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vipdestiny

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How I burned 389K Claude Code cache-creation tokens before the real prompt

skinny.cloud
2 points·by vipdestiny·2 bulan yang lalu·0 comments

[untitled]

1 points·by vipdestiny·2 bulan yang lalu·0 comments

Forge – OSS governance plugin for Claude Code (22 agents, SDD, quality gates)

github.com
2 points·by vipdestiny·4 bulan yang lalu·1 comments

Show HN: Atlas – Portfolio health dashboard for multi-repo teams (Python CLI)

github.com
1 points·by vipdestiny·4 bulan yang lalu·0 comments

Show HN: Forge – 3MB Rust binary that coordinates multi-AI coding agents via MCP

github.com
1 points·by vipdestiny·5 bulan yang lalu·1 comments

comments

vipdestiny
·2 bulan yang lalu·discuss
[dead]
vipdestiny
·2 bulan yang lalu·discuss
[flagged]
vipdestiny
·4 bulan yang lalu·discuss
I've spent 23 years in global program delivery. When AI coding agents arrived, they introduced a familiar problem: speed without oversight creates drift.

Forge is an open-source Claude Code plugin (MIT) that adds governance to multi-agent AI coding workflows. 22 specialized agents, file locking, drift detection, knowledge capture, automated quality gates.

4,590 tests. Rust orchestrator + React dashboard + Claude Code plugin system.

Demo: https://youtu.be/4yRYimZYzBw Site: https://forge.nxtg.ai
vipdestiny
·5 bulan yang lalu·discuss
Health + schema is the missing layer… I went one step lower and focused on coordination primitives (claiming, locks, drift checks) exposed via MCP.
vipdestiny
·5 bulan yang lalu·discuss
MCP solves the wiring problem nicely, but once you have more than one coding agent running, coordination becomes the real bottleneck.

I ran into repeated issues with agents editing the same files, losing decisions, and drifting away from the spec. I ended up building a small Rust MCP server that adds task claiming, file-level locking, and drift checks against SPEC.md.

It’s intentionally boring infrastructure… single binary, file-based state, deterministic orchestration. The AI tools stay interchangeable.

Repo if anyone’s curious: https://github.com/nxtg-ai/forge-orchestrator
vipdestiny
·5 bulan yang lalu·discuss
Forge – A 3 MB Rust binary that coordinates multiple AI coding agents via MCP https://github.com/nxtg-ai/forge-orchestrator

Forge is an orchestration layer that sits between AI coding tools and your codebase. It's a single Rust binary (~3 MB, zero runtime deps) that runs as an MCP server over stdio. Any MCP-compatible AI tool can call it.

MIT licensed. Whitepaper with the full architecture: https://nxtg.ai/insights/forge-whitepaper