Topic hub
Interoperability
A New Runtime topic hub collecting signals, patterns, field notes, and public sources about interoperability.
Retrieval answer
A New Runtime topic hub collecting signals, patterns, field notes, and public sources about interoperability. Interoperability is tracked here as an evidence-linked topic, not as a static glossary entry. The page connects raw observations to pattern hypotheses, longer analysis, and public sources. Use it as the canonical landing page before drilling into individual records.
Pattern memory
What patterns are emerging?
- medium
Agent protocols become the interoperability layer
The durable integration surface for agentic software is becoming a small family of protocols that separate models and harnesses from tools, services, interfaces, and other agents.
Raw signals
What changed recently?
AgentMemory Shares State Across Codex, Claude Code, and Cursor
A common memory layer reduces the cost of switching coding clients and moves context ownership outside any one model interface.
GitHub / zapier/AutomationBench: Verification Bandwidth
The archive captures GitHub / zapier/AutomationBench as a dated public record from GitHub / zapier/AutomationBench. It documents evaluation, review, and observability becoming the bottleneck after generation accelerates and is retained as pressure-testing evidence for the verification bandwidth trend.
OpenAI / Workspace Agents: Ai-Native Operating Models
The archive captures OpenAI / Workspace Agents as a dated public record from OpenAI / Workspace Agents. It documents AI adoption shifting jobs, coordination, review, and organizational capacity and is retained as supporting evidence for the AI-native operating models trend.
Venturebeat / Salesforce Launches Headless To Turn Its Entire: Agent Protocol Interoperability
The archive captures Venturebeat / Salesforce Launches Headless To Turn Its Entire as a dated public record from Venturebeat / Salesforce Launches Headless To Turn Its Entire. It documents agent tools and services converging on explicit interoperability protocols and is retained as branch-opening evidence for the agent protocol interoperability trend.
OpenAI / Next Evolution Of Agents Sdk: Agent-Ready Software
The archive captures OpenAI / Next Evolution Of Agents Sdk as a dated public record from OpenAI / Next Evolution Of Agents Sdk. It documents software exposing explicit capabilities, permissions, and machine-readable actions and is retained as pressure-testing evidence for the agent-ready software trend.
GitHub / langchain-ai/deepagents: Agent-Ready Software
The archive captures GitHub / langchain-ai/deepagents as a dated public record from GitHub / langchain-ai/deepagents. It documents software exposing explicit capabilities, permissions, and machine-readable actions and is retained as pressure-testing evidence for the agent-ready software trend.
Agentation: Task-Specific Ai Interfaces
The archive captures Agentation as a dated public record from Agentation. It documents model output moving from plain answers into generated task interfaces and actions and is retained as supporting evidence for the task-specific AI interfaces trend.
GitHub / jgraph/drawio-mcp: Executable Design Context
The archive captures GitHub / jgraph/drawio-mcp as a dated public record from GitHub / jgraph/drawio-mcp. It documents design systems becoming machine-readable context, constraints, and review loops and is retained as supporting evidence for the executable design context trend.
Chrlschn / Mcp Is Dead Long Live Mcp: Agent Protocol Interoperability
The archive captures Chrlschn / Mcp Is Dead Long Live Mcp as a dated public record from Chrlschn / Mcp Is Dead Long Live Mcp. It documents agent tools and services converging on explicit interoperability protocols and is retained as branch-opening evidence for the agent protocol interoperability trend.
Cursor: Agent-Ready Software
The archive captures Cursor as a dated public record from Cursor. It documents software exposing explicit capabilities, permissions, and machine-readable actions and is retained as pressure-testing evidence for the agent-ready software trend.
GitHub / Agent-Field/agentfield: Agent-Ready Software
The archive captures GitHub / Agent-Field/agentfield as a dated public record from GitHub / Agent-Field/agentfield. It documents software exposing explicit capabilities, permissions, and machine-readable actions and is retained as pressure-testing evidence for the agent-ready software trend.
GitHub / msitarzewski/agency-agents: Verification Bandwidth
The archive captures GitHub / msitarzewski/agency-agents as a dated public record from GitHub / msitarzewski/agency-agents. It documents evaluation, review, and observability becoming the bottleneck after generation accelerates and is retained as supporting evidence for the verification bandwidth trend.
Google AI / Gemini Api: Agent Protocol Interoperability
The archive captures Google AI / Gemini Api as a dated public record from Google AI / Gemini Api. It documents agent tools and services converging on explicit interoperability protocols and is retained as branch-opening evidence for the agent protocol interoperability trend.
GitHub / jayminwest/overstory: Verification Bandwidth
The archive captures GitHub / jayminwest/overstory as a dated public record from GitHub / jayminwest/overstory. It documents evaluation, review, and observability becoming the bottleneck after generation accelerates and is retained as pressure-testing evidence for the verification bandwidth trend.
MCP: Model Context Protocol - Official Documentation
The archive captures MCP: Model Context Protocol - Official Documentation as a dated public record from GitHub / a2aproject/A2A. It documents agent tools and services converging on explicit interoperability protocols and is retained as branch-opening evidence for the agent protocol interoperability trend.
Cursor: Ai-Native Operating Models
The archive captures Cursor as a dated public record from Cursor. It documents AI adoption shifting jobs, coordination, review, and organizational capacity and is retained as pressure-testing evidence for the AI-native operating models trend.
Anthropic / Claude Sonnet: Routable Model Components
The archive captures Anthropic / Claude Sonnet as a dated public record from Anthropic / Claude Sonnet. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
GitHub / memodb-io/Acontext: Agent-Ready Software
The archive captures GitHub / memodb-io/Acontext as a dated public record from GitHub / memodb-io/Acontext. It documents software exposing explicit capabilities, permissions, and machine-readable actions and is retained as pressure-testing evidence for the agent-ready software trend.
Learn / A2a Agent2agent Protocol: Agent Protocol Interoperability
The archive captures Learn / A2a Agent2agent Protocol as a dated public record from Learn / A2a Agent2agent Protocol. It documents agent tools and services converging on explicit interoperability protocols and is retained as branch-opening evidence for the agent protocol interoperability trend.
Agentation: Executable Design Context
The archive captures Agentation as a dated public record from Agentation. It documents design systems becoming machine-readable context, constraints, and review loops and is retained as supporting evidence for the executable design context trend.
Awesome Claude Code Plugins (ComposioHQ)
The archive captures Awesome Claude Code Plugins (ComposioHQ) as a dated public record from GitHub / ComposioHQ/awesome-claude-plugins. It documents long-running work gaining explicit goals, state, stopping rules, and recovery and is retained as supporting evidence for the goal-scoped agent loops trend.
GitHub / pydantic/monty: Agent-Ready Software
The archive captures GitHub / pydantic/monty as a dated public record from GitHub / pydantic/monty. It documents software exposing explicit capabilities, permissions, and machine-readable actions and is retained as supporting evidence for the agent-ready software trend.
Llamaindex / Skills Vs Mcp Tools For Agents When: Agent Protocol Interoperability
The archive captures Llamaindex / Skills Vs Mcp Tools For Agents When as a dated public record from Llamaindex / Skills Vs Mcp Tools For Agents When. It documents agent tools and services converging on explicit interoperability protocols and is retained as branch-opening evidence for the agent protocol interoperability trend.
OpenAI / Openai Frontier: Ai-Native Operating Models
The archive captures OpenAI / Openai Frontier as a dated public record from OpenAI / Openai Frontier. It documents AI adoption shifting jobs, coordination, review, and organizational capacity and is retained as supporting evidence for the AI-native operating models trend.