Stories and insights
The latest updates and insights from Agenta — prompt management, evaluation, and observability for LLM apps.
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EngineeringCI/CD for LLM Prompts: How to Build a Prompt Deployment Pipeline
How to build a CI/CD pipeline for LLM prompts. Covers webhook integration, automated evaluation gates, and three deployment paths.
Feb 11, 2026
EngineeringGit vs. Prompt Management Tools: Which Should You Use?
Should you use Git or a dedicated tool for prompt versioning? Honest comparison with decision framework and the hybrid approach.
Feb 11, 2026
EngineeringPrompt Drift: What It Is and How to Detect It
What is prompt drift and why do LLM outputs change without prompt edits? Learn the three causes, how to detect drift, and how to prevent it.
Feb 11, 2026
EngineeringPrompt Management for Non-Engineers: How Product Teams Can Own Their AI Prompts
How product managers and domain experts can contribute to AI prompt quality without writing code. A practical guide to collaborative prompt management.
Feb 11, 2026
EngineeringPrompt Versioning: The Complete Guide
Learn how to version LLM prompts for teams. Covers Git-based approaches, dedicated systems, three integration paths, and step-by-step setup.
Feb 11, 2026
ArticleBuilding the Data Flywheel: How to Use Production Data to Improve Your LLM Application
Learn how to build a data flywheel for your LLM application using production data. Discover the 5-step process: from error analysis and clustering to creating golden test sets and improving prompts with Agenta's LLMOps platform. Master continuous improvement for reliable AI.
Dec 19, 2025
EngineeringTop Open-Source Prompt Management Platforms 2026
Discover which open-source prompt management platform is right for your team. In-depth comparison of Agenta, Langfuse, Phoenix, Latitude, and Pezzo with features, licensing, and code examples.
Dec 17, 2025
ArticleLaunch Week #2 Day 5: Jinja2 Prompt Templates
Agenta prompt playground now supports Jinja2 prompt templates. Create dynamic LLM prompts with conditional logic. Prompt management with Jinja2 templating support.
Nov 14, 2025
ArticleCommercial Open Source Is Hard: Our Journey
Today we're open-sourcing most of our product. Here's what we learned after three failed attempts.
Nov 13, 2025
ArticleLaunch Week #2 Day 4: Open Sourcing Evaluation
We're open-sourcing all functional features of Agenta under the MIT license.
Nov 13, 2025
ArticleLaunch Week #2 Day 3: Evaluation SDK
We're launching the evaluation SDK today. The evaluation SDK allows you to evaluate complex agents and LLM workflows using built-in or custom evaluators.
Nov 12, 2025
ArticleLaunch Week #2 Day 2: Online Evaluation
Today we're launching online evaluation. With online evaluation each request is automatically evaluated. This allows you to monitor things in production.
Nov 11, 2025
ArticleLaunch Week #2 Day 1: New Evaluation Dashboard
Launch Week Day 1: Redesigned evaluation dashboard with side-by-side comparison, detailed debugging, and customizable LLM-as-a-judge evaluators.
Nov 10, 2025
ArticleLLM as a Judge: Guide to LLM Evaluation & Best Practices
A practical guide to LLM as a judge: design, implement, and automate LLM evaluation and RAG evaluation for your AI projects.
Sep 30, 2025
EngineeringTop LLM Gateways 2025
We compare and test the top LLM gateways in 2025. These includes Litellm, Helicone, BricksLLM and Kong AI Gateway.
Sep 30, 2025
EngineeringTop LLM Observability platforms 2025
Explore the best LLM Observability platforms of 2025. Compare open-source and enterprise tools like Agenta, Langfuse, Langsmith and more.
Sep 29, 2025
ArticleThe guide to structured outputs and function calling with LLMs
Get reliable JSON from any LLM using structured outputs, JSON mode, Pydantic, Instructor, and Outlines. Complete production guide with OpenAI, Claude, and Gemini code examples for consistent data extraction.
