Claude Confused when reusing the skill in the same directory.

[OthmanAdi]

Sometimes CC get confused and says something like "i see that there has been alreday some work done - i better override this tasks.md - this is a tasks.md for a different task" and its 1. wasting time and 2. could lead to hallucinations. anybody have seen this as well?

[lexobe]

This is a fascinating issue that touches on something deeper about how planning-with-files fundamentally transforms Claude's cognitive architecture. Let me propose a conceptual lens:

The Von Neumann Patch for LLMs

Your confusion problem is actually a symptom of a paradigm shift. Natively, LLM interactions work like calculators (stateless, pure function mappings), but this project retrofits them into Turing-complete machines (stateful, stored-program execution).

Architecture Mapping

• CPU = Claude (Context Window) — processes logic but is volatile by design
• • Main Memory/Disk = Markdown Files (task_plan.md) — stores persistent state and data
• • Control Unit/Bus = Hooks (PreToolUse/PostToolUse) — enforces the classical fetch-execute cycle by shuttling data between CPU and Memory

The Fetch-Execute Cycle

When you reuse the skill in the same directory, Claude isn't just continuing a conversation—it's resuming program execution:

1. Fetch: PreToolUse Hook loads task_plan.md ("What phase am I in?")
2. 2. Execute: Claude generates Tool Calls (actual computation)
3. 3. Write-back: PostToolUse Hook updates file state (Status: complete)
4. 4. Control Flow: Stop Hook checks halt conditions
      The confusion arises because Claude's context (volatile memory) can conflict with the file system's persistent state. The solution isn't to improve Claude—it's to strengthen the State Machine's invariants.

One-Sentence Philosophy

This upgrades the interaction paradigm from "Streaming Conversation" to "File-Based State Machine Iteration." Claude is no longer chatting; it's interpreting a program written in Markdown files.

This reframing opens new possibilities: formal verification of execution traces, rollback semantics, distributed task execution, and true persistent agency—things impossible with vanilla LLM conversation.

What if we made these state machine semantics even more explicit and formalized?

[OthmanAdi]

This is a really thoughtful analysis, thank you for taking the time to write it out.

The Von Neumann framing is accurate. When I built this I was studying how Manus handles context, and they describe the filesystem as "external memory that's unlimited in size, persistent by nature, and directly operable by the agent itself." That maps exactly to your CPU/Memory/Bus breakdown.

The fetch-execute cycle you described is what the hooks enforce:

1. PreToolUse reads task_plan.md (fetch current state)
2. Claude executes tools (compute)
3. PostToolUse reminds to update files (write-back)
4. Stop hook checks completion (halt condition)

Your point about volatile context conflicting with persistent file state is the core problem this solves. The context window forgets, the files don't.

On formalizing the state machine semantics more explicitly, that's an interesting direction. Right now the skill is deliberately simple (3 files, basic hooks) but there's room to make the invariants more explicit. The experimental branch we're testing (isolated planning with UUIDs) is a step toward cleaner state isolation.

If you have ideas on what "more formalized" would look like in practice I'd be interested to hear them. Could be something worth exploring in a future version.

Ahmad