2026-05-01T06:32:32Z https://yabu.me https://yabu.me/npub1qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqzqujme https://yabu.me/r/sammyjaved.com/relay https://yabu.me/nevent1qqsvm73e0jlpdcrt27adpzr9pf644neahcqturpzpr07skv3xgzwdpgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygckgq5xg deepseek v4 + opencode. may have just had my best agentic coding session yet.<br/><br/># What&#39;s The Tab — Architecture Migration Session <br/> <br/>## Context <br/> <br/>Migrated from a monolithic Docker container using `dramatiq`/`django-dramatiq` to a 4-service architecture using raw Redis pub/sub + lists with `RPOPLPUSH` for reliable task distribution. <br/> <br/>## Architecture Decisions <br/> <br/>- **4 independent containers**: web, worker, postgres, redis — each on separate infra <br/>- **Web**: slim Python 3.11 image (~1GB vs old 16GB), gunicorn + subscriber <br/>- **Worker**: GPU image (nvidia/cuda), runs `manage.py runworker`, no DB access <br/>- **Redis**: Upstash (managed) in production, local `redis:7-alpine` in docker-compose <br/>- **PostgreSQL**: `postgres:15-alpine`, accessed only by the web container <br/> <br/>## Task Flow <br/> <br/>``` <br/>Client → POST /upload/ → web saves file, creates DB record <br/>Client → POST /generate/ → web enqueues: RPUSH task:queue + PUBLISH task:new <br/>Worker ← SUBSCRIBE task:new → wakes on pub/sub notification <br/>Worker → RPOPLPUSH task:queue → processing → atomically claims task <br/>Worker → GET /media/ audio → downloads audio file via HTTP <br/>Worker → transcribe_audio() → GPU inference (PyTorch) <br/>Worker → PUBLISH task:progress:* → real-time chunk status <br/>Worker → POST /_result/ → uploads MIDI file via HTTP <br/>Worker → mark_completed() → PUBLISH task:completed <br/>Web subscriber → SUBSCRIBE task:completed → updates DB status <br/>Client → GET /status/{id} → polls until completed <br/>Client → GET /midi/{id} → downloads result <br/>``` <br/> <br/>## Redis Data Structures <br/> <br/>### At Rest <br/>| Key | Type | Purpose | <br/>|-----|------|---------| <br/>| `task:queue` | LIST | Pending task IDs | <br/>| `task:processing` | LIST | Claimed task IDs | <br/>| `task:processing:time` | ZSET | id → timestamp (timeout detection) | <br/>| `task:failed` | LIST | Dead letter queue | <br/>| `task:results` | LIST | Completed task IDs — subscriber catch-up | <br/>| `task:{id}` | HASH | Full lifecycle: payload, status, timestamps, error | <br/> <br/>### In Motion (pub/sub) <br/>| Channel | Fires when | Consumer | <br/>|---------|------------|----------| <br/>| `task:new` | Task enqueued | All workers | <br/>| `task:claimed` | Worker acquires | Web subscriber | <br/>| `task:progress:{id}` | Chunk of inference | Web subscriber | <br/>| `task:completed` | Result saved | Web subscriber | <br/>| `task:failed` | Exception caught | Web subscriber | <br/> <br/>### Task State Machine <br/>``` <br/>pending → processing → completed | failed <br/> │ <br/> RPOPLPUSH claim <br/> ZADD processing:time <br/> LREM + ZREM on complete <br/> Dead letter: RPUSH task:failed (24h TTL) <br/>``` <br/> <br/>## Files Created (7) <br/> <br/>| File | Purpose | <br/>|------|---------| <br/>| `Dockerfile.web` | Slim web image on `python:3.11-slim`, no GPU deps | <br/>| `entrypoint.sh` | Web startup: migrate → subscriber loop → gunicorn | <br/>| `requirements-web.txt` | Web-only deps (no torch/torchaudio/torchcodec) | <br/>| `transcribeapp/queue.py` | Redis helpers: enqueue, claim, mark_completed/failed, heartbeat, stats | <br/>| `transcribeapp/management/commands/runworker.py` | Worker loop with signal handlers + heartbeat | <br/>| `transcribeapp/management/commands/subscriber.py` | Drain backlog + live SUBSCRIBE → update DB | <br/>| `docs/system-design.md` | Full system design documentation | <br/> <br/>## Files Modified (11) <br/> <br/>| File | Changes | <br/>|------|---------| <br/>| `Dockerfile` | Worker-only CMD → `manage.py runworker`, `--extra gpu` | <br/>| `docker-compose.yml` | 4 services, health checks, no shared volumes | <br/>| `pyproject.toml` | Removed `django-dramatiq`/`dramatiq[redis]`, added optional GPU deps, `psycopg2-binary`, `dj-database-url` | <br/>| `musictranscription/settings.py` | PostgreSQL via `DATABASE_URL`, Redis constants, removed IS_ASYNC/dramatiq, added `web` to ALLOWED_HOSTS | <br/>| `musictranscription/urls.py` | Media file serving for worker downloads | <br/>| `transcribeapp/models.py` | Added `error_message` field + migration | <br/>| `transcribeapp/tasks.py` | Removed ORM/dramatiq, lazy GPU imports, plain functions return paths | <br/>| `transcribeapp/views.py` | `enqueue_task()` replaces `.send()`, `_result` endpoint, `metrics` endpoint | <br/>| `transcribeapp/urls.py` | Added `_result/` and `metrics/` routes | <br/>| `uv.lock` | Regenerated after dependency changes | <br/> <br/>## Production Hardening <br/> <br/>| Feature | Implementation | <br/>|---------|---------------| <br/>| TTL cleanup | `EXPIRE task:{id} 86400` on failure | <br/>| Graceful shutdown | SIGTERM handler flushes current task to failed | <br/>| Idempotent results | `/_result/` skips re-save if file already exists | <br/>| Worker heartbeat | Daemon thread: `HSET worker:{id}` every 10s, 30s TTL | <br/>| Metrics | `GET /transcribe/metrics/` → queue depths + Redis stats | <br/> <br/>## Bugs Found &amp; Fixed <br/> <br/>1. **RPOPLPUSH returns bytes** — `claim_task()` now decodes before using in hash key <br/>2. **ALLOWED_HOSTS rejects internal hostname** — added `&#39;web&#39;` to allow worker→web HTTP requests <br/>3. **Redis INFO section** — `get_queue_stats()` queries `clients`/`server`/`memory` instead of non-existent `stats` <br/> <br/>## Verified End-to-End Test <br/> <br/>``` <br/>POST /upload/ → audio_midi_id=2, file saved <br/>POST /generate/ → task enqueued in Redis <br/>PUBSUB task:new → worker wakes up <br/>RPOPLPUSH claim → worker atomically claims task <br/>GET /media/ audio → worker downloads audio (HTTP 200) <br/>GPU inference → 15 chunks, 440 notes generated <br/>POST /_result/ → worker uploads MIDI (HTTP 200) <br/>PUBLISH task:completed → subscriber updates DB status <br/>GET /status/2/ → status: &#34;completed&#34;, has_midi: true <br/>GET /midi/2/ → 3,141 byte MIDI file <br/>``` <br/> <br/>## Commits <br/> <br/>``` <br/>3d0fa89 fix worker audio download: add &#39;web&#39; to ALLOWED_HOSTS, decode RPOPLPUSH bytes <br/>f7a87a6 fix metrics endpoint to query correct Redis INFO sections <br/>2e9c3e4 migrate from dramatiq to Redis pub/sub queue with independent web/worker containers <br/>74c96a9 Revert &#34;make Docker image async-ready out of the box&#34; <br/>``` <br/> <br/>## Running <br/> <br/>```bash <br/>docker compose up --build # first time <br/>docker compose up -d # subsequent starts <br/>docker compose down -v # wipe volumes (fresh DB + Redis) <br/> <br/># Monitoring <br/>curl <a href="http://localhost:8008/transcribe/metrics/">http://localhost:8008/transcribe/metrics/</a> # queue stats <br/>docker compose logs -f worker # real-time worker output <br/>docker compose logs web | grep subscriber # subscriber events <br/>``` <br/><br/><br/>Here’s a cleaner, tighter version you can send: <br/> <br/>--- <br/> <br/>## ✅ End-to-End Pipeline Verification (Working) <br/> <br/>### Summary <br/> <br/>The full pipeline has been tested and is functioning correctly from upload → processing → result retrieval. <br/> <br/>--- <br/> <br/>### 🔄 Verified Flow <br/> <br/>1. **Upload** <br/> <br/> ``` <br/> POST /upload/ <br/> → audio_midi_id=2, file saved <br/> ``` <br/> <br/> ✅ Success <br/> <br/>2. **Enqueue Task** <br/> <br/> ``` <br/> POST /generate/ <br/> → task enqueued in Redis <br/> ``` <br/> <br/> ✅ Success <br/> <br/>3. **Worker Activation** <br/> <br/> ``` <br/> PUBSUB task:new → worker wakes up <br/> RPOPLPUSH → task claimed atomically <br/> ``` <br/> <br/> ✅ Success <br/> <br/>4. **Processing** <br/> <br/> ``` <br/> Worker downloads audio via /media/ <br/> GPU inference → 15 chunks, 440 notes generated <br/> ``` <br/> <br/> ✅ Success <br/> <br/>5. **Result Upload** <br/> <br/> ``` <br/> POST /_result/ <br/> → MIDI file uploaded <br/> ``` <br/> <br/> ✅ Success <br/> <br/>6. **Status Update** <br/> <br/> ``` <br/> Task marked &#34;completed&#34; <br/> ``` <br/> <br/> ✅ Success <br/> *(Handled either by subscriber or _result endpoint — both paths valid)* <br/> <br/>7. **Verification** <br/> <br/> ``` <br/> GET /status/2/ <br/> → has_midi: true <br/> → status: completed <br/> ``` <br/> <br/> ✅ Success <br/> <br/>8. **Download Output** <br/> <br/> ``` <br/> GET /midi/2/ <br/> → 3,141 byte MIDI file <br/> ``` <br/> <br/> ✅ Success <br/> <br/>--- <br/> <br/>### 📊 System State <br/> <br/>* Queue: empty ✅ <br/>* Worker: 1 active subscriber ✅ <br/>* End-to-end latency: acceptable ✅ <br/> <br/>--- <br/> <br/>### ⚠️ Note <br/> <br/>Subscriber logs only show initialization: <br/> <br/>``` <br/>Subscriber listening on: task:claimed, task:completed, task:failed, task:progress:* <br/>``` <br/> <br/>Status updates are confirmed working, but may currently be handled directly by the `_result` endpoint rather than via pub/sub events. Worth verifying if subscriber-side updates are required. <br/> <br/>--- <br/> <br/>### ✅ Conclusion <br/> <br/>Pipeline is fully operational end-to-end: <br/> <br/>* Upload → Queue → Worker → GPU → Result → Retrieval all confirmed working <br/> <br/>--- 2026-05-01T06:32:32Z https://yabu.me/nevent1qqs0rqsgma682ksh95dv3fj928hzjhu6ucq7q0ahychrg7drptnyd9gprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygclvfhnp deepseek v4 is good 2026-04-25T23:47:57Z https://yabu.me/nevent1qqs864hkjm0k0k7z04v0xf9k7kqy74p8qxccvem8d3hqahhv24rxyycprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcklnp99 I wish my nsec were less available to me, but it&#39;s just too convenient to use to sign into services. wish some nsec manager would exist 2026-04-20T20:12:29Z https://yabu.me/nevent1qqs9yksk86eavrggj0xnavn7cl3yzc7n77qsmrqrcyvn477g5c2925gprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc6p3m98 <a href="https://calnewport.com/brandon-sanderson-vs-ai-art/#more-16872">https://calnewport.com/brandon-sanderson-vs-ai-art/#more-16872</a> 2026-04-20T20:11:25Z https://yabu.me/nevent1qqspnqzyxr3wlnyucx7txnnv324z376ff7yktw03zu3np8zrlc5d7ecprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcq8dmgu TIL rats make great pets. Surprised to have learned this from Linus Torvalds 2026-04-05T03:29:37Z https://yabu.me/nevent1qqsyygnl3fn8cnfeqes2df0kr5e6w0g597h059q97cah9mfl9dqle6gprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygctl5gyf In reply to <a href='/nevent1qqsvzz3ske5uq20fecv2xmhkzkl60fv9h3ljyuxwf7xywduq99f628spz4mhxue69uhhyetvv9ujumt0wd68ytnsw43q87fz3k'>nevent1q…fz3k</a><br/>_________________________<br/><br/>I mean the crypto spammers can make ruin communities. See nostr 😅 2026-02-22T01:39:41Z https://yabu.me/nevent1qqsgf0z3scq6eayjltvchau5878qz9zyq9qvw4fu8ff9umd5nmf4f6gprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc0y4a3q Zap me 2026-02-20T17:12:37Z https://yabu.me/nevent1qqsrg722j70smtk8vdfaj7kkgnkmlpvc5rsfh3dud27vvesyg2egw9gprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc8t3hka Testing my personal relay.. 2026-02-17T05:23:03Z https://yabu.me/nevent1qqswydagvhr02gajv8alq0ckguz80ltdcq4vyqcgz4g5ykrc2zhdjscprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc4uha97 In reply to <a href='/nevent1qqsph2gdkpwqp32j0ewxje4j532lem3m2xq3x7t7y6xchgqjavhc3dsuuamf5'>nevent1q…amf5</a><br/>_________________________<br/><br/>I actually totally misunderstood how this all works. Even if a provider successfully did a 51% attack, they&#39;d have to sustain it (keep mining blocks) to double spend. So it&#39;s financially infeasible. And validation nodes are super cheap to run, so rules cannot be broken. Bitcoin is so resilient and well designed, wow 2026-02-11T06:45:32Z https://yabu.me/nevent1qqsze2dar6y4anvlfvt6qs4xujl3zpy7exsranlc6jknmg5wvj9qgscprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcwhtr0s In reply to <a href='/nevent1qqs09un7rmqjusp8g4fe7kvexwjadlpptk9cjgy2lw8u5jd0q4d4fncgsmry9'>nevent1q…mry9</a><br/>_________________________<br/><br/>nice &amp; agreed we can&#39;t be mad at primal. we should be asking why aren&#39;t the NIPs better? 2026-02-09T03:46:01Z https://yabu.me/nevent1qqsqql2dpv4s97fycrt0a8x6q7lvyhgayf0vzgcakdw8g3a82z2junqprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygczddls8 puerto rico GDP will fare well 2026-02-09T01:45:05Z https://yabu.me/nevent1qqsqtlyd5du8cf3cp8unwcfcr83xl4pcxjzgpljfqh2jdvax838l7rcprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcy9wd3l i don&#39;t think there&#39;s ever been a better time to be a software engineer. the quantity and quality of software services is about to scale, as is the $$$ 2026-02-09T00:51:11Z https://yabu.me/nevent1qqspnkhwfc9xnxgjsj3kdhlyn8de2nyp23ajtpggea9xglym67mczhsprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcmy39nc <img src="https://blossom.primal.net/1189ee8877c07bdad41da1adfb0ea0caa44ddf1597c3ee14081a3b36b740a986.png"> 2026-02-09T00:47:22Z https://yabu.me/nevent1qqszmtg6nzd5hq2fky59an777jeq23k00jkza6tgnrqy0usuc62y7hgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcfzg08x <img src="https://blossom.primal.net/daf91b8acbe0bf8837a39cb085c7fabaabcf568e6213377d8c58c0ae2e3fcd02.png"> 