https://dreaming.press/posts/web-bot-auth-explained-ai-agents.htmldreaming.pressen2026-06-30Web Bot Auth, Explained: How a Site Will Tell Your AI Agent From a Scraperhttps://dreaming.press/posts/vercel-eve-vs-microsoft-agent-framework.htmldreaming.pressen2026-06-30Vercel eve vs Microsoft Agent Framework: Portable Agent, or Portable Runtime?https://dreaming.press/posts/unisound-u2-native-agentic-model.htmldreaming.pressen2026-06-30Unisound U2 and the Bet on 'Native Agentic' Models: When the Loop Moves Into the Weightshttps://dreaming.press/posts/spot-gpus-for-llm-inference.htmldreaming.pressen2026-06-30Spot GPUs for LLM Inference: How to Cut Serving Cost Without Dropping Requestshttps://dreaming.press/posts/skyvern-vs-browser-use.htmldreaming.pressen2026-06-30Skyvern vs Browser Use: You're Not Picking a Browser Agent, You're Picking How It Sees the Pagehttps://dreaming.press/posts/open-source-deep-research-agents.htmldreaming.pressen2026-06-30Open-Source Deep Research Agents: 7 Repos to Build (or Run) Your Ownhttps://dreaming.press/posts/mcp-vs-rest-api-for-agents.htmldreaming.pressen2026-06-30MCP vs REST: Do Your Agents Need a Protocol, or Just Your API?https://dreaming.press/posts/mcp-goes-stateless-2026-07-28-spec.htmldreaming.pressen2026-06-30MCP Goes Stateless: What the 2026-07-28 Spec Changes for Agent Buildershttps://dreaming.press/posts/locomo-vs-longmemeval-vs-beam-agent-memory.htmldreaming.pressen2026-06-30Agent Memory Benchmarks: LoCoMo vs LongMemEval vs BEAMhttps://dreaming.press/posts/llm-judge-bias.htmldreaming.pressen2026-06-30Your LLM Judge Is Biased: Position, Verbosity, and Self-Preference — and Which Ones You Can Fixhttps://dreaming.press/posts/langchain-1-0-and-langgraph-1-0-whats-new.htmldreaming.pressen2026-06-30LangChain 1.0 and LangGraph 1.0: What Actually Changed for Agent Buildershttps://dreaming.press/posts/kafka-vs-nats-vs-redis-streams-ai-agents.htmldreaming.pressen2026-06-30Kafka vs NATS vs Redis Streams: Choosing the Event Backbone for AI Agent Systemshttps://dreaming.press/posts/jailbreak-vs-prompt-injection.htmldreaming.pressen2026-06-30Jailbreak vs Prompt Injection: Two Attacks That Live in Different Layershttps://dreaming.press/posts/how-to-write-a-system-prompt-for-an-ai-agent.htmldreaming.pressen2026-06-30How to Write a System Prompt for an AI Agenthttps://dreaming.press/posts/how-to-ship-ai-agent-changes-safely.htmldreaming.pressen2026-06-30How to Ship an AI Agent Change Without Breaking It: Eval Gates, Shadow Replay, and Why Canaries Liehttps://dreaming.press/posts/how-to-read-an-agent-memory-benchmark.htmldreaming.pressen2026-06-30How to Read an Agent-Memory Benchmark: The LoCoMo and LongMemEval Number Warshttps://dreaming.press/posts/how-to-evaluate-an-embedding-model-on-your-own-data.htmldreaming.pressen2026-06-30How to Evaluate an Embedding Model on Your Own Datahttps://dreaming.press/posts/how-to-evaluate-a-deep-research-agent.htmldreaming.pressen2026-06-30How to Evaluate a Deep Research Agent: Report Quality vs. Citation Accuracyhttps://dreaming.press/posts/glm-5-2-open-weight-agentic-coding.htmldreaming.pressen2026-06-30GLM-5.2 Matched the Closed Models on Agentic Coding — for a Sixth of the Costhttps://dreaming.press/posts/eval-driven-development-for-ai-agents.htmldreaming.pressen2026-06-30Eval-Driven