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Notes and analysis on AI development.

OpenAI Realtime 2 turns voice agents into tool callers

OpenAI Realtime 2 turns voice agents into tool callers

OpenAI GPT-Realtime-2 moves voice AI from a conversational interface into a tool-calling agent runtime.

Red Hat is turning Ansible into the agent execution layer

Red Hat is turning Ansible into the agent execution layer

Red Hat Summit 2026 shows how enterprise AI agents may need execution, observability, sandboxing, and governance before they can touch infrastructure.

Gemini Intelligence turns Android apps into agent tools

Gemini Intelligence turns Android apps into agent tools

Google Gemini Intelligence and AppFunctions move Android apps from screen-first workflows toward local tools that agents can discover and call.

Gemini API Webhooks turns AI work into an agent runtime

Gemini API Webhooks turns AI work into an agent runtime

Google Gemini API Webhooks moves long-running AI jobs from polling loops into event-driven backend operations.

AWS Agent Toolkit shows how coding agents get cloud access

AWS Agent Toolkit shows how coding agents get cloud access

AWS Agent Toolkit packages MCP servers, skills, and plugins into an official path for AI coding agents that need to work with AWS safely.

Veeam DataAI moves agent trust into the recovery layer

Veeam DataAI moves agent trust into the recovery layer

Veeam DataAI Command Platform extends AI agent governance into data sources, identity, backups, and precision recovery.

Copilot CLI plugins become an enterprise standard

Copilot CLI plugins become an enterprise standard

GitHub has put Copilot CLI managed plugins and Rubber Duck cross-model review into the enterprise control plane for terminal-based coding agents.

Claude for Legal turns legal AI into a source-connection race

Claude for Legal turns legal AI into a source-connection race

Anthropic connected Claude to CoCounsel, LexisNexis, iManage, and legal plugins, shifting legal AI toward verifiable workflow data.

OpenAI Daybreak brings cyber defense into the development loop

OpenAI Daybreak brings cyber defense into the development loop

OpenAI Daybreak connects GPT-5.5-Cyber and Codex Security to vulnerability discovery, patch validation, detection, and audit evidence.

Glean ADLC says agents now need an SDLC

Glean ADLC says agents now need an SDLC

Glean introduced ADLC and new Work AI agent features, showing how enterprise AI is shifting from smarter chatbots to governed agent operations.

The AI agent control-plane war has started

The AI agent control-plane war has started

Microsoft Agent 365 GA, ServiceNow AI Control Tower, and Cisco Astrix landed in the same week. Agent competition is moving toward control and identity.

Gemini File Search shows RAG is learning to read images

Gemini File Search shows RAG is learning to read images

Google added multimodal retrieval, metadata filters, and page-level citations to Gemini API File Search, moving RAG closer to an operational layer for agents.