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Daniel Leong

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replied to abusyed's post 4 days ago
I use multiple AI coding agents daily, Claude Code, Cursor, Codex (one of them's good at design, one's good at problem solving, one's good to just have an overall plan)... and I kept running into two problems that were driving me insane: Context loss on every switch. Every time I moved from Cursor to Claude Code (or vice versa), I'd have to reexplain the entire project philosophy, past decisions, why I chose X architecture over Y. Half my prompts became "here's what the last agent did and why." Agent drift — technically correct but philosophically wrong code. This is the sneaky one. I build AI tutors that force students to reason through problems instead of getting answers handed to them. One agent literally added a "Skip Reasoning" button to the UI. Technically valid code. Completely violates the entire product philosophy. And the agent had no way of knowing that because it couldn't see the design intent. So I built LedgerSync - a file-based shared context protocol that solves both problems. How it works: An append-only ledger (.ledgersync/ledger.jsonl) logs every agent decision with full reasoning traces - not just what happened, but WHY Agents read grounding documents (product philosophy, design constraints, user research) before making decisions When you switch tools, the new agent reads the ledger and picks up where the last one left off - with full context Auto-generates agent-specific instruction files (CLAUDE.md, .cursorrules, etc.) No server, no accounts, no setup. Just files that live in your repo. Your agents already know how to read files - LedgerSync just gives them the right ones. The key insight: the problem isn't that agents are bad at coding. It's that they have no memory and no product awareness. LedgerSync gives them both. MIT licensed, early stage: https://github.com/Metacog-AI/ledgersync Has anyone else dealt with the agent drift problem?
upvoted an article 20 days ago
The Future of the Global Open-Source AI Ecosystem: From DeepSeek to AI+
upvoted an article about 1 month ago
One Year Since the “DeepSeek Moment”
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