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Newsliquid brings market and social intelligence into the agent workflow. Search news, profile X accounts, monitor events, and let trading agents call Newsliquid, pay per query, and act on the signal in the same flow. Explore:

# Useful but Little-Known Features of ADK 2.0 🌍 What if a long-running agent workflow could pick up right where it left off after a failure, instead of starting over from scratch? ADK 2.0's ResumabilityConfig records workflow execution state as event logs, allowing you to resume from the point of failure by specifying an invocation_id. 📌 Title: Workflow Resumption (ResumabilityConfig) 🔗 URL: 🧩 Overview Setting ResumabilityConfig(is_resumable=True) on an App causes completed tasks to be logged as events during workflow execution. On failure, you can resume by providing the same invocation_id, and built-in agents automatically restore their state. SequentialAgent resumes from current_sub_agent, LoopAgent preserves times_looped and runs remaining iterations, and ParallelAgent executes only uncompleted sub-agents. This eliminates the waste of re-running completed steps when part of a large pipeline fails. 🛠 How to use it Set ResumabilityConfig on the App and pass invocation_id when resuming. ```python from adk import App, ResumabilityConfig app = App( agent=my_workflow, resumability_config=ResumabilityConfig(is_resumable=True) ) # Initial run result = await "process data") invocation_id = result.invocation_id # Resume after failure (same invocation_id) resumed_result = await input="process data", invocation_id=invocation_id ) ``` For custom agents that need resumability, extend BaseAgentState to persist your custom intermediate state. 🏗 Building it into production ・Store invocation_id in a database or message queue so it can be referenced during retries ・Ensure tool idempotency — tools run at least once and may re-run on resume ・For custom agents, extend BaseAgentState and explicitly define the intermediate state needed for resumption ・In long-running workflows, insert checkpoint steps at regular intervals to enable finer-grained resumption 💡 Use cases 📊 Efficiently recovering from mid-pipeline failures in large-scale data processing with dozens of steps 💰 Avoiding wasted API billing by not re-calling expensive external APIs on retry 🔄 Improving reliability of long-running agent execution in unstable network environments 🏭 Continuing batch processing when some items fail, without reprocessing completed ones ⚠️ Watch out Tools may re-execute on resume (they run at least once), so any tool with side effects (database writes, external API calls, etc.) must be designed to be idempotent — the same input should always produce the same result regardless of how many times it runs. Also note that ParallelAgent resume granularity is at the sub-agent level; intermediate state within a sub-agent is not preserved. ✨ ResumabilityConfig dramatically simplifies the operation of long-running workflows. The ROI is especially high for pipelines that include expensive or time-consuming steps. #ADK# #AIAgent#

Grok expansion this month is unbelievable Most people still do not realize what is happening Grok is being plugged directly into the tools people already use every day: • Interactive Brokers — portfolio analysis, market research, strategy + order instructions • AWS Bedrock — enterprise access to Grok 4.3 • Databricks — AI agents + data workflows • Microsoft Word, Excel & PowerPoint — office productivity • Vapi — voice agents • eToro — real-time market sentiment inside Tori • Gopuff — AI shopping assistant • Warp — coding + terminal workflows • T3code — AI coding-agent workflows • Vercel — deployments, build status + domains • MongoDB — database management + queries • Sentry — debugging + error analysis • Cloudflare — Workers + infrastructure tools • Chrome DevTools — browser control + performance testing • Firecrawl — web search, scraping + page interaction • Superpowers — agent workflow plugins And that is not even the full list Grok Build also added /goal for long-running autonomous tasks, Agent Dashboard for managing multiple coding sessions along with Grok Build 0.1 & Grok Composer 2.5 Grok Imagine Video 1.5 is now faster, better, and live across API, web, iOS, and Android Grok Connectors already plug into Google Workspace, Outlook, SharePoint, OneDrive, Notion, GitHub, Linear, and custom MCP servers Finance. Cloud. Coding. Voice. Shopping. Data. Office work. Browsers. Developer tools. Agents Grok is moving from “AI you chat with” to “AI that works inside everything” xAI’s execution speed right now is insane