Risk Management for Claude Opus Agents in Claude Code
Failure modes, blast radius, and containment for Claude Opus agents in Claude Code: permissions, sandboxes, eval gates, and reliable rollback.
8 min read
Agentic AI & LLMs
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Agentic AI & LLMs
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
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Skills Engineers Need to Run Claude Opus in Claude Code
The skill and hiring shifts behind getting real value from Claude Opus in Claude Code: specs, evals, MCP plumbing, and agent supervision.
9 min read
Scaling Claude Code From One Team to Many Without Chaos (Best Practices Opus With Claude Code)
How to scale Claude Opus and Claude Code across an org without chaos: shared skills, standardized conventions, governed MCP, and a contribution flywheel.
8 min read
When to Use Claude Code With Opus — and When Not To
Honest trade-offs for Claude Opus in Claude Code: where it wins, where cheaper models or plain scripts win, and how to classify a task before you spend.
8 min read
Governance for Claude Code: Guardrails Before Scale (Best Practices Opus With Claude Code)
Trust and safety guardrails leadership needs before scaling Claude Opus and Claude Code: least privilege, approval gates, audit trails, ownership.
9 min read
Rolling Out Claude Code: Team Adoption That Sticks (Best Practices Opus With Claude Code)
Habits, norms, and change management to get a whole team fluent with Claude Opus in Claude Code — beyond the early-adopter demo that always works.
8 min read
The Real ROI of Claude Opus Inside Claude Code Today
Where time and money savings from Claude Opus 4.8 in Claude Code actually come from, and a cost-per-outcome model leaders can defend to finance.
8 min read
Migrating an existing workflow to a Claude Opus agent safely
Move an existing workflow onto a Claude Opus agent without a risky big-bang switch — shadow mode, staged tool access, and a measured, reversible rollout.
7 min read
Evals for Claude Opus agents: gate releases with an eval loop
Measure Claude Opus agent quality and gate every release with a rubric-graded eval loop, LLM-as-judge scoring, and a CI quality bar in Claude Code.
7 min read