The Claude Code Workflow That Actually Remembers
A practical daily Claude Code workflow: project setup, CLAUDE.md, session hygiene, and the missing piece, persistent memory across sessions and devices with Vilix AI.
The Claude Code Workflow That Actually Remembers
Claude Code is a genuinely great way to build software. The problem is not the tool. The problem is Monday morning.
You had a great session on Friday. The agent understood the codebase, you made real decisions, you left off mid-refactor with a clear plan. Monday you open a fresh session and it is a stranger. You spend twenty minutes re-explaining everything, it makes suggestions that contradict Friday's decisions, and by the time it is up to speed you have lost the thread yourself.
This guide is the workflow that fixes that. Not a better prompt. A better system: project setup, session hygiene, and persistent memory that survives the weekend.
Part 1: Set up the project so the agent starts smart
Every Claude Code workflow starts before the first prompt. Do this once per project:
Write a real CLAUDE.md. Not three lines saying "this is a React app." Document the architecture, the conventions that actually matter (naming, error handling, testing expectations), the things you always have to correct. This file is the cheapest context you will ever give the agent. Update it whenever you find yourself repeating an instruction twice.
Install the skills and MCP servers the project needs. Database access, issue tracker, browser testing, whatever the project touches. An agent that can reach your real tools beats a cleverer agent stuck in the terminal.
Define the working agreement. Tell the agent how you work: plan before editing on anything multi-file, run the tests after changes, stop and ask before destructive commands. Put the durable parts in CLAUDE.md so you never negotiate them again.
This gets you a fast start. It does not get you memory. That comes later.
Part 2: Run sessions with hygiene
Claude Code sessions degrade. The longer one runs, the more stale context accumulates, and performance quietly gets worse. The workflow that avoids this:
One session, one task. Finish the feature, commit, and start fresh for the next thing. Do not carry a three-hour debugging spiral into a new feature.
Use plan mode for anything multi-file. Let the agent research read-only and propose a plan before it touches code. The two-phase approach (explore, then implement) produces dramatically better results than diving straight in.
Clear between unrelated tasks. /clear is not giving up; it is giving the next task a clean context instead of one full of corrections from the last task.
Compact deliberately, not desperately. When the context fills up mid-task, summarize the state yourself before compacting: what is done, what is next, what was decided. A deliberate handoff note beats an automatic summary every time.
Good hygiene slows the decay. It does not stop it, because none of this persists anywhere the next session can reach.
Part 3: The missing piece, persistent memory
Here is the gap in every Claude Code workflow guide: everything above lives and dies inside individual sessions. What you need is a memory layer underneath the sessions, so Friday's context is there on Monday without you re-explaining anything.
That is what Vilix AI does. It is a shared memory and work-state layer that connects to Claude Code (and Codex, Cursor, OpenClaw, Hermes, ChatGPT, any MCP-compatible AI) over MCP, tied to one account.
The workflow with memory looks like this:
Morning, laptop. You open Claude Code and the agent calls get_context. It loads the relevant saved context: the project state, Friday's decisions, your standing rules, exactly where the refactor stopped. No twenty-minute briefing. It just knows.
During the session. As you work, the agent calls save_turn to save the exchange. Full conversation history, not just extracted facts, plus derived memories, tasks, and project rules. Retrieval is semantic, so later it finds what you meant, not just what you typed, and it pulls only what is relevant instead of dumping the archive.
Afternoon, stuck, switch tools. Say you jump into Codex for a quick controlled pass. Codex is connected to the same Vilix AI account, so it sees the same memory. Nothing you taught Claude Code is lost. Correct a decision once and it is corrected everywhere, because both tools read the same store. If two tools ever save conflicting info, the most recent save wins, so the newest version is always what the AI sees.
Evening, phone. You think of something on the couch. The same memory is there on your phone, because it is cloud-hosted and tied to your account, not to any device. One memory, every device, every app.
The honest caveat. The model decides when to call the memory tools, and models can be lazy about it. If the agent ever seems to have forgotten the setup, nudge it: "check Vilix AI for context first." Then it works. That is how MCP works, and it is worth knowing upfront.
Part 4: Make it stick
Memory only compounds if you maintain it, and the maintenance is light:
- Review the rules occasionally. Your
user_rules(up to 20) are the standing instructions every session loads. Prune the ones you outgrow. - Use projects and tasks. Break the work down in the shared task list and every tool sees the same board.
- Delete freely. Remove individual memories or wipe the account instantly whenever you want. Stale memory is worse than no memory.
Why Vilix AI fits this workflow
It is cloud-hosted, so there is zero infrastructure to manage. It stores full conversations, so you can revisit what was actually said, not just a summary. Your data is portable: export everything or delete it anytime, no waiting period. There is a free plan, and the 7-day Pro trial needs no credit card. See the plans here: https://vilix.ai/pricing?utm_source=blog&utm_medium=article&utm_campaign=claude-code-workflow-memory
The best Claude Code workflow is not about better prompts. It is about never starting from zero again. Set up the project once, run clean sessions, and let Vilix AI remember everything in between: https://vilix.ai?utm_source=blog&utm_medium=article&utm_campaign=claude-code-workflow-memory