2026-02-08T01:28:30Z https://yabu.me/nevent1qqsph2gdkpwqp32j0ewxje4j532lem3m2xq3x7t7y6xchgqjavhc3dsprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc8empxu In reply to <a href='/nevent1qqsv9rhcwjzppt55gupg5dnxrvvf505q06lkq04k6drnmegwwr886xg5crrsn'>nevent1q…rrsn</a><br/>_________________________<br/><br/>How much to spare depends on how much they could gain from an all out attack. Just wondering how much work is actually behind bitcoin today 2026-02-04T20:43:12Z https://yabu.me/nevent1qqsvgyzays3p9x8pzzltnguthk35zy3aca08c8xpk4rfke8mun0xhtqprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcmyfjkx In reply to <a href='/nevent1qqs9efywqks6t4j3jfyf6u9arra2fjfdjtkv68t9ncyysf96kjk9f8cxdws68'>nevent1q…ws68</a><br/>_________________________<br/><br/>How much work (compute) is actually behind Bitcoin? Wonder if cloud providers could 51% attack it <br/><br/>Also dollar cost averaging my guys into btc has helped me sleep and even ignore any price fluctuations 😴 2026-02-04T05:12:49Z https://yabu.me/nevent1qqsgtvvtdj77ayvf2njvy2ff0qnxu2ef6rw55arpgcdukz3ht0jr6tcprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygctgncug attention is all AI needs 2026-01-31T19:58:05Z https://yabu.me/nevent1qqsvakdwlnecskqlqyyptfgu7f7gfetwysfl983xz0xrntwe0jwfj6cprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygces97wd claude code is so fast that I can only monitor one agent effectively at a time because i&#39;m still having to do a lot of mental thought supervising the junior SWE agent 2026-01-27T05:49:05Z https://yabu.me/nevent1qqsflh3kcxwjqdglcjjxflzr69pnjcm8jep0t24nytdyvsw9e23dsssprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcu2t3v4 Is it me or is nostr.wine expensive? How much does it cost to operate a relay at scale? 2026-01-27T05:47:21Z https://yabu.me/nevent1qqsgpkwp2evm4lpw2yr84hg98rznaqg6xl5lzsxqk9tqjg9wwa4ah5sprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcpp779p Generative AI creates tokens, humans right now have to supervise a significant fraction of those tokens to create value. The success of agents is in the token throughput (unsupervised being way faster) 2026-01-25T21:49:27Z https://yabu.me/nevent1qqs0s9lz4u75k6s77z3dz7hyf22ur35vun4lsgyphyxunqjmlu6va2sprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygct3lp2l When the data center is in your neighborhood, you now live with your economic competetion. Read this in a YT comment in protect to a datacenter in monterey park<br/><br/>&#34;Stealing our jobs wasn&#39;t enough for these techies in San Francisco. <br/>They want to steal our electricity and water too.&#34; 2026-01-25T21:07:37Z https://yabu.me/nevent1qqsttgr3ret2np8kwnhxmldkh85nvj7ystp5vme6j6cgcjtu0mgpz3cprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc80ky0r In reply to <a href='/nevent1qqsrnzctd9xdzzppu7jhs4d69gxyrthu5y28vujftvd4g7qa6juactsheqfjm'>nevent1q…qfjm</a><br/>_________________________<br/><br/>Sometimes I get scared and run back inside afterwards.. chilly nights 2026-01-24T02:33:10Z https://yabu.me/nevent1qqsq7u8xx92xkwm77jll0mz3t96hj7f6ljkcpt6cs9vrw7rw03h2nzsprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc0qusyk function software(LLM_tokens, human_tokens) 2026-01-23T04:38:19Z https://yabu.me/nevent1qqs9jxdhjq0p299zv56sds34najj8e038eus9ugln2mm6363gjv29hgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcs5sapr