Tag: Claude

Dashboard visualizing token consumption per agentic coding task across frontier AI models
Observability

Tokens Per Agentic Coding Task: The 2026 Variance Data

Tokens per agentic coding task vary up to 30x on the same…

By Surya Koritala
21 Min Read
Stacked bar visualization of a 200K AI agent context window showing tool definitions consuming two-thirds before the first turn
Observability

Why Does My AI Agent Context Window Fill Up So Fast?

Why does my AI agent context window fill up so fast? Tool…

By Surya Koritala
26 Min Read
Split-screen concept showing a general LLM chat window versus a purpose-built legal AI contract review interface

Purpose-Built Legal AI vs General LLM: 2026 Verdict

Purpose-built legal AI vs general LLM, settled with real 2026 benchmark data:…

By Surya Koritala
24 Min Read
Flow diagram of Claude dreaming: past agent sessions feeding a scheduled review that extracts patterns into a curated memory layer
Agent Infrastructure

What Is Claude Dreaming? Self-Improving AI Agents Explained

Claude dreaming is Anthropic's scheduled memory-curation process for managed agents. Here is…

By Surya Koritala
23 Min Read
Three lanes of AI data analyst agents in 2026 — chat-first, notebook, and spreadsheet-first — converging on a governance decision

Best AI Data Analyst Agent 2026: ChatGPT vs Hex vs Julius

Choosing the best AI data analyst agent 2026 comes down to three…

By Surya Koritala
35 Min Read
Side-by-side AI deep research reports with inline citations highlighted for verification on a researcher's screen

Best AI Deep Research Agents 2026

The best AI deep research agents 2026 ranked by citation fidelity, not…

By Surya Koritala
27 Min Read
Step-function chart showing LLM long context pricing surcharge cliffs at 200K and 512K tokens in 2026
Capital

LLM Long-Context Pricing Surcharge 2026: The Cliff Mapped

Long-context pricing surcharge: The LLM long context pricing surcharge 2026 doubles your…

By Surya Koritala
30 Min Read
An interactive dashboard widget rendered inside a chat conversation, served by an MCP App server
Agent Infrastructure

Build an MCP App: Interactive UI in Claude and ChatGPT

Learn to build an MCP app with the ext-apps SDK: a tool…

By Surya Koritala
30 Min Read
Side-by-side comparison of MMMU-Pro image reasoning and Video-MME video understanding leaderboards for 2026 frontier AI models

Multimodal AI Benchmarks 2026: The Still vs Video Split

The multimodal AI benchmarks 2026 show a split: GPT-5.4 Pro leads MMMU-Pro…

By Surya Koritala
20 Min Read
Anthropic May announcements — every major move in one timeline
Capital

Anthropic May 2026 announcements — every major move in one timeline

Anthropic May 2026 announcements span a 17-day blitz: Stainless, Karpathy, KPMG, Amazon…

By Surya Koritala
19 Min Read