Sep 10, 2025
ArticleThe Ultimate Guide to RAG Chunking Strategies
Learn 4 essential chunking strategies for RAG systems: syntactic, recursive, semantic, and cluster-based. Compare performance with code examples and evaluation metrics.
Aug 15, 2025
ArticleBuilding in Public: Why We're Publishing Our Roadmap
Why we're open-sourcing our product roadmap in Agenta
Aug 12, 2025
ArticleJuly 2025 Product Updates
Product updates for July 2025. Adding tool and image support to the LLM playground to improve your prompt engineering flow, new observability integrations, and feedback endpoint to capture evaluations from your end-users
Aug 7, 2025
EngineeringHumanloop Sunsetting - Migration and Alternative
Humanloop has been acquired and goes offline on September 8, 2025. Agenta is an ideal alternative that lets you version prompts, evaluate, and monitor LLM apps easily. Migrate your prompts and workflows to Agenta with free white-glove migration support.
Jul 22, 2025
ArticleTop techniques to Manage Context Lengths in LLMs
Overcome LLM token limits with 6 practical techniques. Learn how you can use truncation, RAG, memory buffering, and compression to overcome the token limit and fit the LLM context window.
Jul 16, 2025
ArticleTop 10 Techniques to Improve RAG Applications
A practical guide to RAG architectures, chunking strategies, reranking, and evaluation—improve your RAG system's accuracy and performance.
Jul 9, 2025
ArticleHow to Evaluate RAG: Metrics, Evals, and Best Practices
A practical guide to RAG evaluation, evaluation metrics, RAGAS, and LLM evaluation. Learn how to measure and improve your RAG systems.
Jul 1, 2025
ArticleLaunch Week Day 5: SOC2 Type 2 Compliance
It's Official: Agenta Is Now SOC2 Type 2 Compliant
Apr 18, 2025
ArticleLaunch Week Day 4 – Structured Output in the Playground
Enforce JSON and schema-validated responses straight from the Agenta playground.
Apr 17, 2025
ArticleLaunch Week Day 3: Prompt & Configuration Registry
Today we're launching the Prompt & Configuration Registry. It's a place to manage all your LLM prompts and configurations.
Apr 16, 2025
ArticleLaunch Week Day 2: Custom Workflows
Agenta helps teams build better LLM applications. Today, we're releasing Custom Workflows - a way to connect your entire application to Agenta's playground and evaluation tools.
Apr 15, 2025
ArticleLaunch Week Day 1: AI Model Hub
Agenta helps you build LLM applications with our playground for prompt engineering and evaluation tools. Now, we're making it possible to use virtually any model you have access to, no matter where it's hosted.
Apr 14, 2025
ArticleAgenta Launch Week #1: April 15-19
We're excited to share that our first-ever Launch Week is happening next week, April 15-19!
Apr 9, 2025
ArticleWhat We Learned Building a Prompt Management System
For teams building production-grade LLM applications, a systematic approach to prompt management is no longer optional—it's essential infrastructure. Here's why it matters and how to get it right.
Mar 18, 2025
ArticleIntroducing prompt Playground 2.0: A New Prompt Engineering IDE
Streamling your prompt engineering with Playground 2.0. An integrated LLM playground for testing and comparing prompts and models.
Feb 6, 2025
ArticleProduct Updates November 2024 - LLM Observability and Prompt management
In this product update we introduce LLM observability, prompt management, and a new interface to configure LLM-as-a-judge evaluators.
Nov 26, 2024
ArticleIntroducing Open-Source LLM Observability with Agenta
Agenta introduces open-source LLM observability and LLM monitoring for LLM applications. It allows you to trace inputs, outputs, and meta-data with two-lines of code. It is OpenTelemetry compliant and comes with many integrations out of the box (OpenAI, LiteLLM, LangChain, Instructor and more).
Nov 13, 2024
ArticleAgenta Achieves SOC2 Type I Certification
Agenta secures SOC2 Type 1 certification, ensuring your LLM development data stays protected with enterprise-level security. Build your AI applications with confidence.
Jan 15, 2024