Don't Build Cascaded Pipelines: Skilling Up Coding Agents for System Observability

🚀 The AI Agent "evaluation gap" is real. To deploy agents in high-stakes environments, our benchmarks must evolve beyond static datasets.

🚀 The AI Agent "evaluation gap" is real. To deploy agents in high-stakes environments, our benchmarks must evolve beyond static datasets. We need to measure 3 things: 1️⃣ Environment Complexity 2️⃣ Autonomy Horizon 3️⃣ Output Complexity Are your agents ready? 👇 All my links: https://linktr.ee/learnbydoingwithsteven [https://linktr.ee/learnbydoingwithsteven] #AI #AIAgents #MachineLearning #Tech

The AI agent era is here, but our benchmarks are lagging behind. We are facing a critical "evaluation gap." 📊

The AI agent era is here, but our benchmarks are lagging behind. We are facing a critical "evaluation gap." 📊 While coding agents are advancing rapidly, deploying them in high-stakes environments (healthcare, finance) requires rigorous measurement. We need to evolve from static datasets to dynamic environments that reflect real-world messiness: org policies, flaky toolchains, and Slack context. Future benchmarks must focus on: 🔹 Environment Complexity: Realistic, dynamic operating environments 🔹 Autonomy Horizon: Measuring reliability over weeks or months, not just minutes 🔹 Output Complexity: Verifiable standards for nuanced artifacts, not just text The ultimate goal? "Trustworthy outputs"—agents that know when they are uncertain and pause to ask for help. Check out my full deep dive into the Art and Science of Benchmarking AI Agents below! 👇 All my links: https://linktr.ee/learnbydoingwithsteven [https://linktr.ee/learnbydoingwithsteven] #learnbydoingwithsteven #AI #MachineLearning #AIAgents #Benchmarking #Evaluation #TechTrends #FutureOfWork

Don't Build Slop: The 4 Levels of AI Agent Maturity

EN IT PDF https://www.patreon.com/posts/en-it-pdf-dont-4-158887432?utm_medium=clipboard_copy&utm_source=copyLink&utm_campaign=postshare_creator&utm_content=join_link

Don't Build Cascaded Pipelines: The Rise of Native "Any-to-Any" Multimodal Agents

EN IT PDF https://www.patreon.com/posts/en-it-pdf-dont-158887968?utm_medium=clipboard_copy&utm_source=copyLink&utm_campaign=postshare_creator&utm_content=join_link

Don't Build Cascaded Pipelines: Skilling Up Coding Agents for System Observability

[EN IT PDF] https://www.patreon.com/posts/en-it-pdf-dont-158888273?utm_medium=clipboard_copy&utm_source=copyLink&utm_campaign=postshare_creator&utm_content=join_link