16 min read
OpenAI Agents SDK in Late 2026: What Is New in Python and TypeScript
OpenAI Agents SDK as of Python 0.24 and JS 0.21: sandbox agents, three guardrail layers, compaction sessions, MCP v2 and new defaults, with type-checked code.
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7 min read
OpenAI Prompt-to-Voice: Create a GPT-Live Voice From Text
OpenAI prompt-to-voice turns a text description into a saved GPT-Live voice. Creating it is free, the limit is 100 per org, and it only works in GPT-Live.
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7 min read
OpenCode Hacked: What the Console Breach Means for Your API Keys
OpenCode disclosed a breach of its Console that may have exposed provider keys. Who is affected, what to rotate today, and why hosted key gateways are the real risk.
20 min read
Pydantic AI V2 in Late 2026: Capabilities, Graphs, Evals and MCP
Pydantic AI V2 explained through v2.64.0: the new ModelFallback capability, typed output, Conversation storage, caching, graphs, evals, MCP Apps and Logfire, with checked code.
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13 min read
Streaming and Generative UI for Agent Apps: AI SDK 7, AG-UI 1.0, Mastra and LangGraph
Stream tokens, tool calls and UI parts from agents: AI SDK 7 UI message streams, resumable streams, AG-UI 1.0 events, and Mastra and LangGraph.
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13 min read
The Agent Loop Explained: How 5 SDKs Run Tools Until Done
An agent loop calls the model, runs tools, feeds results back and repeats until a stop rule fires. Defaults vary: 20 steps, 25 super-steps, 5, 10 or no cap.
15 min read
Tool Calling Under the Hood: Claude Messages vs OpenAI Responses
How tool calling works on the wire: JSON schema tools, parallel calls, tool_choice, strict mode and streaming deltas in Claude Messages vs OpenAI Responses.
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12 min read
What's New in Vercel AI SDK 7 (October 2026): Harnesses, Tool Search, Retries
Vercel AI SDK is at 7.0.154: an interrupted finish reason, steering and onStepError, plus 10 harness adapters, tool search, streamRetries and WebSocket chat.
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16 min read
Migrate Off whisper-1 and gpt-4o-transcribe Before Feb 26, 2027
OpenAI shuts down whisper-1 and the gpt-4o transcribe models on Feb 26, 2027. Move files to gpt-transcribe ($0.0045/min) and live audio to gpt-live-transcribe.
6 min read
Codex 'gpt-5.5 Model Is Not Supported' Error: The Fix
Codex says gpt-5.5 is not supported with a ChatGPT account because OpenAI retired it from ChatGPT sign-in on October 14. The fix and what still works.
8 min read
Muse Spark Open Weights: 816B Model, Benchmarks, and How to Run It
Meta released Muse Spark Open weights on October 15, 2026: 816B total, 42B active, 1M context. Run recipes, hardware floor, license catch, and where it trails.
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7 min read
Tencent WorkBuddy Explained: Pricing, Free Models, Verdict
Tencent WorkBuddy is a desktop AI agent for office work running Hy3, DeepSeek and more via TokenHub. What it costs, the free tokens and when to skip it.
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