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Configure the MoE paging with K_override=20, cache_gb=8.0, lazy_load=True, and OUTLIER_MMAP_EXPERTS=0 to run Qwen3.5‑397B‑A17B on a 64GB M1 Ultra with ~14 GB peak RAM.
Increase Claude usage limits and update code to leverage new rates.
Update your Claude Managed Agent integration to include the three new features announced at Anthropic's event.
Test ZAYA1-8B’s 760M active parameter MoE model on math and coding tasks, and experiment with its Markovian RSA inference to gauge compute scaling benefits.
Run npx agent-skills-eval ./skills --target gpt-4o-mini --judge gpt-4o-mini --baseline to generate side‑by‑side reports and confirm skill lift.
Download the Qwen3.6‑27B‑uncensored‑heretic‑v2 Native MTP Preserved GGUF models from HuggingFace and test them with your inference engine.
Check the updated DeepSeek pricing and feature set, and adjust your token cost calculations accordingly.
Integrate ZAYA1‑8B into your MoE inference pipeline to gain high‑reasoning performance with under one billion active parameters, and benchmark it against DeepSeek‑V3.2 or GPT‑5‑High to confirm the trade‑off.
Replace the sandbox layer with Claude Managed Agents, keep your harness logic, test session persistence, and monitor TTFT improvements.
Create a SKILL.md file with a clear description and trigger words so Claude auto‑discovers it; place it in .claude/skills/<name>/ and restart Claude Code to use it.
Patch Codex to use the new 42% faster CUA, enable responsive browser, /chronicle, /goal, and integrate the planning UI and MS Office editor; add Claude Security code review to your CI pipeline.
Upgrade to Opus 4.7 and install WOZCODE to cut cost by ~63% and reduce turns to ~32% of vanilla.
Patch your MCP tool to return structuredContent and load a ui:// resource; test JSON‑RPC handshake and CSP headers in the sandboxed iframe.
Switch Claude Code backend to DeepSeek for cheaper token usage.
Patch your security tooling to detect AI‑generated exploits, update vulnerability scanners, and examine access controls for AI models.
Set up Claude Code, connect GSC and GA4 APIs, and build live dashboards for SEO insights.
Patch your Claude integration to use the RCP‑CWK‑024 gate logic and confidence scoring to enforce evidence‑based claims.
Patch pyinfra to v3.8.0 to gain AI coding agent support and security hardening.
Upgrade to Claude Mythos and enable Project Glasswing to enhance NDR detection of subtle vulnerabilities.