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| 1 | +# Launch Materials |
| 2 | + |
| 3 | +Repo: https://github.com/sugarpoo/codex-learning-loop |
| 4 | + |
| 5 | +## 1-Sentence Pitch |
| 6 | + |
| 7 | +Codex Learning Loop is a safe local learning loop for Codex on macOS that maintains guidance files future Codex sessions can read. |
| 8 | + |
| 9 | +## 3-Sentence Pitch |
| 10 | + |
| 11 | +Codex Learning Loop gives Codex a file-based memory workflow without pretending to train the model. It captures reusable learning candidates, reviews them on a daily/catch-up schedule, and updates global guidance files under `~/.codex`. It is designed for people who use `AGENTS.md`, automate local workflows, and want a conservative way to reduce repeated mistakes across sessions. |
| 12 | + |
| 13 | +## 1-Paragraph Pitch |
| 14 | + |
| 15 | +Codex Learning Loop is a small macOS project for Codex users who want reusable lessons to survive beyond one session. It writes learning candidates to a local inbox, runs a LaunchAgent-backed maintenance pass with catch-up handling, and promotes clear lessons into files such as `GLOBAL_MEMORY.md`, `ERROR_PATTERNS.md`, and `AGENTS.md`. It does not train or fine-tune Codex, scan the whole computer, or replace human review. It simply maintains local guidance files under `~/.codex` that future Codex sessions can read. |
| 16 | + |
| 17 | +## X/Twitter Post |
| 18 | + |
| 19 | +I made Codex Learning Loop: a local macOS workflow that helps Codex keep reusable lessons across sessions. |
| 20 | + |
| 21 | +It captures learning candidates, runs daily/catch-up maintenance, and updates guidance files like `AGENTS.md`, `GLOBAL_MEMORY.md`, and `ERROR_PATTERNS.md`. |
| 22 | + |
| 23 | +It does not train the model. It keeps local files future Codex sessions can read. |
| 24 | + |
| 25 | +https://github.com/sugarpoo/codex-learning-loop |
| 26 | + |
| 27 | +## LinkedIn Post |
| 28 | + |
| 29 | +I published Codex Learning Loop, a small macOS project for people using Codex in repeated development workflows. |
| 30 | + |
| 31 | +The idea is simple: when Codex or a user notices a reusable lesson, it can be written as a learning candidate under `~/.codex`. A daily LaunchAgent maintenance pass reviews candidates, handles catch-up after missed runs, and updates local guidance files such as `AGENTS.md`, `GLOBAL_MEMORY.md`, and `ERROR_PATTERNS.md`. |
| 32 | + |
| 33 | +This is not model training or fine-tuning. It is a file-based memory workflow that keeps future Codex sessions more consistent while staying scoped to local Codex files. |
| 34 | + |
| 35 | +Repo: https://github.com/sugarpoo/codex-learning-loop |
| 36 | + |
| 37 | +## Reddit Post |
| 38 | + |
| 39 | +Title: I built a local learning loop for Codex on macOS |
| 40 | + |
| 41 | +I use Codex across sessions and wanted a safer way to keep reusable lessons around without pretending the model is self-training. |
| 42 | + |
| 43 | +Codex Learning Loop is a local, file-based workflow under `~/.codex`. It lets you capture learning candidates, then a daily/catch-up LaunchAgent maintenance pass can classify them into guidance files such as `AGENTS.md`, `GLOBAL_MEMORY.md`, and `ERROR_PATTERNS.md`. |
| 44 | + |
| 45 | +It does not read all chats, scan the whole computer, or train the model. It maintains plain-text guidance files that future Codex sessions can read. |
| 46 | + |
| 47 | +Repo: https://github.com/sugarpoo/codex-learning-loop |
| 48 | + |
| 49 | +## Hacker News Show HN Post |
| 50 | + |
| 51 | +Title: Show HN: Codex Learning Loop, a local file-based memory workflow for Codex |
| 52 | + |
| 53 | +I built Codex Learning Loop for macOS users who want Codex to carry reusable lessons across sessions through local guidance files. |
| 54 | + |
| 55 | +The project captures learning candidates into `~/.codex/learning-inbox`, runs a daily LaunchAgent maintenance job with catch-up handling, and updates files such as `GLOBAL_MEMORY.md`, `ERROR_PATTERNS.md`, and `AGENTS.md`. |
| 56 | + |
| 57 | +It does not train or fine-tune the model. It keeps a conservative, local, reviewable file workflow that future Codex sessions can read. |
| 58 | + |
| 59 | +Repo: https://github.com/sugarpoo/codex-learning-loop |
| 60 | + |
| 61 | +## Discord/Slack Short Post |
| 62 | + |
| 63 | +I published Codex Learning Loop: a local macOS workflow that keeps reusable Codex lessons in files like `AGENTS.md`, `GLOBAL_MEMORY.md`, and `ERROR_PATTERNS.md`. It uses a daily/catch-up LaunchAgent and stays scoped to `~/.codex`. It does not train the model. https://github.com/sugarpoo/codex-learning-loop |
| 64 | + |
| 65 | +## Product Hunt Style Tagline |
| 66 | + |
| 67 | +A safe local learning loop for Codex on macOS. |
| 68 | + |
| 69 | +## FAQ |
| 70 | + |
| 71 | +### Does this train Codex? |
| 72 | + |
| 73 | +No. It does not train, fine-tune, or modify the model. It maintains local guidance files future Codex sessions can read. |
| 74 | + |
| 75 | +### Does it read all my chats? |
| 76 | + |
| 77 | +No. The workflow is file-based. It processes learning candidates and Codex-owned guidance files under `~/.codex`. |
| 78 | + |
| 79 | +### Does it scan my whole computer? |
| 80 | + |
| 81 | +No. The maintenance workflow is scoped to `~/.codex` and is designed to avoid unrelated files. |
| 82 | + |
| 83 | +### Why use this instead of manually editing AGENTS.md? |
| 84 | + |
| 85 | +Manual editing works. This project adds a repeatable inbox, classification rubric, reports, archive, and daily/catch-up maintenance so useful lessons are easier to review and keep. |
| 86 | + |
| 87 | +### What should I put in a learning candidate? |
| 88 | + |
| 89 | +Short, factual, reusable lessons. Good candidates describe a repeated mistake, a safer workflow, or a durable preference. Do not include secrets, private logs, personal notes, or sensitive information. |
| 90 | + |
| 91 | +### Is this only for macOS? |
| 92 | + |
| 93 | +The current automation is macOS-focused because it uses LaunchAgents. The file layout and scripts may still be useful as references for other systems. |
| 94 | + |
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