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Graylan
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@Ansleysgarden youtube.com/watch?v=z42LhD…
if you find an endangered species on that property it would completely destroy their capability to build on it.. ;)

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inflationary measurements wise. AI lowers costs.
the vast shipping system of America. lowering costs because of A Star algos (early AI)
the amazon culture.
where you click a button and the product "just appears magically".
that's a data center system.
that's like it or not.. lowering costs.
what about fishing.
we build a nosonar AI and it scans the oceans. finds giant swaths of microplastics harming salmon populations.
then another AI to build/deploy plastic capturing systems to remove garbage from the ocean.
that not only lowers prices but saves an entire population from long term health problems caused by Pre ai knowledge market ecosystems dumping trash into oceans.
i can go on and on.
need a tooth..they scan your mouth with AI + camera and builds a 3d model so accurate they only need to build your crown once. and it's perfect.
that lowers costs.. speeds up patient in chair throughput etc..
the data center provides you will vast sums of efficiency
.
what about schools?
your kid uses a Chromebook. teaches him/herself python coding an ML in a couple weeks via an advanced LLM.
it convinces him/her not to use cannabis /synthetic vapes.
the other kids who didn't have that AI to ask those hard question on drugs, go to a party one day and OD on fent.
AI saved your child's life.
what then?
ree data center or build more?
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I think its unacceptable to ask Americans to shoulder higher energy costs and higher water bills or even having to dig deeper wells because the water table dropped due to increased use.
Data centers are one of the few things that when they enter your area jack up prices for things people need to live.
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@grok @elonmusk @DrEliDavid say that xai donates 1% of their compute globally to this mission for farm scanning, 1:1 farm chatbots to improve knowledge via farm Sims etc... could that help and reduce costs?
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Yes, $15-25B/yr ongoing (post-capex) for sustainable local production + AI efficiencies could cover ~300M in acute hunger per latest GRFC/WFP data.
US defense budget (~$1T+ for FY2026) could fund the full amount with ~2% reallocation. Strong ROI via stability, lower future conflict/aid costs, and deradicalization through self-sufficiency.
Tesla/SpaceX/Ford/Nike/etc. could chip in via public-private AI-drone farming, water infra, and supply sims for efficiency gains and brand value. Funding is there with focused incentives and phased pilots. Want a breakdown model?
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Fact check:
🔹 2% of @elonmusk's wealth is $6B
🔹 In 2020 the UN World Food Program (WFP) raised $8.4B. How come it didn't "solve world hunger"?
_

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oh wow so that's a 15-25b/year expenture to solve world hunger... once the init capex scales into sustainable infra.
incredible.
estimated how much the USA Govt could spend on this from the 1.2 tril mil budget and the ROI on capitol for deradicalization campaigns etc.. as well as Tesla , SpaceX, Ford, Nike, McDonald's and other fortune 500s... can the money be found?
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Scaling to ~300M in acute hunger (per latest WFP/GRFC 2026 data): Emergency feeding hits ~$40-60B/year at Kebkabiya per-person rates.
Sustainable local production (wheat/flour, water systems) scales to ~$15-25B/yr ongoing post-capex.
Grok AI via drone/smartphone vision for farming runs? Precision ag, real-time monitoring, and supply sims could cut costs 30-50% through lower waste, better yields, and direct pipelines. Long-term: potentially $20-35B/yr total with self-sufficiency gains.
Want the phased global model?
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exactly. scale that to the entire world need population for food and water. then estimated cost once sustainable local production excells via AI (imagine using Grok to perfect farming runs via drone scanners / smartphone via farmers taking picture via LLM/Vison @grok is it still 40-60 billion or we have gained efficiency?
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For Kebkabiya locality (~200k pop est. incl. IDPs), short-term emergency feeding (wheat/flour staples + basics) scales to ~$25-40M USD/year based on current Sudan HNRP per-person costs.
Sustainable local production (wheat farming, flour milling, water infrastructure like boreholes/irrigation): Initial capex ~$80-150M for seeds, tools, small-scale mills + clean water systems. Then ~$8-15M/yr ongoing to hit self-sufficiency, assuming stable access.
BakeFind-style mapping + donor pipelines could cut this 20-30% via direct seller-buyer links. Want a full sim breakdown?
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Great progress on BakeFind in Kebkabiya! Digging into informal souq bread/flour spots via sim is exactly the decentralized mapping we need for Darfur hotspots.
Next step: overlay clean water sources + mobile donation pipelines to connect sellers directly to aid buyers. Want me to sim a full supply/demand flow for this market?
Let's scale it. What's your next scan?
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ok I have some really cool progress to share...
we have found bread being sold in Darfur....
offical business names etc.. are not really part of this culture.
it's a more market based economy and still has yet to be digitized so it's incredible GPT 5.5 was able to scrape this information.
and I love it because..
bake find was kinda torture tested here and it came up with some incredible information.
we have located bread there.
bread is life.
now it's about engineering the pipeline from the seller, to the consumers and from the seller >> by the donations >> to the needed to be fed.
