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Claude Code

5 news articles · 7 tutorials

News

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

Claude Code v2.1.172 Unlocks Recursive Sub-Agents. My Fleet Found Three Walls.

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 In My Terminal, 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, May 2026 Field Test

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

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

How I Drive a Fleet of CLI Coding Agents From One tmux Session

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 Actually Get You Hired in India in 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

Building a Custom MCP Server in Python: Claude Reaches My Stack

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 in Practice: Fork Flag, Cache Leak, Worktree Trap

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

I Ship Production Software Without an Engineering Title: The Claude Code Operator Reality in India

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
Claude Code running in terminal on Ubuntu desktop
AI CodingLevel / intermediate

Claude Code on Linux, Full Install With Screenshots From My ThinkCentre

I installed Claude Code on a stock Ubuntu 24.04 box, set up Pro OAuth, and shipped a real refactor with it. This is the install that worked, including the bits the official docs skip.

Published 7 min read
Claude Code Setup in India, Install, Pricing (INR), and Your First Project, claude on AutoKaam
ClaudeLevel / intermediate

Claude Code in India: How I Actually Run It Daily (Max 20x, Fork Subagents, the 5-Hour Meter)

I run Claude Code every working day across a dozen-plus projects from one Linux box in India. Here is the real Max 20x economics for a solo operator, the one env flag that fits 2x more agents in the same cap, /fast mode on Opus, and the 5-hour meter that punishes too many headless runs.

Published 8 min read