Stop Building Chatbots. Start Building Agentic AI Development That Actually Works
Mar 5 · 6 min read · Introduction Last year, almost every organization rushed to deploy a chatbot. It felt necessary. Customers expected instant replies. Internal teams wanted quick answers. Leadership wanted to say, “Yes
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Evaluating GitHub Agentic Workflows — From a Claude Code User's Perspective [Part 10]
Feb 17 · 7 min read · This article was originally published on Saru Blog. What You Will Learn What GitHub Agentic Workflows are How they differ from traditional GitHub Actions Benefits for Claude Code users What can be automated in a 200K-line SaaS project Key factors ...
Join discussionMastering Workflow Orchestration: A Deep Dive into Steps, State Management, and Conditional Logic in Agno
Feb 9 · 17 min read · Your AI agent works flawlessly—until you need it to collaborate with three others. Here's the brutal reality: 73% of developers abandon their multi-agent projects within the first sprint, drowning in spaghetti code, race conditions, and state managem...
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WashedMCP: One-Query Token-Efficient Semantic Code Search with Tool-Call Automation
Feb 5 · 3 min read · With 240+ teams participating in NexHacks at Carnegie Mellon, WashedMCP stood out by tackling two of the most common failure modes in AI-assisted coding: costly search and setup repetition. WashedMCP is a token-efficient semantic code search MCP serv...
Join discussionIntegrated Best Practices: Combining Google ADK with Modern LLM Agent Techniques
Feb 4 · 19 min read · Your AI Agent Just Forgot Everything—Again Your AI agent worked brilliantly for exactly three user interactions. Then it crashed, forgot critical context, or hallucinated previous decisions. You've burned weeks engineering prompts, only to watch ever...
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The Complete Guide to Claude Code Agent Setup: Avoiding Common Configuration Pitfalls
Feb 2 · 6 min read · Why Agent Configuration Matters Claude Code's subagent system enables sophisticated multi-agent workflows. However, the difference between a well-configured agent and a misconfigured one isn't subtle — it's substantial: MetricMisconfiguredProperl...
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When the Right Model Turns an Agent from “Trying” to “Doing”
Jan 23 · 6 min read · We’ve been building a product at Polynomial AI that relies and leans heavily on agentic behaviour. It isn’t just a chat interface that paraphrases answers. It performs multi-step reasoning, calls tools, executes SQL, derives and prepares insights, an...
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