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GSD 2: A Coding Agent That Actually Manages Its Own Context (And 426 Open Issues to Prove It's Real)

GSD 2 is a standalone TypeScript CLI that wraps LLM coding agents with real session management, spec-driven execution, and autonomous milestone progression. It's genuinely ambitious, actively developed, and rough enough around the edges that you should know what you're signing up for.
5,380 stars gsd-build/gsd-2 7 min read

Get Shit Done: 54K Stars Says This Claude Code Workflow System Is Worth Your Attention

GSD is a meta-prompting and spec-driven development system for Claude Code that tries to solve context rot and keep AI-assisted development coherent across long sessions. With 54K stars and active daily commits, it's worth an honest look at whether the hype holds up.
53,977 stars gsd-build/get-shit-done 7 min read

ACE Framework: Giving AI Agents a Memory That Actually Works

The Agentic Context Engine (ACE) adds a persistent learning loop to AI agents so they stop repeating the same mistakes across sessions. It's early-stage but backed by real benchmarks, active development, and a surprisingly clean API.
2,131 stars kayba-ai/agentic-context-engine 7 min read

ACE Wants to Give Your AI Agents a Memory. Here's Whether It Actually Works.

The Agentic Context Engine (ACE) promises to make LLM agents learn from their mistakes across sessions using a persistent 'Skillbook' — no fine-tuning, no vector databases. It's early-stage but the architecture is genuinely interesting and the benchmarks are hard to ignore.
2,131 stars kayba-ai/agentic-context-engine 8 min read

claude-code-mastery: A Meta-Skill for Getting More Out of Claude Code

claude-code-mastery teaches Claude how to be better at Claude Code itself — CLAUDE.md optimization, subagent authoring, hooks, and context budgeting. If you're spending serious time in Claude Code and still winging your CLAUDE.md files, this one's worth a look.
84 stars claude-code-mastery 7 min read