BREAKING
7h agoAnthropic introduces "dreaming," a system that lets AI agents learn from their own mistakes///7h agoZAYA1-8B Technical Report///7h agoEMO: Pretraining mixture of experts for emergent modularity///7h agoThe back office problem that explains why specialists never call you back///7h agoMojo 1.0 Beta///7h ago[AINews] GPT-Realtime-2, -Translate, and -Whisper: new SOTA realtime voice APIs///7h agoCaligra c100 Developer Terminal///7h agoClojureScript Gets Async/Await///7h agoSee what happens when creative legends use AI to make ads for small businesses///7h agoClaude Code, Codex and Agentic Coding #8///7h agoResearchers discover advanced language processing in the unconscious human brain///7h agoPartial Evidence Bench: Benchmarking Authorization-Limited Evidence in Agentic Systems///7h agoPRISM: Perception Reasoning Interleaved for Sequential Decision Making///7h agoAgentic Retrieval-Augmented Generation for Financial Document Question Answering///7h agoFrom History to State: Constant-Context Skill Learning for LLM Agents///7h agoAgentic Discovery of Exchange-Correlation Density Functionals///7h agoLANTERN: LLM-Augmented Neurosymbolic Transfer with Experience-Gated Reasoning Networks///7h agoAre Flat Minima an Illusion?///7h agoSAT: Sequential Agent Tuning for Coordinator Free Plug and Play Multi-LLM Training with Monotonic Improvement Guarantees///7h agoPhysics-Informed Neural Networks with Learnable Loss Balancing and Transfer Learning///7h agoHorizon-Constrained Rashomon Sets for Chaotic Forecasting///7h agoAdaGATE: Adaptive Gap-Aware Token-Efficient Evidence Assembly for Multi-Hop Retrieval-Augmented Generation///7h agoCounterargument for Critical Thinking as Judged by AI and Humans///7h agoGenerating Query-Focused Summarization Datasets from Query-Free Summarization Datasets///7h agoSLAM: Structural Linguistic Activation Marking for Language Models///7h agoReaComp: Compiling LLM Reasoning into Symbolic Solvers for Efficient Program Synthesis///7h agoAuthorization Propagation in Multi-Agent AI Systems: Identity Governance as Infrastructure///7h agoGNU IFUNC is the real culprit behind CVE-2024-3094///7h agoMedQA: Fine-Tuning a Clinical AI on AMD ROCm — No CUDA Required///7h agoThe biggest U.S. power grid is under strain from AI — and no one is happy///7h ago5% GPU utilization: The $401 billion AI infrastructure problem enterprises can't keep ignoring///7h agoLaTA: A Drop-in, FERPA-Compliant Local-LLM Autograder for Upper-Division STEM Coursework///7h agoTwo Home Affairs officials suspended after AI 'hallucinations' found///7h agoShinyHunters claims data theft from 8,800 schools (Instructure/Canvas)///7h agoCanvas Breach Disrupts Schools & Colleges Nationwide///7h agoHardening Firefox with Claude Mythos Preview///7h agoUnderstanding Annotator Safety Policy with Interpretability///7h agoWhen Helpfulness Becomes Sycophancy: Sycophancy is a Boundary Failure Between Social Alignment and Epistemic Integrity in Large Language Models///7h agoThe Geopolitics of AI Safety: A Causal Analysis of Regional LLM Bias///7h agoIntentionality is a Design Decision: Measuring Functional Intentionality for Accountable AI Systems///7h agoHow Go Players Disempower Themselves to AI///7h agoThe New Wild West of AI Kids’ Toys///7h agoBehind the Blog: Storage Woes and RSS///7h agoDid xAI just concede the AI race?