iFeeling Daily
Daily curated AI insights you can't miss.
CodeMender in Preview: AI-Powered Code Security Agent
CodeMender scans, verifies, and remediates code vulnerabilities autonomously, using Gemini and Wiz to reduce manual bottlenecks in security workflows.
Environment-Free Synthetic Data for API-Calling Agents
Training API-calling LLM agents requires massive high-quality trajectories, but collecting them at scale needs fully implemented environments. This work proposes an environment-free synthetic data generation approach using LLMs as on-the-fly digital world models.
13 Demos on the Gemini Enterprise Agent Platform
Google's 13-demo walkthrough for the Gemini Enterprise Agent Platform reveals a shift from prototype to production: stateful agents with human-in-the-loop, governance via Agent Gateway with mTLS, and a quality flywheel using DeepMind's AutoRaters. The takeaway is less about the demos and more about the operational patterns that survive enterprise reality.
Lessons in Accelerating Foundation Model Upgrades
Google Cloud's Applied ML team shares three lessons for accelerating foundation model upgrades using an agentic workflow built on Gemini Enterprise Agent Platform and Antigravity. By moving from manual toil to intelligent automation, teams can cut migration time from months to hours while improving quality, as demonstrated by a video translation partner team.
What We Learned About Agent Teamwork from an AI Film Hackathon
An internal Google hackathon tested whether AI agents could collaborate to make short films. Using a structured pipeline, shared filesystem, and a coach agent, teams of three agents produced films with surprising emergent coordination. The key lesson: agents collaborate better through files than messages, and persistent shared state is critical for complex multi-agent workflows.
What building Shippy taught us about building agents
Building an AI agent for high-stakes maritime domain awareness requires more than a good model—it demands a reliable system with deterministic tools, sandboxed isolation, and rigorous evaluation against live data. The article details the architecture behind Shippy, an agent that helps analysts make decisions without overstepping into tactical recommendations.
IDC: Networking Infrastructure Is the Key Bottleneck for Agentic AI
IDC's survey reveals that networking infrastructure, not AI models, is the primary bottleneck slowing agentic AI production deployments. With 32.6% of enterprises citing security concerns and 26.8% struggling with automation, the article argues for an infrastructure-level networking approach that provides consistent policy, observability, and governance across fragmented multi-cloud environments.
Nexus-SDV: Bigtable and Android Automotive for Agentic Vehicles
The article explains how Google's Android Automotive OS and Bigtable, integrated with Valtech's Nexus SDV, enable OEMs to build AI-defined vehicles with unified telemetry, agentic AI for predictive maintenance, and a standardized open-source foundation that replaces fragmented legacy architectures.
OpenAI Launches $230 Codex Keyboard Amid Apple Lawsuit
OpenAI's Codex Micro keyboard is a flashy, limited-run novelty for managing AI agents, but the real story is the unreleased screenless smart speaker being developed by ex-Apple engineers, all while Apple sues OpenAI for trade theft.