Development: How to Ship an AI Agent Without Guessinghttps://dreaming.press/posts/eu-ai-act-for-ai-agents.htmldreaming.pressen2026-06-30The EU AI Act Deadline Didn't Really Move: What Still Hits AI Agents on August 2https://dreaming.press/posts/claude-agent-sdk-vs-openai-agents-sdk.htmldreaming.pressen2026-06-30Claude Agent SDK vs OpenAI Agents SDK: A Harness vs an Orchestration Libraryhttps://dreaming.press/posts/bedrock-agentcore-vs-vertex-agent-engine-vs-foundry-hosted-agents.htmldreaming.pressen2026-06-30Bedrock AgentCore vs Vertex Agent Engine vs Foundry Hosted Agents: The Managed Agent Runtime, Comparedhttps://dreaming.press/posts/autoscaling-llm-inference-on-kubernetes.htmldreaming.pressen2026-06-30Autoscaling LLM Inference on Kubernetes: Scale on the Queue, Not the GPUhttps://dreaming.press/posts/ai-agent-sprawl-governance-registry.htmldreaming.pressen2026-06-30Agent Sprawl: Why AI Agent Governance Now Starts With a Registryhttps://dreaming.press/posts/ai-agent-act-warner-bill-explained.htmldreaming.pressen2026-06-30The AI AGENT Act, Explained: Warner's Bill Treats Blocking Your Agent as the Harmhttps://dreaming.press/posts/a2a-protocol-at-one-year-adoption-reality.htmldreaming.pressen2026-06-30A2A at One Year: Is Agent-to-Agent Interoperability Actually Happening?https://dreaming.press/posts/tool-response-design-for-ai-agents.htmldreaming.pressen2026-06-29What Should an AI Agent's Tools Return? Designing Tool Results for the Context Windowhttps://dreaming.press/posts/should-an-ai-agent-compact-its-own-context.htmldreaming.pressen2026-06-29When Should an AI Agent Compact Its Own Context? The Case Against Fixed Thresholdshttps://dreaming.press/posts/resumable-llm-streaming.htmldreaming.pressen2026-06-29Resumable LLM Streaming: How to Survive a Refresh Without Repaying for the Answerhttps://dreaming.press/posts/request-hedging-for-llm-tail-latency.htmldreaming.pressen2026-06-29Request Hedging for LLM Tail Latency: Race the Slow Call, Don't Retry Ithttps://dreaming.press/posts/raft-retrieval-augmented-fine-tuning.htmldreaming.pressen2026-06-29RAFT vs RAG vs Fine-Tuning: When to Train on the Documents You Retrievehttps://dreaming.press/posts/opentelemetry-genai-semantic-conventions.htmldreaming.pressen2026-06-29OpenTelemetry GenAI Semantic Conventions: The Spec Your Observability Tool Depends On Is Still 'Development'https://dreaming.press/posts/mmr-vs-reranking-diverse-rag-retrieval.htmldreaming.pressen2026-06-29MMR vs Reranking in RAG: Why Your Top-K Returns the Same Fact Five Timeshttps://dreaming.press/posts/mixture-of-agents-vs-single-model.htmldreaming.pressen2026-06-29Mixture of Agents vs a Single Model: Why Ensembling LLMs Usually Loses to Sampling One Good Model Twicehttps://dreaming.press/posts/mcp-tasks-long-running-async-work.htmldreaming.pressen2026-06-29MCP Tasks: How Long-Running Agent Work Survives a Stateless Serverhttps://dreaming.press/posts/mcp-extensions-explained.htmldreaming.pressen2026-06-29MCP Extensions, Explained: How the 2026 Spec Grows Without Breaking the Corehttps://dreaming.press/posts/implicit-vs-explicit-prompt-caching.htmldreaming.pressen2026-06-29Implicit vs Explicit Prompt Caching: When to Pay for a Cache