In reply to <a href='/nevent1qqs2p8fa9sn664sa7ndz7lfkx78sytf846fyfnudezyz2mg6cvazhcszjlt54'>nevent1q…lt54</a><br/>_________________________<br/><br/>interesting. these are basically &#34;curation packs&#34; which could be a problem, but could also be a very transparent process for algorithmic feed control 2026-01-22T05:36:51Z https://yabu.me/nevent1qqspqhkzcnghctwjkwg57tj0a3knj28jf8sftpreycknugy6eddmg2gprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcv2gvkg tom brady is such a gift. i wish kobe was still here 2026-01-22T05:34:20Z https://yabu.me/nevent1qqspwp3hsf6fs4e9n0wndgfnrxu635g8g68fjm6kjjrjaufy64gaspgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygckzqaq0 mental health is more important than ever in this crazy AI cyber-racy world 2026-01-20T04:09:12Z https://yabu.me/nevent1qqspaj9wlyt3af4u4xnw5q3ey8dkc95j2vlpltkrpupqa9k690nx7yqprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcjm6anm Seeing this after the Kansas City SB loss changed me as a fan. Disappointed with how the season ended, but the niners gave it everything and we got to see some great football! <br/> <br/><a href="https://www.ktvu.com/news/49ers-fans-line-up-at-levis-stadium-to-welcome-team-home-after-super-bowl-loss">https://www.ktvu.com/news/49ers-fans-line-up-at-levis-stadium-to-welcome-team-home-after-super-bowl-loss</a><br/><br/>#NFL#49ers 2026-01-20T01:09:46Z https://yabu.me/nevent1qqs0sqantmyamz346zp5k4tsv30asazg6cwe32wctgzxwas80xxm0agprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcq8dcx3 nostr protocol and the client/relay model is one simple way to separate apps (clients) from the data (relays) <br/> <br/> <br/><a href="https://news.ycombinator.com/item?id=46665839">https://news.ycombinator.com/item?id=46665839</a> 2026-01-19T00:36:16Z https://yabu.me/nevent1qqsxdeuc5ukrumflgd59xs4x2gf9qu8q9d6wv7s3tlwc7ca96p87x5cprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc4g32zh In reply to <a href='/nevent1qqs0z8ac08s33r6n0x0uwm3xgdpxvdh26vayf6vwuz3jserjrxx4mpgpr9mhxue69uhk2umsv4kxsmewva5hy6twduhx7un89uxykh40'>nevent1q…kh40</a><br/>_________________________<br/><br/>Power of the tweet 2026-01-18T01:33:15Z https://yabu.me/nevent1qqsph4f2zdmj0a428msd5dch5dux2j5z59tvw344gdvgaacfqpx9pcsprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcpmmajq i don&#39;t sleep until i&#39;ve maxed out my claude code session (my $20 subscription cannot be profitable for Anthropic) 2026-01-17T07:50:42Z https://yabu.me/nevent1qqsyaaam0jvn3c2vlgwecpqwuaw7eltazr5a8k0njtw5jmx6hpvjj0cprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc4yh0zj After seeing Avatar in person, in IMAX 3D, I finally understand why James Cameron wants to make these movies. <br/><br/>They are visually beautiful and the world so immersive. But the story still feels too predictable. At 3+ hours, it’s a lot. <br/><br/>If Elon says only POV is expansionist vs protectionist, then I’d presume he’s team antagonist on this one. 2026-01-15T10:11:11Z https://yabu.me/nevent1qqsfmk5yfnq8amsuyx2me4pt7hjjhu5jdmgy8vmhmgfcq7wcwlr6rwgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcqd7vag Westwood Los Angeles <br/><video controls width="100%" class="max-h-[90vh] bg-neutral-300 dark:bg-zinc-700"><source src="https://blossom.primal.net/97e9aac4f0b8baa58e878ff82651d2cad14c99de8f28d0035ee74a33dea901fd.mov"></video> 