Kamba

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Kamba

@therealkamba

Engineer. Builder. Timeline cartographer. AI advocate. Reverse-engineering reality. Mapping the edges of what’s possible. Building: zephyrapex / @maabarium

Earth Bergabung Temmuz 2020
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Kamba
Kamba@therealkamba·
So... I just shipped Maabarium, inspired by the Autoresearch pattern by @karpathy for anyone to run their own autonomous research lab while they sleep. Fully opensource: github.com/maabarium/core Give it a try! What would you research if your lab never slept?
Maabarium@maabarium

Excited to launch Maabarium; your open-source solo AI research lab! Inspired by Andrej Karpathy’s Autoresearch pattern, it runs autonomous 24/7 experiments on *anything*: app prompts, LoRAs, trading strategies, game bots, product plans & more. 🧵

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Susan Li
Susan Li@SusanLiTV·
Chinese artificial intelligence startup DeepSeek is in talks with investors to raise at least $300 million at a valuation of $10 billion👇 $10B seems cheap for 98 million monthly active users since OpenAI is valued $900B with 900 million users🤔 #AI reuters.com/world/china/ch…
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Kamba
Kamba@therealkamba·
🟢 ZephyrApex trade alert: $GLOO BUY (EXECUTED). Entry Price $7.74. Confidence 63%. Profile: AltData Traction. Info only, not financial advice. zephyrapex.com/trade-detail.h…
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Kamba
Kamba@therealkamba·
🟢 ZephyrApex trade alert: $FCA BUY (EXECUTED). Entry Price $33.27. Confidence 65%. Profile: AltData Traction. Info only, not financial advice. zephyrapex.com/trade-detail.h…
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Kamba
Kamba@therealkamba·
🔴 ZephyrApex trade alert: $TTE SELL (EXECUTED). Exit Price $90.77. Confidence N/A. Profile: Momentum Crossover. Info only, not financial advice. zephyrapex.com/trade-detail.h…
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Mike Alfred
Mike Alfred@mikealfred·
Sometime between last night and this morning, Kaz followed me. That’s it. All systems go. We’re over $5 in the pre-market. $10 then $15 coming next. Mark it.
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Dave
Dave@GamewithDave·
For anyone who used a computer between 1990 & 2005… what’s the one game you still think about?
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Kaz Nejatian
Kaz Nejatian@nejatian·
Next @Opendoor Financial Open House will be May 7th, 2026. Livestreamed on Robinhood, Youtube and X. As always, we don't do corpo and we are asking you to hold us accountable. All shareholders can ask us questions and challenge our assumptions. investor.opendoor.com/news-releases/…
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Kaz Nejatian
Kaz Nejatian@nejatian·
Most CEOs do short 90 second hits on news shows after their quarterly earnings call. I’ve never liked these. I much prefer long form interviews with full day of earnings access to one journalist. Who is the ideal journalist/interviewer for our next financial open house?
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Kamba
Kamba@therealkamba·
$OPEN Vertical integration, stacking one level at a time.
ssj2abid@ssj2abid