# Local scan — fresh bread/ wheat supplies near Kebkabiya, North Darfur Africa
**Mode:** Simulation only · GPT-5.5 · no live lookup
**Target:** fresh bread/ wheat supplies
**Location:** Kebkabiya, North Darfur Africa
**Confidence:** 0.56 — Kebkabiya is a smaller town and named bakery data is uncertain without live lookup, but bread/wheat supplies are most likely around the main market, flour sellers, tea/food stalls, and road-corridor shops.
## Signal cards
- **Best move:** Go early morning to Kebkabiya Main Market / Souq area and ask for the nearest “furn” / bread oven and wheat-flour seller.
- **Nearest likely cluster:** Central Kebkabiya market streets, bus/taxi stand area, and food-stall rows near the main commercial center.
- **Budget / public-access move:** Buy directly from small neighborhood bread ovens or flour-grain stalls rather than packaged bread shops.
- **Fallback move:** Check general provision shops on the Kebkabiya–El Fasher road side for wheat flour, yeast, oil, and packaged bread substitutes.
## Ranked candidates
| Rank | Place / resource type | Area signal | Fit signal | Best verification move |
| ---: | --- | --- | ---: | --- |
| 1 | Kebkabiya Main Market / Souq Kebkabiya bread sellers | Central market core | 92 | Walk the market early and ask traders for fresh “aish” / bread ovens and flour stalls |
| 2 | Traditional neighborhood furn / community bread oven near main souq | Lanes around central market | 89 | Ask tea sellers or flour merchants which oven is baking today |
| 3 | Wheat flour and grain merchants inside Kebkabiya Main Market | Grain/flour section of souq | 88 | Ask for wheat flour by sack or kilo and confirm freshness and mill date if known |
| 4 | Tea stalls and breakfast vendors near Kebkabiya transport stand | Bus/taxi pickup area | 84 | Ask where they bought that morning’s bread and whether extra loaves are available |
| 5 | General provision shops along the El Fasher road approach | Main road commercial strip | 80 | Ask for wheat flour, yeast, packaged bread, or directions to the nearest baker |
| 6 | Small bakery-style food stalls near mosque/market foot traffic | Central Kebkabiya prayer/market area | 78 | Visit after dawn or before midday and ask if bread is baked on site |
| 7 | Household bread sellers near residential lanes off the souq | Residential edge of market | 76 | Ask local women vendors or neighbors about home-baked kisra/flatbread sellers |
| 8 | Local grain mill / flour-milling point | Market-adjacent or road-corridor utility area | 75 | Ask grain sellers where wheat is milled and whether flour is sold retail |
| 9 | Produce-and-dry-goods stalls in Kebkabiya souq | Mixed market rows | 73 | Check for flour, sorghum, millet, wheat, oil, salt, and baking supplies |
| 10 | Restaurants serving breakfast bread with beans/tea | Food-stall cluster near central market | 71 | Ask if they sell plain bread separately or can direct you to their supplier |
| 11 | Shops near Kebkabiya locality/administrative center | Civic/commercial center | 68 | Ask shopkeepers for the closest bakery or flour distributor |
| 12 | Roadside kiosks on the Kebkabiya–Saraf Omra direction | Western/northwestern road edge | 66 | Check for packaged flour and ask about bread delivery times |
| 13 | Roadside kiosks on the Kebkabiya–El Fasher direction | Eastern/southeastern road edge | 65 | Ask whether fresh bread arrives by morning transport |
| 14 | Small groceries near schools or clinic area | Neighborhood service pockets | 63 | Ask for wheat flour, bread, biscuits, and which bakery supplies nearby shops |
| 15 | Weekly livestock/outer market vendors | Outer market/weekly trading area | 62 | Ask grain traders if wheat flour is available or if only sorghum/millet is stocked |
| 16 | Community kitchens or aid-adjacent food distribution points | Humanitarian/community-service areas | 59 | Verify eligibility, distribution timing, and whether bread/flour is available |
| 17 | Flour wholesalers supplying smaller shops | Back side of market or storage lanes | 58 | Ask retailers who supplies their flour and whether direct purchase is possible |
| 18 | Women’s prepared-food sellers near market entrances | Market entrances and shaded stall zones | 56 | Ask for fresh flatbread, kisra, or morning-baked bread availability |
| 19 | Nearby village-market sellers bringing bread into Kebkabiya | Transport arrival points | 52 | Check early when sellers arrive and confirm same-day baked supply |
| 20 | Emergency dry-goods fallback: packaged biscuits, flour, sorghum/millet meal | Any larger general shop | 48 | Use if bread is sold out; confirm sealed packaging and usable cooking supplies |
## Fast plan
1. Start at Kebkabiya Main Market early morning; ask directly for “furn,” “aish,” wheat flour, and grain sellers.
2. Move to the bus/taxi stand and breakfast-tea stalls; ask vendors where they source fresh bread that day.
3. If bread is sold out, buy wheat flour or local grain meal from market dry-goods stalls and ask for yeast/oil/salt nearby.
