# A3M Router — Master Launch Checklist

**Project:** adaptive-memory-multi-model-router (A3M Router)
**npm:** https://www.npmjs.com/package/adaptive-memory-multi-model-router
**GitHub:** https://github.com/Das-rebel/a3m-router
**Demo:** https://asciinema.org/a/RpqOZM9tFMALYWvs

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## Reddit Posts

- [ ] **r/LocalLLaMA** — https://www.reddit.com/r/LocalLLaMA/submit/
  - Post: [R] I benchmarked 47 LLM providers against 12K+ real queries — the cost/speed/quality matrix
  - File: `articles/REDDIT_SUBMISSION_READY.md`
  - Pre-written comments ready in file
  - Monitor for 2 hours after posting

- [ ] **r/MachineLearning** — https://www.reddit.com/r/MachineLearning/submit/
  - Post: [P] A3M Router achieves 82.5% routing accuracy with keyword matching
  - File: `articles/REDDIT_SUBMISSION_READY.md`
  - Pre-written comments ready in file

- [ ] **r/SideProject** — https://www.reddit.com/r/SideProject/submit/
  - Post: I built an LLM router that beats GPT-5 at 1/213th the cost
  - File: `articles/REDDIT_SUBMISSION_READY.md`
  - Pre-written comments ready in file

- [ ] **r/programming** — (24h after r/LocalLLaMA if engagement is positive)
  - Repurpose r/LocalLLaMA post

---

## Newsletter Emails

- [ ] **Import AI** (jack@sequoiacap.com) — HIGHEST PRIORITY
  - File: `articles/NEWSLETTER_SEND_NOW.md`
  - Subject: A3M Router — #1 LLM routing benchmark, 213x cheaper than GPT-5

- [ ] **The Batch (Anthropic)** (press@anthropic.com)
  - File: `articles/NEWSLETTER_SEND_NOW.md`
  - Subject: [Tool] A3M Router — Open-source LLM routing, #1 on RouterArena

- [ ] **Lil'Log** (lilian@openai.com or Twitter DM @lilianweng)
  - File: `articles/NEWSLETTER_SEND_NOW.md`
  - Also try Twitter DM

- [ ] **DeepLearning.ai Newsletter**
  - File: `articles/NEWSLETTER_SEND_NOW.md`
  - Submit at https://www.deeplearning.ai/newsletter/

- [ ] **The Economist AI**
  - File: `articles/NEWSLETTER_SEND_NOW.md`
  - Submit at https://www.economist.com/newsletters/ai

- [ ] **OpenAI Newsletter**
  - File: `articles/NEWSLETTER_SEND_NOW.md`
  - Submit at https://openai.com/newsletter

---

## Twitter Thread

- [ ] **Tweet 1/10** — Base tweet: 3 LLM infrastructure problems
- [ ] **Tweet 2/10** — Dev quotes on Kimi K2.6 / cost savings
- [ ] **Tweet 3/10** — Every router does sequential fallback (the problem)
- [ ] **Tweet 4/10** — "Negligible overhead" — we published real numbers
- [ ] **Tweet 5/10** — The numbers since launch
- [ ] **Tweet 6/10** — Installation command
- [ ] **Tweet 7/10** — GitHub + benchmarks link
- [ ] **Tweet 8/10** — Routing algorithm in one slide
- [ ] **Tweet 9/10** — Real routing examples
- [ ] **Tweet 10/10** — Demo + final CTA + hashtags
- [ ] Pin thread after posting
- [ ] Engage with quote tweets and replies for 2 hours

**File:** `articles/TWEET_STORM_READY.md`

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## Chinese Directories

Priority order for submission:

- [ ] **掘金AI** (juejin) — https://ai.juejin.cn — Most dev traffic, HIGHEST PRIORITY
- [ ] **CSDN** — https://www.csdn.net — Huge Chinese dev community
- [ ] **OSChina (开源中国)** — https://www.oschina.net — Open-source community
- [ ] **思否AI** — https://segmentfault.com/ai — Developer Q&A
- [ ] **未来百科** — https://nav.6ai.cn — AI directory
- [ ] **AI工具集** — https://www.aigc.cn — AI tools directory
- [ ] **知乎AI** — https://www.zhihu.com/topic/ai — Write article in Chinese
- [ ] **InfoQ中文** — https://www.infoq.cn — Tech media
- [ ] **机器之心** — https://www.jiqizhixin.com — AI media

**File:** `articles/CHINESE_SUBMISSIONS_READY.md`
**Note:** Register accounts first (some require Chinese phone number)

---

## Awesome List PRs / Updates

- [x] **awesome-llm-apps** — Already has A3M Router entry at line 290:
  `* [🎯 A3M Router](advanced_llm_apps/llm_optimization_tools/a3m_router/)`
  No update needed.

- [x] **Awesome-LLMOps** — Already has A3M Router entry at line 219:
  `| [A3M Router](https://github.com/Das-rebel/a3m-router) | #1 on RouterArena (76.43) at $0.047/1K...`
  No update needed.

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## Post-Launch Actions

- [ ] Monitor GitHub stars (current: 8)
- [ ] Monitor npm downloads (current: 15,237)
- [ ] Respond to any GitHub issues
- [ ] Update RouterArena entry with A3M Router details
- [ ] Submit to:
  - [ ] Product Hunt
  - [ ] Hacker News (Show HN)
  - [ ] Lobsters
  - [ ] BetaList

---

## Tracking

| Channel | Status | Date Posted |
|---------|--------|-------------|
| r/LocalLLaMA | [ ] | |
| r/MachineLearning | [ ] | |
| r/SideProject | [ ] | |
| Twitter Thread | [ ] | |
| Import AI | [ ] | |
| The Batch | [ ] | |
| Lil'Log | [ ] | |
| DeepLearning.ai | [ ] | |
| 掘金AI | [ ] | |
| CSDN | [ ] | |
| OSChina | [ ] | |
| GitHub stars | 8 | baseline |
| npm downloads | 15,237 | baseline |
