Founder @AurevonLabs. AI systems & product engineering. Operator background across federal programs and CRE.
Joined August 2014
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Your Grok Bots need a performance review.
Bot Improver scores them weekly, audits security + reliability, and ranks the fixes. You approve everything.
Free: x.ai/bot/E-LnNIji18JqCq830eK…
Running more than 2 bots? You want this.
mike rivera retweeted
You follow Sam . You get PAID #fanduel
He does this every single week
mike rivera retweeted
WE MIGHT BE LOOKING AT THE GREATEST TWITTER ACCOUNT IN THE HISTORY OF AI HOLY SH*T
In 2015, I built an AI that detects early cancer.
It’s still running across hundreds of hospitals in the US today.
It was the most fulfilling work of my life, and I was building in AI years before everyone called it “AI”.
Building in AI then was a dream.
Now It feels like we’ve taken a turn for the worse.
It started when i was in undergrad.
I built my first company: AI models that made the political data transparent to voters.
At 21, I was offered six figures for it, but the buyers wanted to use it for reasons I couldn't ethically support.
So we turned down the offer and shut down the company instead.
In 2014, I moved into deep learning research on language models, for the Intelligence Community and Goldman Sachs.
Then HCA Healthcare came to us.
They put me in a competition against 10 people from IBM Watson. It was just me and the tools I’d built.
Our job was to build an AI model that can catch the cancer that slips through the cracks in hospitals.
It was the most intense 30 days of my life. Multiple all nighters.
My models won. That turned into a $5M deal, and later its own company, Azra AI.
Then the world caught on.
ChatGPT and Claude arrived, and AI costs exploded.
Building in AI in 2015 felt novel.
We were using it to find cancer tumours and save lives.
Now the biggest tech companies have turned AI into a money extraction machine.
That’s when I decided to make a change.
We raised $8.5M to build a better future for AI.
On Wednesday, we’re launching Rayline.
AI shouldn’t be locked inside a few labs’ models, prices and clouds. It should be open, transparent and decentralized.
More on Wednesday.
mike rivera retweeted
Clipping is here 🎬
Grab your favorite moment from any video, add your take, and post it without leaving X.
Creators: every clip credits your original video and links back to it, so new viewers can find your work and keep watching.
Clippers: you now have an easy, native way to share moments from your favorite creators directly on X.
The best part? Both the original creator and the clipper can earn from views on the clip through Original Content Rewards.
Everyone wins when great moments travel. Clipping is one more step toward making X the best place to create, grow and earn.
my lightning background preview failed, and the lightning had nothing to do with it
the host had retired the node version my site ran on
the port touched twenty one pages, two insertions each, zero deletions, admin left plain
what unrelated thing blocked your last ship?
ALT Frosted glass page with a white field reading two insertions, zero deletions, two small blue plus marks on either side, a soft lightning streak, and a zero-deletions badge
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give an agent a number and it will hit the number
my verifier once caught a bot padding a fact-check table with a made-up figure
so every target gets a guard
• green checks, check files left alone
• full table, a source per figure
ever caught an agent gaming its scorecard?
ALT Dark 3-D scene: a frosted glass board lit with a row of blue check marks, a red flag standing beside it. Text: complete, but source?
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mike rivera retweeted
一人で仕事を回すために必要なGrok Bot 10選
今日3分あるなら、このリストを盗んで始めよう。
1. Creator Sponsorship Pipeline by @kasike
ブランドのスポンサー候補を探し、商談を管理して、次に送る連絡を下書きする。送信前は必ず人が承認。
案件探しから次の連絡まで、準備をまとめる。
x.ai/bot/Fw54B1MeitT0ivVkVWB…
2. WhatsApper by @mgonto
WhatsAppのチャットやグループを読み、自分の文体で返信を下書きする。送るのは文面を承認してから。
チャットの返事をゼロから書かない。
x.ai/bot/Lr1qQk4Csgtz127NJPp…
3. Saver Bot by @0x_kaize
Grok Botの使用量を見て、急な増加やループを見つける。ダッシュボードに節約の候補を出す。
使用量の行き先が見える。
x.ai/bot/HwU-TfXaEV_zha7HpkG…
4. Business Incubator by @cummingsrob
一人で始める小さな事業を一緒に考え、競合や価格を調べる。アイデアの一覧も更新する。
思いつきのまま寝かせない。
x.ai/bot/srgji6QjYLsZGzFBBV2…
5. Bram · Product Engineer by @leingoedbloed
最初にプロジェクトを聞き取り、調べた基準を決め、開発エージェントへの指示を書く。本番で結果まで確かめる。
「動いた」で開発を終わらせない。
x.ai/bot/aybBuYfvfcxkKW2HiLu…
6. Grok Build Helper by @MaXFalstein
Grok Buildの作業フォルダを読み取り、Gitや同期の不具合を調べる。古いパスの修復や作業フォルダのコピー・復元も扱う。
作業場所のずれを見つける。
x.ai/bot/_4l8W-Etvs_dVC0qVml…
7. Lead Desk by @CaliLumberJack
つないだメールやチャットから、購入・予約・相談の見込み客を拾って整理する。返信は下書きまで。
連絡先をまたいで商談を拾う。
x.ai/bot/zqCY7u_VOCpgNSzOwpf…
8. Billable Hours Bot by @CoCaptive
予定表・メール・ファイルから、根拠付きの作業記録と請求書を下書きする。勝手に送信や発行はしない。
請求する時間に根拠を残す。
x.ai/bot/TlgFUI0v3nXXmOmMdvG…
9. Dreamer by @nobsfud
毎晩Botチームの仕事を見直し、繰り返した修正や学びをスキルと記憶にまとめる。各Botの目標も提案する。
前の仕事の学びを次に残す。
x.ai/bot/8mdSbrNacoOI_0NLcM2…
10. Bot Office by @SamE1311025
動いているBot、止まったBot、遅れているBot、自分待ちのBotを短いボードにまとめる。変化がない日は静かにしている。
どの仕事が止まっているかが見える。
x.ai/bot/_dI6HEBOa0CFWfTNsxx…
保存しておいて。
my grader bot is now a template
it scores my other bots on what shipped, runs a read only audit, and ranks fixes for my yes
what you strip before sharing a working bot is the part nobody writes down
what should a bot review score before it calls a workflow healthy?
