#Automation

Articles about Automation — exploring patterns, best practices, and real-world implementations in production systems.

6 posts tagged with automation. ← All posts

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Pratik Dhanave · ·6 min read

Claude Code in Production Workflows

Beyond the interactive terminal, Claude Code can run headless in scripts and CI — which unlocks automation, and raises the stakes on permissions, review, and trust.

The capstone: running Claude Code headless in scripts and CI (PR review, batch ops, scheduled jobs) — and the guardrails it demands: least privilege, sandboxing, gating the produced artifact with human review, and the series' layered recap.

#Claude Code#CI/CD#Automation#AI#AI Agents#Guardrails
Pratik Dhanave · ·14 min read

AI-Assisted Code Review

The series finale — where LLM reviewers genuinely help on every pull request, where they quietly fail, and how to build a human-plus-AI workflow that speeds review up without letting judgment or accountability leak away.

The capstone: using AI/LLM reviewers well and where humans stay essential — AI as a tireless first pass that clears the noise, its limits (design judgment, contextual security, accountability, hallucinations), and a healthy human+AI division of labor.

#Code Review#AI#Automation#Engineering Culture#Engineering Practices#LLMs
Pratik Dhanave · ·14 min read

Code Review at Scale

How to run code review across a whole team or organization without turning it into a bottleneck: treat review latency as a first-class metric, distribute the load, let automation handle the toil, and measure the things that actually predict quality.

Making review work across a team without becoming a bottleneck: review velocity as a first-class metric, ownership and routing (CODEOWNERS), automating toil so humans do judgment, healthy SLAs, and measuring the right things.

#Code Review#Engineering Culture#Automation#Process#Engineering Practices
Pratik Dhanave · ·6 min read

Hooks and Automation

Hooks turn "please always run the formatter" from a hope into a guarantee — deterministic shell commands that fire on Claude Code's lifecycle events, no matter what the model decides.

Hooks are shell commands that fire deterministically on lifecycle events — auto-format on edit, block edits to protected paths, run checks, notify. When to use a hook (guarantee) vs CLAUDE.md (influence) vs permissions (gate), and keeping them safe.

#Claude Code#Hooks#Automation#AI#AI Agents
Pratik Dhanave · ·13 min read

Automated Red-Teaming and Tooling

Scaling red-teaming beyond manual probing — the building blocks of an automated harness (seed library, mutation, orchestrator, scorer), LLM-driven adaptive attackers, the real tools by role (PyRIT, garak, promptfoo, Giskard), and wiring it all into CI as a repeatable gate.

Scaling red-teaming: the harness building blocks (attack seeds, mutation, orchestrator, scorer), adaptive LLM-driven attackers, the real tools by role (PyRIT, garak, promptfoo, Giskard), and integrating an automated red-team gate into CI.

#AI Red Teaming#Automation#AI Security#Tooling#Security#LLMs#Prompt Engineering#Multi-Agent Systems
Pratik Dhanave · ·11 min read

What DevSecOps Is

The opening post of a DevSecOps series — how security stops being a gate at the end of delivery and becomes an automated, shared responsibility built into every stage of the pipeline.

The opener to a DevSecOps series: building security into the delivery lifecycle instead of bolting it on — shift-left (and shift-right), security as everyone's job, the CI/CD pipeline as the enforcement point, and the automated controls the series wires up.

#DevSecOps#Security#CI/CD#Automation

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.