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Augment Code
augmentcode. com > blog > karpathy-skills-on-openclaw-agents-don-t-write-better-code-but-they-do-it-more-efficiently

Karpathy skills on Open Claw: agents don't write better code. But they do it more efficiently.

22+ hour, 35+ min ago  (591+ words) We added Karpathy-inspired coding rules to root AGENTS. md and ran three coding agents through 40 Open Claw PRs. The judge scored code quality as basically unchanged, but the agents got to the same answers with less work: fewer tool calls…...

Augment Code
augmentcode. com > learn > claude-code-119k-stars

Anthropic's Claude Code hits 119 K Git Hub stars: why developers are skipping the IDE

1+ day, 17+ hour ago  (759+ words) If you work primarily in the terminal, Claude Code is probably the most relevant AI coding tool I've seen built for the way you already work. Anthropic's terminal-based coding agent just crossed 119 K Git Hub stars and 19. 8 K forks, and…...

Augment Code
augmentcode. com > tools > diy-multi-agent-setups-vs-intent

DIY Multi-Agent Setups: vs. Intent: Build or Buy for Agent Orchestration

1+ week, 6+ day ago  (1113+ words) DIY vs Intent for agent orchestration: failure modes, cost breakdown, and decision framework....

Augment Code
augmentcode. com > guides > cursor-spec-driven-development

Cursor for Spec-Driven Development: Features & Gaps

3+ day, 19+ hour ago  (731+ words) Cursor is a strong execution environment for spec-driven development but a poor SDD system. It can consume specs and generate code from them, but it provides no native spec lifecycle management, no structured spec-to-task traceability, and no enforcement that agents…...

Augment Code
augmentcode. com > guides > multi-agent-ai-systems

Multi-Agent AI Systems: Architecture & Failure Modes

4+ day, 3+ hour ago  (763+ words) Multi-agent AI systems work when tasks split into genuinely separate subtasks with different tools or models. The architecture introduces a failure mode that single-agent systems do not face in the same way: hallucination propagation between agents, where one bad output…...

Augment Code
augmentcode. com > guides > claude-code-spec-driven-development

Claude Code for Spec-Driven Development: Capabilities and Limits

1+ week, 5+ hour ago  (1395+ words) Claude Code can support spec-driven development because CLAUDE. md persists project instructions across sessions, but it does not provide native drift detection, robust multi-agent coordination, or guaranteed spec compliance. Spec-driven development with Claude Code uses structured markdown files, primarily CLAUDE....

Augment Code
augmentcode. com > learn > claude-mem-65k-stars

claude-mem hits 65. 8 K stars as a persistent memory plugin for Claude Code

1+ week, 1+ day ago  (657+ words) One of the most consistent complaints I hear from developers using AI coding tools is that they forget everything between sessions. Every new conversation starts cold. You re-explain the project structure, the recent decisions, the ongoing bugs, and then do…...

Augment Code
augmentcode. com > learn > everything-claude-code-hits-163k-stars

Everything Claude Code hits 163 K stars: what developers should know

1+ week, 2+ day ago  (805+ words) I've watched the Everything Claude Code repo grow from a hackathon project into one of the most-starred repositories on Git Hub, and the trajectory makes sense. Everything Claude Code (ECC) solves a problem every team hits once they start taking…...

Augment Code
augmentcode. com > learn > leaked-system-prompts-ai-coding-tools

Git Hub repo exposes system prompts from 28+ AI coding tools: what developers should know

1+ week, 2+ day ago  (597+ words) There's a Git Hub repository I keep coming back to whenever someone asks me how to actually evaluate AI coding tools. It collects the raw system prompts of nearly every major AI coding assistant, and it just crossed 136 K stars…...

Augment Code
augmentcode. com > blog > how-to-write-good-agents-dot-md-files

A good AGENTS. md is a model upgrade. A bad one is worse than no docs at all.

1+ week, 2+ day ago  (1307+ words) We pulled dozens of AGENTS. md files from across our monorepo and measured their effect on code generation. The best ones gave our coding agent a quality jump equivalent to upgrading from Haiku to Opus. The worst ones made the…...