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Claude Code

5 news articles · 9 tutorials

News

Recursive sub-agent fleet orchestration, an operator read on AutoKaam
Industry

Claude Code v2.1.172 Unlocks Recursive Sub-Agents

On June 10, Claude Code v2.1.172 let sub-agents spawn their own sub-agents, five levels deep, and the patches through June 26 show how load-bearing that depth cap already is. I have run seven interactive CLI agents at once on one box for weeks. Recursion is real, and it multiplies the three things that already break a fleet: cold prompt-cache, dropped sockets, and the supervision tax.

Aditya SharmaJun 28, 20269 MIN
Codex Bridge GPT-5.5 Opus 4.7 routing India stack, AI coding on AutoKaam
Adoption

Codex Bridge: GPT-5.5 And Opus 4.7 In One Loop

GPT-5.5 and Claude Opus 4.7 are peers now. Not equivalent, peers. The math on Indian operator workflows says you want both running, called from one terminal, with a router that picks per-task. This is the field write-up after two days of wiring a Claude-to-Codex bridge, plus the rules I learned the hard way.

Aditya SharmaMay 18, 20269 MIN
Claude Code Fast Mode current model-selection guidance on AutoKaam
Updates

Claude Code Fast Mode Has Moved Beyond Opus 4.7

The old 4x Opus 4.7 Fast Mode claims no longer match Anthropic's current documentation. The current decision is simpler: use `/model` to choose from the available models, use `/status` to confirm the selection, and treat the documented 2.5x Opus 4.8 fast-mode claim as time-bound product information.

Aditya SharmaMay 18, 20267 MIN
Cursor vs Claude Code vs Zed vs Windsurf May 2026, developer tools on AutoKaam
Updates

Cursor vs Claude Code vs Zed vs Windsurf Tested

Four AI coding surfaces, four pricing tiers, one question for the Indian solo shop: which two do you actually pay for? We ran every tool through real tasks for thirty days and the answer is not the one Twitter keeps yelling about.

AutoKaam EditorialMay 15, 20268 MIN
Claude Code 2.1 Lands, Five Tripwires Hit, updates on AutoKaam
Updates

Claude Code 2.1 Lands, Five Tripwires Hit

A 2.1.121 bump isn’t supposed to burn Tuesday afternoons. But when the subagent fork flag collides with legacy hooks and plugin loaders, the audit pass becomes the cost nobody budgeted for.

AutoKaam EditorialApr 28, 20267 MIN

Tutorials

Claude Code pricing card comparing Pro, Max and API billing
ClaudeLevel / beginner

Claude Code pricing: Pro vs Max vs API

Claude Code is not free: it comes bundled with a Pro or Max subscription, or you pay per token through the API. This piece lays out what each rail costs today so you can pick the one that fits how much you code.

Published 7 min read
Claude Code skills guide card showing SKILL.md structure and trigger testing
ClaudeLevel / intermediate

Claude Code skills: write one that actually fires

Claude Code skills are SKILL.md files that Claude loads on its own or on command. This piece covers the frontmatter that matters and the exact description rewrite that took one of my own skills from missing half its prompts to catching all of them.

Published 9 min read
One orchestrator reading and injecting into a detached tmux fleet of CLI coding-agent panes via capture-pane and send-keys
AutomationLevel / advanced

Driving a Fleet of CLI Coding Agents From tmux

I run a fleet of interactive Claude Code and Codex CLI sessions from a single orchestrator, all in detached tmux panes. This is the exact read-inject-digest loop I use in production, the three Linux blockers that killed my GUI approach before this, and the stuck-pane gotchas I hit running ten sessions at once.

Published 8 min read
The AI skills that actually get you hired in India in 2026, a careers guide on AutoKaam
AI CareersLevel / beginner

AI Skills That Get You Hired in India, 2026

A working operator names the exact AI skills that pay in India in 2026 and the hype that wastes your six months. Honest signal for students, job-seekers, and exam aspirants deciding where to invest effort.

Published 8 min read
A Python MCP server skeleton in a terminal next to a Claude Code session
AI CodingLevel / intermediate

Custom MCP Server in Python for Claude

Claude Code is sharp until it hits the edge of your machine and your private tools. I wrote three small MCP servers in Python to close that gap. Here is the real pattern, the real gotcha that bit me, and what it costs.

Published 8 min read
Claude Code subagent fanout diagram showing fork-shared prompt cache and isolated git worktrees per parallel writer
AI CodingLevel / advanced

Claude Code Subagents: Fork Flag, Cache Leak

Claude Code subagents isolate their task contexts. This guide covers the current fork-cache behavior, how to measure a fanout, and the worktree pattern for parallel writers.

Published 7 min read
Non-Engineers Shipping Claude-Generated Frontend Code to PROD - The India Reality
ClaudeLevel / intermediate

Claude Code to Prod With No Engineering Title

A non-traditional operator running real production sites on Claude Code, Coolify, PocketBase on Oracle ARM, and Cloudflare. The real workflow is Opus as orchestrator plus subagents executing, governed by hard gates: verify before claiming done, snapshot before destructive ops, and a flat refusal of --no-verify and --force. Here is what works, and the failure modes a non-engineer hits shipping to prod in India.

Published 8 min read
AutoKaam cover card for the Claude Code Linux install guide
AI CodingLevel / intermediate

Install Claude Code on Linux (Ubuntu 24.04)

The fastest way to install Claude Code on Linux is one native-installer command: no sudo, no separate Node.js step. This guide also covers release channels, login, updates, and the apt and npm alternatives, each checked against Anthropic's current setup docs.

Published 7 min read
AutoKaam card for Claude Code in India: my daily setup, plan economics and the fork-mode flag
ClaudeLevel / intermediate

Claude Code in India: My Daily Setup

I run Claude Code every working day across a dozen-plus projects from one Linux box in India. Here is the real Max plan economics for a solo operator (I ran 20x until 10 Jul 2026, then moved to 5x), the fork-mode flag for headless fanouts, /fast mode on Opus, and the 5-hour meter that punishes too many headless runs.

Published 8 min read