Stop Writing Ad-Hoc Scripts: Daemonize Your Agent Workflows

Tactics

Architecting Reliable MCP Agents: The Scene-to-PR Pipeline

Agnostic systems are brittle. Use MCP to turn unstructured tool usage into an explicit, locally executable graph. This specific workflow is the difference between an agent that writes code and one that actually ships a PR.

Infrastructure

Quantifying the Inference Burn with Groq's New Calculator

Latency is the new money. Groq's calculator reveals exactly how much you’re paying per second of agent 'thinking time,' forcing a direct trade-off between context window bloat and inference costs. Stop guessing your burn rate.

Research

The Failure Tax: Why Longer Contexts Increase Agent Error Rates

More computation time doesn't guarantee better output; it often just validates bad assumptions. This research highlights how to safeguard your agentic loops against 'reasoning drift' so you don't pay twice for failure.

Platform

AWS Bedrock vs. DIY Tooling: The Case for Managed MCP Orchestration

AWS is doing the plumbing work you shouldn't be doing yourself. Standardizing MCP in Bedrock simplifies memory sharing and tool invocation across multi-agent architectures. Stop building custom middleware.