People are sleeping on the $OPEN Doma acquisition + mortgage product. This is the Opendoor 2.0 full stack. Let's do some basic math. Here's how I understand the economics to work. 🏠 OPENDOOR 1.0: THE OLD MODEL One revenue stream. Buy homes, sell homes, profit on the spread. Everything else goes to third parties. 🏠 OPENDOOR 1.0: SINGLE HOME TRANSACTION Buyer X finds an Opendoor home for $400,000. → Opendoor bought it for $370,000 → Spent $5,000 on repairs → Sells for $400,000 → Pays ~$5,000 in selling costs → $400,000 - $370,000 - $5,000 - $5,000 = $20,000 profit But during that same transaction: → Buyer X pays ~$4,800 in mortgage fees → goes to Wells Fargo or whoever → Buyer X pays ~$1,800 for title and escrow → goes to First American or whoever → ~$6,600 leaving the building on every home sale → Opendoor captures none of it Opendoor 1.0 per home: $20,000 🏠 OPENDOOR 2.0: THE NEW MODEL Kaz has been quietly building new revenue layers on top of every transaction: Layer 1 → Doma (title + escrow) Every home sale requires title and escrow. Legally required. Not optional. → Title = verifying the seller legally owns the home → Escrow = neutral party that holds all money and distributes it at closing Opendoor acquired Doma and rebuilt this with AI. What took humans weeks now takes minutes. Layer 2 → Opendoor Mortgage Traditionally the buyer borrows from a third-party lender who charges rate markups, lender fees, and loan officer commissions. Opendoor's version: AI handles the process. No loan officer. No lender fees. Buyer gets a lower rate. Opendoor originates the loan and can sell it to Fannie Mae or other investors at a slight premium. That premium is the gain-on-sale spread → that's the profit. 🏠 OPENDOOR 2.0: SINGLE HOME TRANSACTION Same home. Same buyer. Different economics. → Buyer X finds an Opendoor home for $400,000 → Opendoor bought it for $370,000 → Spent $5,000 on repairs → Sells for $400,000 → Pays ~$5,000 in selling costs → $400,000 - $370,000 - $5,000 - $5,000 = $20,000 home sale profit (same as 1.0) But now the rest stays in-house: Mortgage: → Buyer puts down $50,000, borrows $350,000 from Opendoor → Lower rate. No lender fees. AI handles the paperwork → Opendoor can sell that $350,000 loan to Fannie Mae at a slight premium → Say Fannie Mae pays ~101% of face value → $350,000 × 1.01 = $353,500 → $353,500 - $350,000 = $3,500 gain-on-sale profit Doma: → Closing handled by Doma. Title search by AI. Escrow in-house → Buyer pays ~$1,800 for title + escrow (same fee as before) → But now it goes to Opendoor's Doma subsidiary → Doma processes at lower cost with AI → I estimate ~$1,000 in processing costs (conservative) → $1,800 - $1,000 = ~$800 profit per transaction Opendoor 2.0 per home: → Home sale: $20,000 → + Mortgage gain-on-sale: $3,500 → + Doma title/escrow: $800 → = $24,300 Opendoor 1.0: $20,000 per home Opendoor 2.0: $24,300 per home 21% more profit. Same home. Same buyer. From software. 🏠 OPENDOOR 2.0: AT SCALE At current pace (~600 homes/week = 7,800/quarter): Doma (every transaction, legally required): → 7,800 × $800 = +$6.2M profit per quarter Mortgage (estimating 30% adoption): → 7,800 × 30% = 2,340 mortgages → 2,340 × $3,500 = +$8.2M profit per quarter Full stack: → $6.2M + $8.2M = +$14.4M per quarter → 7% contribution margin becomes ~7.5% → At only 30% mortgage adoption. As it grows to 40%, 50%, 60%+, margin compounds → Expands considerably as acquisitions/market share increases This is why I say people are sleeping on Doma + mortgage. Do you see the power of this model now? Every layer Kaz adds captures revenue that used to leave the building. This is Opendoor 2.0. And the market hasn't caught up yet. The stock is ~$4.80. nfa, long $OPEN 🏠

