubleshoot compaction.