CONTEXT-WINDOW
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Subagents: Scaling coding agents beyond context limits
A new guide explains the subagents pattern for coding agents, using Claude Code’s Explore subagent to work around LLM context limits. [Simon Willison...
Claude’s 1M‑token context goes GA: time to re-think RAG-heavy pipelines
Anthropic made a 1,000,000-token context window generally available across all Claude tiers, pushing long‑context work into day‑to‑day production. Co...
Claude Opus 4.6 vs Grok 4.1 Thinking: API identity and surface gates drive real-world reproducibility
Claude Opus 4.6 has a stable API identity while Grok 4.1 Thinking is a configuration, which changes how reproducible your pipelines are. The comparis...
Copilot rolls out GPT-5.4 across IDEs: bigger context, sharper coding, rising token burn
GitHub Copilot now supports OpenAI’s GPT-5.4 across major IDEs, promising deeper-context coding and early reports of higher token consumption. Per [W...
Google Gemini Free tier gets clear limits and an upgrade path
Google has formalized a free Basic tier for Gemini Apps with explicit quotas, context windows, and upload limits, separating everyday use from higher-...
IDE-integrated agents beat benchmark-topping models
Developers report that models with strong IDE integration—workspace awareness via MCP, tool access, and larger or smarter context handling—deliver mor...
Transformer internals: useful background, limited day-to-day impact
An HN discussion around Jay Alammar’s Illustrated Transformer notes that understanding transformer mechanics is intellectually valuable but rarely req...