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Audit your agent's system prompt — if it's grown into a wall of instructions, refactoring it into modular skills with on-demand context loading will likely improve reliability and maintainability at scale.
Track Claude Code's rolling rate limits in real time so you can pace token usage and avoid surprise budget exhaustion mid-session.
Lavelle Hatcher Jr walks through serving Qwen3.6-35B-A3B — a 35B sparse MoE model scoring 73.4% on SWE-bench Verified — locally with vLLM and wiring it up as a tool-calling coding agent via the OpenAI SDK.
Integrate Slop Cop into your Claude Code or Cursor workflow to automatically self-edit AI-generated prose for 48 common LLM tell patterns — no manual review required.
Upgrade to `langchain-core==1.3.0` to gain richer LLM tracing metadata, fix potential SSRF security gaps, and benefit from memory-safe run tree handling — especially important for long-running agentic pipelines.
Developers and designers evaluating AI-native design tooling should watch Claude Design's research preview closely, as Anthropic's entry could pressure Figma and Canva to accelerate their own AI feature development.
Teams can encode coding standards, PR workflows, and accessibility checks directly into Copilot CLI agents — reducing manual review overhead and keeping AI output consistent across an entire codebase.
Use `git worktree` to give each Claude Code agent its own isolated directory so parallel agentic workflows never silently overwrite each other's uncommitted changes.
Teams building AI agents for sales workflows can now connect directly to live Salesforce data — including Einstein AI insights and SOQL queries — without writing custom API integrations or leaving the chat interface.