Agentic-Workflows

A smartphone radiating neural network patterns outward, symbolizing on-device AI intelligence running locally

Google Releases Gemma 4: Apache 2.0, Runs on Phones, Built for Agentic Workflows

Google DeepMind has released Gemma 4, and it’s arguably the most consequential open model drop of the year so far. Not because it’s the most powerful model on any benchmark — it isn’t — but because of what it represents: a fully open-source, Apache 2.0 licensed, agent-ready model family that runs on hardware you already own, including your smartphone. For developers who’ve been waiting for a truly open, production-grade model built for agentic workflows, Gemma 4 is the answer. ...

Claude Code's 'Cache-22': How to Work Around the Quota Drain Bug

If you’ve been hitting Claude Code’s usage limits in 20 minutes instead of hours, you’re not imagining it and you’re not alone. The developer community has named it Cache-22: a prompt cache regression in recent Claude Code versions that’s causing Max-tier quotas to exhaust dramatically faster than expected. Anthropic has acknowledged the bug. A fix is in progress. In the meantime, here’s how to work around it. What’s Happening Prompt caching is supposed to save tokens by reusing previously-processed context instead of re-processing it from scratch every request. When it works correctly, it dramatically extends how far your token quota goes — particularly in agentic workflows with large context windows. ...

Colorful workflow nodes connected by flowing lines on a dark canvas, representing a visual programming interface for AI agents

Dify Raises $30M Series Pre-A to Power Enterprise Agentic Workflows

Not every major agentic AI story is about OpenAI or Anthropic. On Monday, Dify — the open-source visual workflow builder for AI agents — announced a $30 million Series Pre-A funding round led by HSG at a valuation of approximately $180 million. This is a category-validation story as much as it’s a company milestone. Dify’s raise signals that the enterprise market has moved beyond “should we use AI agents?” to “how do we build and manage them reliably at scale?” ...

GitHub Agentic Workflows Now in Technical Preview — AI Agents as First-Class CI/CD Actors

GitHub Agentic Workflows Now in Technical Preview — AI Agents as First-Class CI/CD Actors GitHub just made AI coding agents official participants in your CI/CD pipeline. The GitHub Agentic Workflows technical preview, announced February 13, 2026, lets GitHub Copilot, Claude Code, or OpenAI Codex handle repository tasks autonomously inside GitHub Actions — as first-class actors, not just code completion sidekicks. This is GitHub’s “Continuous AI” vision made real. And it’s already in your hands to try. ...