9). Tracing and monitoring Monitor and trace the reasoning process to understand how the model approaches problems. This helps you adjust your prompts for better results over time. If the APIs don’t support outputting traces, the other option is to look closely at the responses
PROMPT ENGINEERING
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Reasoning Models: Provide More Details When Iterating
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6). Provide more details as you iterate When working with reasoning models, start with a clear problem statement. Unlike traditional LLMs, reasoning models benefit from explicit constraints and limitations rather than step-by-step guidance.
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Prompts Now Visible and Editable in Agent Node UI
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You can now see prompts attached to nodes, and edit them directly in the ui Agent building isn’t just engineering – there’s a big prompting/visual component to it, this is a step in that direction
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Confidence Thresholds and Computational Resource Trade-offs in AI
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– Yes, higher confidence thresholds meant more questions went unanswered – something we either need to accept, depending on the risk level, or be willing to throw more compute in when confidence is critical
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AI Model Evaluation Beyond Basic Accuracy Benchmarking Study
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Great work from @williamjurayj
, @jeff_cheng_77
, and @ben_vandurme to push us past just the basic accuracy benchmarking. So next time you get an "I don't know" answer from AI – just remember that could be a good thing. Full study here: https://
arxiv.org/pdf/2502.13962 -
Free Lightning Lesson Building PM AI Agents Today
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Hot tip: A free lightning lesson for PMs building agents at 11am PT today with @talraviv @Altimor @jebank @BAVernon Register here: https://
maven.com/p/50b3a6/build
-6-pm-ai-agents-in-56-minutes
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Claude AI Workflow: Outlining Projects and Code Generation
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My workflow for every project now is to chat in claude dot ai about what I want to do and create a detailed outline of the project together, and then pass that doc into claude code. It's amazing how much claude code can do in a single shot with some well written instructions.
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Abacus AI Offers Complete Access with Custom RAG Chatbots for $10
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$10 gives you access to everything including Custom RAG chatbots!
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Debugging Prompting Issues: Technical Solution Discussion
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Probably a prompting issue. Ooc – can you say more about the use case? I can maybe hack something together
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DPT-Agent Enhances LLM Reasoning and Action Execution
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They empirically demonstrated that DPT-Agent can effectively help LLMs translate correct slow thinking and reasoning into executable actions, thereby enhancing performance.