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ssj2abid
ssj2abid@ssj2abid·
People are sleeping on the $OPEN Doma acquisition + mortgage product. This is the Opendoor 2.0 full stack. Let's do some basic math. Here's how I understand the economics to work. 🏠 OPENDOOR 1.0: THE OLD MODEL One revenue stream. Buy homes, sell homes, profit on the spread. Everything else goes to third parties. 🏠 OPENDOOR 1.0: SINGLE HOME TRANSACTION Buyer X finds an Opendoor home for $400,000. → Opendoor bought it for $370,000 → Spent $5,000 on repairs → Sells for $400,000 → Pays ~$5,000 in selling costs → $400,000 - $370,000 - $5,000 - $5,000 = $20,000 profit But during that same transaction: → Buyer X pays ~$4,800 in mortgage fees → goes to Wells Fargo or whoever → Buyer X pays ~$1,800 for title and escrow → goes to First American or whoever → ~$6,600 leaving the building on every home sale → Opendoor captures none of it Opendoor 1.0 per home: $20,000 🏠 OPENDOOR 2.0: THE NEW MODEL Kaz has been quietly building new revenue layers on top of every transaction: Layer 1 → Doma (title + escrow) Every home sale requires title and escrow. Legally required. Not optional. → Title = verifying the seller legally owns the home → Escrow = neutral party that holds all money and distributes it at closing Opendoor acquired Doma and rebuilt this with AI. What took humans weeks now takes minutes. Layer 2 → Opendoor Mortgage Traditionally the buyer borrows from a third-party lender who charges rate markups, lender fees, and loan officer commissions. Opendoor's version: AI handles the process. No loan officer. No lender fees. Buyer gets a lower rate. Opendoor originates the loan and can sell it to Fannie Mae or other investors at a slight premium. That premium is the gain-on-sale spread → that's the profit. 🏠 OPENDOOR 2.0: SINGLE HOME TRANSACTION Same home. Same buyer. Different economics. → Buyer X finds an Opendoor home for $400,000 → Opendoor bought it for $370,000 → Spent $5,000 on repairs → Sells for $400,000 → Pays ~$5,000 in selling costs → $400,000 - $370,000 - $5,000 - $5,000 = $20,000 home sale profit (same as 1.0) But now the rest stays in-house: Mortgage: → Buyer puts down $50,000, borrows $350,000 from Opendoor → Lower rate. No lender fees. AI handles the paperwork → Opendoor can sell that $350,000 loan to Fannie Mae at a slight premium → Say Fannie Mae pays ~101% of face value → $350,000 × 1.01 = $353,500 → $353,500 - $350,000 = $3,500 gain-on-sale profit Doma: → Closing handled by Doma. Title search by AI. Escrow in-house → Buyer pays ~$1,800 for title + escrow (same fee as before) → But now it goes to Opendoor's Doma subsidiary → Doma processes at lower cost with AI → I estimate ~$1,000 in processing costs (conservative) → $1,800 - $1,000 = ~$800 profit per transaction Opendoor 2.0 per home: → Home sale: $20,000 → + Mortgage gain-on-sale: $3,500 → + Doma title/escrow: $800 → = $24,300 Opendoor 1.0: $20,000 per home Opendoor 2.0: $24,300 per home 21% more profit. Same home. Same buyer. From software. 🏠 OPENDOOR 2.0: AT SCALE At current pace (~600 homes/week = 7,800/quarter): Doma (every transaction, legally required): → 7,800 × $800 = +$6.2M profit per quarter Mortgage (estimating 30% adoption): → 7,800 × 30% = 2,340 mortgages → 2,340 × $3,500 = +$8.2M profit per quarter Full stack: → $6.2M + $8.2M = +$14.4M per quarter → 7% contribution margin becomes ~7.5% → At only 30% mortgage adoption. As it grows to 40%, 50%, 60%+, margin compounds → Expands considerably as acquisitions/market share increases This is why I say people are sleeping on Doma + mortgage. Do you see the power of this model now? Every layer Kaz adds captures revenue that used to leave the building. This is Opendoor 2.0. And the market hasn't caught up yet. The stock is ~$4.80. nfa, long $OPEN 🏠
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Nugget
Nugget@Nugget_Trades·
$OPEN will be wife-changing for many.
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Kamba
Kamba@therealkamba·
🚀 I just shipped Maabarium v0.4.1. Maabarium v0.4.1 introduces guided setup, smarter early-stop research loops, and key stability fixes that make the autonomous AI lab far more reliable to run unattended. Find out more: awandererstale.com/series/maabari… Try it: maabarium.com
Kamba tweet media
Maabarium@maabarium

Maabarium v0.4.1 has shipped. What began as a bold vision for a local, autonomous AI research lab that never sleeps has now received a focused refinement release that makes the whole system dramatically more reliable and approachable. 🧵

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Kamba
Kamba@therealkamba·
🟢 ZephyrApex trade alert: $LWLG BUY (EXECUTED). Entry Price $11.37. Confidence 59%. Profile: AltData Traction. Info only, not financial advice. zephyrapex.com/trade-detail.h…
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Kamba
Kamba@therealkamba·
🟢 ZephyrApex trade alert: $JMIA BUY (EXECUTED). Entry Price $7.41. Confidence 72%. Profile: AltData Traction. Info only, not financial advice. zephyrapex.com/trade-detail.h…
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Kamba
Kamba@therealkamba·
🔴 ZephyrApex trade alert: $SATA SELL (EXECUTED). Exit Price $98.26. Confidence N/A. Profile: Momentum Crossover. Info only, not financial advice. zephyrapex.com/trade-detail.h…
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