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Prompt Drift: The Hidden Failure Mode Undermining Agentic Systems
Your travel-tech startup launched an agentic flight-booking assistant that handled search, comparison, booking, and itinerary creation across LLM-driven planning steps…
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Context Window: What It Is and Why It Matters for AI Agents
Your AI customer support agent successfully handles 47 steps of a complex return request, from retrieving order details, checking inventory,…
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Opik Release Highlights: Build Custom AI Observability Dashboards, Auto-Optimize for Cost & Latency
With each new Opik release, another component of fully automated agent optimization comes to life. Now, when you give the…
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Agent Orchestration Explained
The moment an LLM can decide which tool to call next, you’ve crossed a threshold. You’ve moved from building a…
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Comet Recognized as an Emerging Specialist in the 2025 Gartner® Innovation Guide for Generative AI Engineering
We’re excited to share that Comet has been named in the latest Gartner Innovation Guide for Generative AI Engineering, for…
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LLM Testing: A Complete Guide for Application Developers
In July 2025, tech founder Jason Lemkin watched in horror as an AI coding assistant deleted a live company database,…
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AI Agents: The Definitive Guide to Agentic Systems and How to Build Them for Production
What if your AI system was more than a chatbot? What if it could book flights, debug code, or process…
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Opik Release Highlights: Real-Time Alerts, No-Code Evaluation, & Generative Prompt Tools
As LLM applications and agents scale, visibility and iteration speed matter more than ever. This month’s Opik updates close the…
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Human-in-the-Loop Review Workflows for LLM Applications & Agents
You’ve been testing a new AI assistant. It sounds confident, reasons step-by-step, cites sources, and handles 90% of real user…
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Best LLM Observability Tools of 2025: Top Platforms & Features
LLM applications are everywhere now, and they’re fundamentally different from traditional software. They’re non-deterministic. They hallucinate. They can fail in…
Open-source AI observability & optimization
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Comet Blog
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Announcing the Future of AI Engineering: Self-Optimizing Agents
When ChatGPT launched in 2022, generative AI seemed like magic. With a simple API call and prompt, any application could…
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