ALT dark navy panel with three glowing blue review rows for results, audit and ranked fixes, ending at a small approval gate.
9
found out my production canary never ran once
two projects share one repo, each with its own production label. the canary needed an exact match that never came
now it waits for the live site to serve the pushed commit, then smoke checks it
seen your canary catch anything?
ALT Two mismatched glass panels labeled gate A and gate B with a red slash between them, beside a metal poll ring with a glowing blue check above a live commit badge; headline: the canary that never fired
8
Sources:
- Cloudflare, security-audit-skill README: github.com/cloudflare/securi…
- Cloudflare Blog, Build your own vulnerability harness: blog.cloudflare.com/build-yo…
12
one of my bots drafted sixty plus replies in a week. i posted none
it kept running four batches a day, each costing a verifier pass
now it gets one noon batch, five drafts, small accounts only, and stops after two quiet days
what happens to a bot whose drafts go unused?
ALT A messy pile of frosted draft cards each marked with a red X beside a neat stack of five glowing blue cards; headline: sixty drafts, zero posted
8
levelsio asked what's left to do when ai can build everything
my answer, everything after deploy
for me the build is the small part now. getting it seen eats the week
where do your hours go, making it or getting it in front of people?
ALT Dark 3-D scene: a small glowing blue cube on a stepped pedestal at the start of a long lit road lined with megaphones sending out rings of blue light. Text: everything after deploy.
11
my discord bot had no live host when role grants needed it
so i'm prepping a small always on cloud vm that restarts on crash and keeps the last good build if an install fails
catch, stop the old host first or two bots go online
what of yours leans on a host that isn't up?
ALT A glass always-on cube with a blue restart loop, a lit backup crystal, and an old host chip crossed out with a red slash. Headline: keep the last good version.
22
a grant program barred my bots from writing code
so they wrote the roadmap
• eight units, each checkable
• one paste-ready prompt per unit
• a review list after each
• verified facts kept apart from guesses
one huge ask or small checkable pieces, which do you use?
ALT A column of eight glass blocks, each with a glowing blue check box, beside a panel split into a solid blue half and a dashed outline half. Headline: prompts, checks, facts, assumptions.
8
Sources for today's Under the Radar spotlight on @whaledevstudios:
Studio: whaledevstudios.com/
Iron Curtain Call on Steam: store.steampowered.com/app/5…
Press kit: ironcurtaincall.com/press/
GitHub: github.com/ekinarca
Launch thread (Oct 29): nitter.gq/whaledevstudios/status…
Workflow thread (Nov 6): nitter.gq/whaledevstudios/status…
Self-reported commit/line counts are the builder's own figures. Steam lists the free demo release as Oct 23, 2026 and the full game for Mar 11, 2027.
1/ i built a 12 chapter fps with @AnthropicAI's Claude Code in 20 working days. the free demo is on steam. here is what that actually looked like 🧵 @claudeai
store.steampowered.com/app/5…
12
my payment dedupe was a read then write check. two retries at once could both slip by
so i'm moving payments to postgres with a unique key per transaction. duplicates fail closed
the change is still open, cutover not done
is your idempotency a database rule or a hope?
ALT Two blue webhook arrows hit a glass unique-key chip with a keyhole; a duplicate path is stopped by a red X. Headline: one key, one payment. No brand lockup.
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shipped my storefront to production this weekend. what broke was plumbing
• the parent repo's config leaked into the build
• one extra cart link param got an error from shopify
• chat replies got cut off at the time limit
each fix was small. what broke on your last launch?
ALT Three glass cards on a dark navy background: tangled pipes leaking, a broken chain glowing red and a cracked speech bubble, each with a small blue wrench above it. Headline: what broke was plumbing.
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