Agreed Alan. The injection and management of context inside the harness is where the real design decisions happen.
AGENTS
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Evaluator Override vs Nudge in Planning Systems
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Curious if the evaluator ever overrides the planner entirely or just nudges it Santiago 🙂
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High-Signal Trajectories and DPO for Agent Optimization
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Good solution. Btw, Once you’ve identified the high-signal trajectories, you can also pair them with counterfactual continuations (what the agent should have done at the point of failure) to construct preference pairs for DPO. So the signals don't just act as a debugging tool
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Gemini worse than Bard; Sydney’s anthropomorphism sin and personality lesson
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From this perspective, Gemini is also worse than the original Bard. Sydney was the original sin of LLMs anthropormism, but also got the idea that AIs can sometimes be better with personalities right. Even if that personality was unhinged.
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Accelerate Agentic Tool Calling with Serverless SageMaker AI
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Accelerate Agentic Tool Calling with Serverless Model Customization in Amazon SageMaker AI! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless
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Meta AI Contemplating Mode: 16 Agents Working on Complex Reasoning
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check out Contemplating mode for your most complex reasoning queries! Mostly Borrowed Ideas (@borrowed_ideas) Not usually a Meta AI user, but wanted to give them a shot after the latest model release (it's free anyway). So I installed the app on my desktop, and noticed "contemplating" mode (didn't see that on the mobile app btw). When I asked a question, 16 agents simultaneously started working on the question which looks pretty cool! — https://nitter.net/borrowed_ideas/status/2043040075928474080#m
→ View original post on X — @alexandr_wang, 2026-04-12 04:00 UTC
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Production-Grade Engineering Skills for AI Coding Agents
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Production-grade engineering skills for AI coding agents with Google's best practices. 20 skills. 7 slash commands. Spec before code. Test before merge. Measure before optimize. Works with Claude Code, Cursor, Gemini CLI and more. 100% Opensource.
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MCP Gateways Handle This Nicely with MintMCP AI
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mcp gateways deal with this really nicely, check out @MintMCP_AI
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Software Development Tool Recommendation: Codex App Server
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it’s always skill issues, chris If you build software, the best way is the codex app server sub agent plugin from @huntharo rn!