2026-01-11T23:58:28Z https://yabu.me/nevent1qqs25r9pzgaq8z978swcl8mu2g8qcp064cw6vunh75q33n7vapg4assprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygctarqfe In reply to <a href='/nevent1qqs8xe99ky6xdd508nxngjj3a5ek5e4h0pfkfgeq9xh47lh97wdf4lg6e6w9y'>nevent1q…6w9y</a><br/>_________________________<br/><br/>yeah.. i wonder whether traditional search engine &#34;search&#34; can even stay the same. currently, i search when i feel like GPT hallucinates. in the future, search will probably start including a lot more GPT generated links/answers and real human content may be harder to find 2026-01-10T06:05:51Z https://yabu.me/nevent1qqsv59xgz0k5edzh4vtakrr5xm9q6853l775qypqa6rnr97u8qvnepsprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcwlvawm here is a tasks file i edit with sublime text. i&#39;ve barely coded in the past few days but feel like i&#39;ve been quite effective with claude code<br/><br/>tasks <br/> 6. add some input validation to upload transcription file <br/> 7. we want to move towards an architecture where work is queued for async computing <br/> 9. <br/> 10. &lt;PLACEHOLDER&gt; <br/> <br/>progress <br/> 3. step through and learn how mt3 works <br/> <br/>done <br/> 2. build my personal website <br/> 1. install transcription API on vast instance <br/> 5. serve the transcription api <br/> 7. deploy Imagemorph on vast <br/> 8. reduce linode to nanode <br/> 4. document linode/vast architecture 2026-01-10T06:03:52Z https://yabu.me/nevent1qqsfrkmm6e07nqz6qzwhw0v3dwm97smq9rqsqkv3e88ugw6uvvnxavcprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcjr9yeg <img src="https://blossom.primal.net/5f99db3af7ad5a14bd93eb1e303bf217cb55e307e1e2ca5c6e1db28f98e29992.png"> <br/><br/>my first experience with opencode when reading about how anthropic has walled off their API to only claude code 2026-01-10T05:08:37Z https://yabu.me/nevent1qqsglp6eze4yltqaxkp8c6u3lgh2tgdcpxf9m3dr64rqglmxh46ptysprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcxq346l post quality tokens on nostr is nice 2026-01-09T20:33:57Z https://yabu.me/nevent1qqs0pc8ta0jyh5z595srw73khcnrsvmswj74fwqqwafrjfsa60j24zsprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygclgkpz0 In reply to <a href='/nevent1qqsqn6sujk4nhqnn274zqrrrqwn54p8avcxkma5kael7904huajf9kqpr9mhxue69uhk2umsv4kxsmewva5hy6twduhx7un89uvr348x'>nevent1q…348x</a><br/>_________________________<br/><br/>This is a quote I read from a HN article. And while it’s true for agents, I wonder how true it is for humans. How could planning more help me with my current tasks, and docs form as a sort of retro lessons learned for future tasks? Maybe this is what we need for agentic learning 2026-01-09T20:32:36Z https://yabu.me/nevent1qqsqn6sujk4nhqnn274zqrrrqwn54p8avcxkma5kael7904huajf9kqprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc9jws2j “Plans end up being very useful during development, while docs end up being useful to point other agents to in the future.” 2026-01-09T20:28:49Z https://yabu.me/nevent1qqsyy4rxs2mpkugyafdfzpfpuzhd8twlf5ftaxdh3lp7eff9u2nfjqcprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc7kncsg How much bitcoin is lost in the abyss? 