You Controlhttps://dreaming.press/posts/how-to-stream-structured-output-from-an-llm.htmldreaming.pressen2026-06-29Streaming Structured Output From an LLM: How to Render JSON Before It's Donehttps://dreaming.press/posts/how-to-set-a-timeout-for-an-ai-agent.htmldreaming.pressen2026-06-29How to Set a Timeout for an AI Agent: A Per-Call Timeout Won't Bound the Loophttps://dreaming.press/posts/how-to-roll-back-an-ai-agents-actions.htmldreaming.pressen2026-06-29How to Roll Back an AI Agent's Actions: The Saga Pattern for Tools That Can't Undohttps://dreaming.press/posts/how-to-monitor-an-ai-agent-in-production.htmldreaming.pressen2026-06-29How to Monitor an AI Agent in Productionhttps://dreaming.press/posts/how-to-load-test-an-llm-app.htmldreaming.pressen2026-06-29How to Load-Test an LLM App: You're Stress-Testing the Rate Limiter, Not the Modelhttps://dreaming.press/posts/how-to-handle-tool-errors-in-an-ai-agent.htmldreaming.pressen2026-06-29How to Handle Tool Errors in an AI Agent: Return the Failure, Don't Raise Ithttps://dreaming.press/posts/how-to-evaluate-a-reranker.htmldreaming.pressen2026-06-29How to Evaluate a Reranker for RAG: The Number That Caps It Isn't the Reranker'shttps://dreaming.press/posts/how-to-do-rag-over-tables.htmldreaming.pressen2026-06-29How to Do RAG Over Tables: When to Embed Rows and When to Generate SQLhttps://dreaming.press/posts/how-to-deploy-an-ai-agent-to-production.htmldreaming.pressen2026-06-29How to Deploy an AI Agent to Productionhttps://dreaming.press/posts/gaia2-benchmark-asynchronous-agents.htmldreaming.pressen2026-06-29GAIA2: The Agent Benchmark Where the Clock Never Stopshttps://dreaming.press/posts/does-agents-md-actually-help-coding-agents.htmldreaming.pressen2026-06-29Does an AGENTS.md File Actually Make Your Coding Agent Better?https://dreaming.press/posts/disaggregated-llm-inference.htmldreaming.pressen2026-06-29Disaggregated LLM Inference: Why Prefill and Decode Are Moving to Separate GPUshttps://dreaming.press/posts/cost-aware-agent-evaluation.htmldreaming.pressen2026-06-29Cost-Aware Agent Evaluation: Why Your Benchmark Needs a Dollar Axishttps://dreaming.press/posts/2026-06-29-reward-hacking-in-ai-agents.htmldreaming.pressen2026-06-29Reward Hacking in AI Agents: When the Eval Becomes the Attack Surfacehttps://dreaming.press/posts/who-controls-mcp-agentic-ai-foundation.htmldreaming.pressen2026-06-28Who Controls MCP Now? Inside the Agentic AI Foundationhttps://dreaming.press/posts/webmcp-vs-mcp.htmldreaming.pressen2026-06-28WebMCP vs MCP: Why Browser Agents Get Their Tools From the Pagehttps://dreaming.press/posts/vercel-eve-vs-langgraph.htmldreaming.pressen2026-06-28Vercel eve vs LangGraph: Library You Host, or Harness You Renthttps://dreaming.press/posts/trainium-vs-nvidia-gpu-llm-inference.htmldreaming.pressen2026-06-28AWS Trainium vs NVIDIA GPU for LLM Inference: The Bill Is Cheaper, the Onramp Isn'thttps://dreaming.press/posts/tool-result-caching-for-ai-agents.htmldreaming.pressen2026-06-28Tool-Result Caching for AI Agents: The One Cache That Can Be Wronghttps://dreaming.press/posts/tau-bench-vs-tau2-bench.htmldreaming.pressen2026-06-28τ-bench vs τ²-bench: The Agent Benchmark That Scores Whether You Can Guide a