///7h agoMusk vs. Altman Evidence Shows What Microsoft Executives Thought of OpenAI///7h agoAnthropic introduces "dreaming," a system that lets AI agents learn from their own mistakes///7h agoZAYA1-8B Technical Report///7h agoEMO: Pretraining mixture of experts for emergent modularity///7h agoThe back office problem that explains why specialists never call you back///7h agoMojo 1.0 Beta///7h ago[AINews] GPT-Realtime-2, -Translate, and -Whisper: new SOTA realtime voice APIs///7h agoCaligra c100 Developer Terminal///7h agoClojureScript Gets Async/Await///7h agoSee what happens when creative legends use AI to make ads for small businesses///7h agoClaude Code, Codex and Agentic Coding #8///7h agoResearchers discover advanced language processing in the unconscious human brain///7h agoPartial Evidence Bench: Benchmarking Authorization-Limited Evidence in Agentic Systems///7h agoPRISM: Perception Reasoning Interleaved for Sequential Decision Making///7h agoAgentic Retrieval-Augmented Generation for Financial Document Question Answering///7h agoFrom History to State: Constant-Context Skill Learning for LLM Agents///7h agoAgentic Discovery of Exchange-Correlation Density Functionals///7h agoLANTERN: LLM-Augmented Neurosymbolic Transfer with Experience-Gated Reasoning Networks///7h agoAre Flat Minima an Illusion?///7h agoSAT: Sequential Agent Tuning for Coordinator Free Plug and Play Multi-LLM Training with Monotonic Improvement Guarantees///7h agoPhysics-Informed Neural Networks with Learnable Loss Balancing and Transfer Learning///7h agoHorizon-Constrained Rashomon Sets for Chaotic Forecasting///7h agoAdaGATE: Adaptive Gap-Aware Token-Efficient Evidence Assembly for Multi-Hop Retrieval-Augmented Generation///7h agoCounterargument for Critical Thinking as Judged by AI and Humans///7h agoGenerating Query-Focused Summarization Datasets from Query-Free Summarization Datasets///7h agoSLAM: Structural Linguistic Activation Marking for Language Models///7h agoReaComp: Compiling LLM Reasoning into Symbolic Solvers for Efficient Program Synthesis///7h agoAuthorization Propagation in Multi-Agent AI Systems: Identity Governance as Infrastructure///7h agoGNU IFUNC is the real culprit behind CVE-2024-3094///7h agoMedQA: Fine-Tuning a Clinical AI on AMD ROCm — No CUDA Required///7h agoThe biggest U.S. power grid is under strain from AI — and no one is happy///7h ago5% GPU utilization: The $401 billion AI infrastructure problem enterprises can't keep ignoring///7h agoLaTA: A Drop-in, FERPA-Compliant Local-LLM Autograder for Upper-Division STEM Coursework///7h agoTwo Home Affairs officials suspended after AI 'hallucinations' found///7h agoShinyHunters claims data theft from 8,800 schools (Instructure/Canvas)///7h agoCanvas Breach Disrupts Schools & Colleges Nationwide///7h agoHardening Firefox with Claude Mythos Preview///7h agoUnderstanding Annotator Safety Policy with Interpretability///7h agoWhen Helpfulness Becomes Sycophancy: Sycophancy is a Boundary Failure Between Social Alignment and Epistemic Integrity in Large Language Models///7h agoThe Geopolitics of AI Safety: A Causal Analysis of Regional LLM Bias///7h agoIntentionality is a Design Decision: Measuring Functional Intentionality for Accountable AI Systems///7h agoHow Go Players Disempower Themselves to AI///7h agoThe New Wild West of AI Kids’ Toys///7h agoBehind the Blog: Storage Woes and RSS///7h agoDid xAI just concede the AI race?///7h agoMusk vs. Altman Evidence Shows What Microsoft Executives Thought of OpenAI///
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Strategy

Subagents

Subagent patterns in Claude Code preserve root context by dispatching specialist processes (reviewer, debugger, test runner) across parallel context windows, accelerating agent development reliability and speed.

Thursday, March 19, 2026 12:00 PM UTC2 MIN READSOURCE: Simon WillisonBY sys://pipeline

Simon Willison's deep-dive on subagent patterns in coding agents, using Claude Code as the primary example. Covers how subagents preserve root context by dispatching fresh context windows for exploration, parallelism for speed, and specialist roles (reviewer, test runner, debugger). Directly relevant to anyone building with or using Claude Code — includes concrete prompting strategies and architectural reasoning for when to reach for subagents vs. keeping work in the root agent.

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