Claude Code ROI: The Real Cost Model Behind 1M Context
Where Claude Code's time and money savings really come from — a builder's honest cost model for session management and the 1M-token context window.
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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Migrating a Workflow to Claude Code Agents Safely (Claude Code Session 1M Context)
A staged playbook for moving an existing workflow onto Claude Code agents — scoping, shadow runs, human-in-the-loop gating, and a live rollback path.
7 min read
Testing Claude Code Agents: Evals That Gate Releases
Build a Claude Code eval loop — outcome and trajectory evals, LLM-judge scoring, and a CI scorecard that gates releases on regression checks.
7 min read
Securing Claude Code: Sandboxing & Least Privilege
Harden Claude Code with sandboxing, least-privilege tools, secret isolation, and layered prompt-injection defenses for safe long-running agents.
8 min read
Cutting Claude Code Token Cost: Caching & Batching
Keep Claude Code runs cheap and fast with prompt caching, batched tool calls, context pruning, and model routing across the 1M-token window.
7 min read
Debugging Claude Code: Loops, Bad Tool Calls, Fixes (Claude Code Session 1M Context)
Debug Claude Code's failure modes — runaway loops, wrong tool calls, and hallucinated arguments — with transcript analysis, hooks, and validation.
8 min read
Claude Code Context Design: What to Include and Cut
Prompt and context design in Claude Code: what to put in the 1M-token window, what to leave out, and why a lean window beats a stuffed one.
6 min read
Wiring MCP Tools into Claude Code Sessions Safely
Wire MCP servers into Claude Code with solid auth, schemas, error handling, and idempotency so tool calls stay safe across long 1M-context sessions.
7 min read
Claude Code Context Patterns: Prompts, Tools, State
Reusable code-level patterns for prompts, tools, and context in Claude Code that keep long sessions and the 1M-token window fast, cheap, and coherent.
6 min read