Add Opus 4.8 migration guide and model updates to claude-api skill (#1216)

* Add Managed Agents self-hosted sandboxes + mid-session agent updates + MCP tool-output offload to claude-api skill

Self-hosted sandboxes: new shared/managed-agents-self-hosted-sandboxes.md for config:{type:"self_hosted"} — agent loop on Anthropic's orchestration, tool execution on customer infra via outbound-polling worker. Covers EnvironmentWorker.run()/.run_one() (Py/TS), ant beta:worker poll/run, mid-level work.poller()/WorkPoller (Py/TS/Go only; Go has no auto_stop opt-out), AgentToolContext/beta_agent_toolset/tool_runner(), monitoring (environments.work.stats/stop — x-api-key, call from outside worker host), runtime deps, cloud-vs-self_hosted delta table, credentials, security ownership split. Cross-refs in environments.md, overview.md (Reading Guide + rewrote cloud-only pitfall), api-reference.md (SDK row + naming-quirks + schema + work REST rows), tools.md (Who-runs-it carve-out), onboarding.md, live-sources.md.

Mid-session agent updates: sessions.update(session_id, agent={tools, mcp_servers}, vault_ids=[...]) — session-local override (doesn't bump agent version), full-replacement semantics, session must be idle. New core.md section + pointers in tools.md, api-reference.md (UpdateSession row), overview.md.

Large MCP tool outputs → files: >100K tokens → automatic offload to sandbox file; agent gets truncated preview + path. Plus: invalid vault credentials don't block sessions.create() — session.error event fires, auth retries on next idle→running. Both in tools.md.

* Point ant CLI install ref to live-sources.md (OSS has no anthropic-cli.md)

* Add Opus 4.8 model migration guide to claude-api skill

* Add prescriptive tool-description guidance for Opus 4.8 to claude-api skill

skills/claude-api/java/managed-agents/README.md

@@ -57,7 +57,7 @@ import com.anthropic.models.beta.sessions.SessionCreateParams;
 // 1. Create the agent (reusable, versioned)
 var agent = client.beta().agents().create(AgentCreateParams.builder()
     .name("Coding Assistant")
-    .model("claude-opus-4-7")
+    .model("claude-opus-4-8")
     .system("You are a helpful coding assistant.")
     .addTool(BetaManagedAgentsAgentToolset20260401Params.builder()
         .type(BetaManagedAgentsAgentToolset20260401Params.Type.AGENT_TOOLSET_20260401)
@@ -295,7 +295,7 @@ import com.anthropic.models.beta.agents.BetaManagedAgentsUrlmcpServerParams;
 // Agent declares MCP server (no auth here — auth goes in a vault)
 var agent = client.beta().agents().create(AgentCreateParams.builder()
     .name("GitHub Assistant")
-    .model("claude-opus-4-7")
+    .model("claude-opus-4-8")
     .addMcpServer(BetaManagedAgentsUrlmcpServerParams.builder()
         .type(BetaManagedAgentsUrlmcpServerParams.Type.URL)
         .name("github")