AI-native startup ROI: where Claude actually saves money
A founder's cost model for Claude Code and agents — where the real savings come from, what to measure, and the traps that quietly destroy your ROI.
8 min read
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Claude Code ROI in Large Codebases: Where Savings Come From
Where the real time and money savings from Claude Code come from in large codebases — the cost model, model selection, and how to measure ROI honestly.
8 min read
Migrating an Existing Workflow to Claude Code Safely
A staged rollout for moving a real engineering workflow onto agentic Claude Code — pilot, shadow mode, guardrails, and metrics that prove it works.
7 min read
Migrating workflows to Claude agents without breaking prod
Move an existing workflow onto Claude agents without breaking prod — shadow mode, staged autonomy, automatic fallback, canary rollout, and real metrics.
7 min read
Evals for Claude agents: measure quality and gate releases (Founders Playbook AI Native Startup)
Build an eval loop for Claude agents — datasets from real failures, LLM-as-judge scoring, trajectory checks, and CI gates that block regressions.
7 min read
Testing and Evals for Claude Code Agentic Workflows
Measure agentic coding quality and gate releases with an eval loop — task suites, graders, and CI integration that keep Claude Code reliable over time.
7 min read
Hardening Claude agents: sandboxing, least privilege, injection
Secure your Claude agents with sandboxing, least-privilege tools, secret hygiene, and layered prompt-injection defense. A founder's hardening playbook.
7 min read
Security Hardening for Claude Code in Large Repos
Sandboxing, least privilege, secret handling, and prompt-injection defense for running Claude Code safely against real production codebases.
7 min read
Cutting Claude agent costs: caching, batching, cheaper runs
Keep Claude agent runs cheap and fast with prompt caching, the Batches API, model routing, and ruthless context trimming. A founder's cost playbook.
7 min read
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