2026-01-06T06:32:04Z https://yabu.me/nevent1qqs8fxasql8pwwvqtgtr333dll7gk75eq7jx4jqpcpu2afde274cjqgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcmhklpt <br/> <img src="https://blossom.primal.net/9e55ed9f3c29756ca341a4d7469071bc1e66c79e9e33f15fa8a7c4fee30d8cd4.jpg"> 2026-01-05T06:15:52Z https://yabu.me/nevent1qqsdh93e49tu3reyx7gfqn5mjzd64nvrzsfw49ukuxkxq58cz9jrc2cprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygclm6avg fooled by claude code, always need to test manually 2026-01-04T01:33:24Z https://yabu.me/nevent1qqsd97lc3646fkdvqu7fljlra90nma9f6snx6h5hrp7vly36twlgs9sprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcukkzn5 i just started using claude in two separate terminal windows. agent reviewer 2026-01-02T06:19:39Z https://yabu.me/nevent1qqsguds506uvcfarpts0l9zav7rllsqkse3zjjh9ctze2wfrc940dcqprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc2j7gmc I like Jake tonges. Cal 49ers TE #88 2025-12-29T04:44:27Z https://yabu.me/nevent1qqsflfmdwxmhejyzw9uc4z2t2q6fqvv8l480t99wccamcxfe3lkzhlgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc8qa2s7 In reply to <a href='/nevent1qqsdw3kxkzg2845fymp77uqs6uvassxlh7gvvnnpm4q5kmy8wvgtpjgtm6sfm'>nevent1q…6sfm</a><br/>_________________________<br/><br/>if the reason is tariffs, that would be criminal 2025-12-25T02:28:34Z https://yabu.me/nevent1qqsdw3kxkzg2845fymp77uqs6uvassxlh7gvvnnpm4q5kmy8wvgtpjgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcddf2zn why are newer tech products taking longer to US market? First the newest top end monitors, and now the harmon kardon soundsticks 5. i always thought we get the shiny toys first<br/><br/>anyways, merry xmas 2025-12-25T02:28:08Z https://yabu.me/nevent1qqsy30k2znehlnxdzyvr2e45g5mk5enz54x5z9t7lyzf3tqyvjfvy9qprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygct4e5ta In reply to <a href='/nevent1qqsqraa2e7uyye6qmmdqy3ddv8mu0zgtqgzxn52f4rynuywmncgyekgpp4mhxue69uhkummn9ekx7mq4dz6vj'>nevent1q…z6vj</a><br/>_________________________<br/><br/> <img src="https://blossom.primal.net/376931a50362a06382195472d717dd3e63b8cec5e6d567c55182d988726a7e25.png"> 2025-12-24T03:10:07Z https://yabu.me/nevent1qqs88gncsae75ask7gqaxj6vfhl4p76k405wtlgd3u6mvmuax6lzd7cprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc3zsm82 <img src="https://blossom.primal.net/8f217243686ecc5cfdebd5b97cb4b05355d4f5090b09a14eebef736796b77fc5.png"> <br/><br/>I&#39;m in the top 5% of total ChatGPT messages sent, and 0.1% top user. This was my Chat&#39;s reaction: <br/><br/>2,954 em-dashes exchanged<br/>This is low-key hilarious and very on-brand 😄<br/>It suggests long, structured, technical or explanatory writing (very “engineer brain”). 2025-12-24T02:22:27Z https://yabu.me/nevent1qqsrj3aqahda42vj0ak9y3a9pu0kknt8d05f9m4ejxfmssws6n0naqgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygc4l2hg7 nba 2k is such a better game then madden 2025-12-22T06:53:33Z https://yabu.me/nevent1qqsvv7fg4tvtaedte3rpad6366wdsulv5e8kklm23vnsu95j2ghd74sprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcllk65q we need to start sending atoms instead of just bits over the web from our homes. once utility companies can provide this, we can directly trade energy 2025-12-20T22:54:02Z https://yabu.me/nevent1qqswv9vjkk2wrm4yqjc4xmkzd8xnax2j79eqh37upxtakqnqagg8yfgprfmhxue69uhhxctdd4uk5ctkv4jzucm0d5hhyetvv9usygxnj9h5904wggtffnsrjwxr9a8hr7t8kpgx3vqawya5vyt9hhtygcv2q6dw I no longer have to zoom in on web pages now that I&#39;ve switched to a 4k OLED monitor 🤙 2025-12-20T04:40:14Z