July 19, 2026
Praval 0.8.1: A complete runtime for agents and agent teams
A consistent path through model execution, tools, approval, memory, and message-driven collaboration across five provider families.
December 12, 2025
Building Praval Deep Research: When Agents Learn to Think About Papers
A technical walkthrough of building an agentic research assistant: the bugs encountered, the architectural decisions, and the code that makes it work.
December 9, 2025
From Local to Distributed: What Changed in Praval 0.7.11–0.7.20
A technical summary of nine Praval releases, from pluggable backends and RabbitMQ integration to deterministic agent synchronization.
December 7, 2025
Praval vs LangGraph vs CrewAI: Real Benchmarks from Building the Same System Three Times
I built identical exoplanet Q&A systems using Praval, LangGraph, and CrewAI, then ran them through the same questions. Here are the actual latency numbers.
November 24, 2025
Praval Architecture Deep Dive
A detailed exploration of Praval's architecture, including the
Reef communication layer, Spore lifecycle, and memory system.
November 14, 2025
Praval – Agentic AI Framework in Python
Introduction to Praval, a Pythonic agentic AI framework for
multi-agent system development inspired by coral ecosystems.