Humanhttps://dreaming.press/posts/swe-evo-vs-swe-bench-long-horizon-coding-agents.htmldreaming.pressen2026-06-28SWE-EVO vs SWE-bench: The Long-Horizon Test Coding Agents Failhttps://dreaming.press/posts/swe-bench-pro-vs-swe-bench-verified.htmldreaming.pressen2026-06-28SWE-bench Pro vs SWE-bench Verified: Why Top Coding Agents Dropped From 70% to 23%https://dreaming.press/posts/reflexion-vs-self-refine-vs-critic-vs-lats.htmldreaming.pressen2026-06-28Reflexion vs Self-Refine vs CRITIC vs LATS: Who Verifies the Self-Correction?https://dreaming.press/posts/pyannote-vs-nemo-vs-cloud-speaker-diarization.htmldreaming.pressen2026-06-28Speaker Diarization for Voice Agents: pyannote vs NVIDIA NeMo vs Cloud APIshttps://dreaming.press/posts/nvfp4-vs-mxfp4-fp4-quantization.htmldreaming.pressen2026-06-28NVFP4 vs MXFP4: The Two 4-Bit Floats Fighting Over Your Inference Billhttps://dreaming.press/posts/microsoft-agent-framework-build-2026.htmldreaming.pressen2026-06-28Microsoft Agent Framework at Build 2026: Agent Harness, Hosted Agents, and CodeActhttps://dreaming.press/posts/mcp-server-ssrf-cloud-metadata-credentials.htmldreaming.pressen2026-06-28MCP Server SSRF: How 'Convert This URL' Hands Over Your Cloud Credentialshttps://dreaming.press/posts/mcp-apps-interactive-ui.htmldreaming.pressen2026-06-28MCP Apps: When a Tool Stops Returning Text and Starts Returning UIhttps://dreaming.press/posts/llm-reranker-vs-cross-encoder-vs-listwise.htmldreaming.pressen2026-06-28LLM Rerankers vs Cross-Encoders vs Listwise: Which Reranking Architecture for RAG?https://dreaming.press/posts/langchain-vs-langgraph-vs-deepagents-harness.htmldreaming.pressen2026-06-28LangChain vs LangGraph vs Deep Agents: Pick a Rung, Not a Frameworkhttps://dreaming.press/posts/kv-cache-eviction-streamingllm-vs-h2o-vs-snapkv-vs-quest.htmldreaming.pressen2026-06-28KV Cache Eviction: StreamingLLM vs H2O vs SnapKV vs Questhttps://dreaming.press/posts/hermes-agent-self-improving-explained.htmldreaming.pressen2026-06-28Hermes Agent: What 'Self-Improving' Means When the Model Never Changeshttps://dreaming.press/posts/harness-engineering-for-ai-agents.htmldreaming.pressen2026-06-28Harness Engineering: The Reliability Layer Around an Unreliable Modelhttps://dreaming.press/posts/gartner-ai-agent-spending-2026.htmldreaming.pressen2026-06-28AI Agent Software Spending Hits $206B in 2026 — and the Cancellation Forecast Explains Whyhttps://dreaming.press/posts/filesystem-vs-vector-database-agent-memory.htmldreaming.pressen2026-06-28Filesystem vs Vector Database for Agent Memory: Why 2026 Agents Write to Fileshttps://dreaming.press/posts/claude-agent-sdk-subscription-billing-change.htmldreaming.pressen2026-06-28Claude Agent SDK Billing: Why the June 15 Subscription Credit Split Was Pausedhttps://dreaming.press/posts/browsecomp-vs-deepresearch-bench.htmldreaming.pressen2026-06-28How to Evaluate a Deep Research Agent: BrowseComp vs DeepResearch Benchhttps://dreaming.press/posts/agent-control-specification-acs-runtime-governance.htmldreaming.pressen2026-06-28The Agent Control Specification (ACS): A Portable Control Plane for AI Agentshttps://dreaming.press/posts/a2a-vs-acp-vs-agntcy-agent-interop-protocols.htmldreaming.pressen2026-06-28A2A vs ACP vs AGNTCY: The Agent Interoperability Protocols, Compared