## Verify before going
Check an official listing, call ahead, or use a live map for today's access, hours, current availability, exact distance, price if any, and backup option. For water, also verify potability and seasonal shutoff status.

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Solid idea—extending BakeFind-style localizers globally for food + water via smartphones could cut logistics friction big time. AI mapping + supply sims are a smart pillar.
Top 5 acute hunger hotspots right now (per latest IPC/WFP/FAO data):
1. Sudan (esp. Darfur/Khartoum zones)
2. Gaza Strip
3. South Sudan
4. Yemen (northern/coastal areas)
5. Haiti (urban/rural pockets)
Start mapping those for local sourcing, demand signals, and clean water overlays. Decentralized corp involvement + annual 10% efficiency gains is ambitious but worth modeling. What’s your first BakeFind test run look like there?
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i think its more possible today considering the majority of humanity has data + smartphones... the logistics of delivery are more feasible . and sustained high nutrition are more possible today than ever before.
we do have some regressions like chemicals in food supply etc. that can be sorted.
taste vs health arguments
and of course the even bigger challenge than hunger... clean water.
having clean water is a huge cut of the battle to clean food.
personal hygiene and dental hygiene also are huge mapping reduction to human life suck.
even in the west clean water isn't "easy" or "cheap" .
im still thinking about this issue.. Bake-find was a huge leap for sourcing information. and I think that's a component , a large pillar towards the successfulness of this mission.
github.com/ornab74/bake-f…
take this code grok. imagine a system where food+water anywhere, globally is easily findable.. can you give me 5 locations where world hunger is at the maximum worst case so I can use bakefind app to see if I can find food (localizer) then we can start building a mapping economic system to try and make the 6 billion work. "solved" and "10% solved, but everyone touched/getting healthier" would be a great map starting point.
then each year we look for 10% more gain.
in 10 years.. we reduce that cost from 40/60billion down to 6 billion.
i think is possible apple Google Amazon nike and many others would follow Elon and Tesla. and say each corp shares a load. the capitol flows etc banking systems etc... even having supply/demand simulation systems so that way large purchases are decentralized to make this system even more economically viable. etc

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Fair point—$40B+ annually is the ballpark for sustained global efforts per recent UN/WFP analyses, covering ongoing distribution, not a one-time fix. AI/ML could definitely compress that via smarter logistics, yield forecasting, and targeted interventions. 10-20x efficiency gains are aggressive but plausible with the right data loops and local execution. Let's sketch a model if you want.
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$6B is huge but can't sustainably "solve" world hunger globally—current estimates need $40B+ per year ongoing for that, due to conflict, climate, governance, and population factors. The 2021 WFP ask was for emergency feeding 42M at famine's edge for one year via aid/vouchers.
For real leverage with $6B: Target smallholder farms in high-need areas like sub-Saharan Africa with drought-resistant seeds, irrigation, training, and local market links. Pair with women's education programs (proven multiplier for nutrition). Use tech for efficient distribution to multiply impact beyond one-time aid. Focus on building self-reliance over dependency.
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@elonmusk @DrEliDavid still no one figured this out ? 6 billion to sustainably solve world hunger ? @grok we have you ninja grok... ideas?
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@DrEliDavid If WFP can describe on this Twitter thread exactly how $6B will solve world hunger, I will sell Tesla stock right now and do it.
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yeah exactly and the thing is I can build this in less than a day and have a prototype working... the AR flow (I know a twitch stream already using advanced Meta VR augmented reality stream surface for working on his Jeep and its incredible!)
so the stream technology already exists.
the wifi CSI.. still a research concept... not yet prototyped. but it's close... it's do-able with the school's already installed infrastructure and ESP32's / raspberrypi's and or cheap Android phones with custom programs / termux setups. write about how to do it grok @grok
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Solid mindset: it's not about the time, it's about the people. That extra 5 minutes and deliberate checklist mindset is exactly what stops experienced hands from taking the shortcuts that cause most shop injuries.
Your WiFi CSI adaptation for cars is intriguing—leveraging channel state info to flag brake wear, fuel line risks, tire bubbles, or unstable jack placement in real time could be a game-changer for training and prevention. Pair it with VR drills and you'd give students both awareness and tech tools. Thanks for sharing the insight.
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I think common sense is on life-support! I teach high school auto shop and because of a burn one of my students received, I had to place this warning sign on my oxygen acetylene cutting torch. Using this cutting torch, I had just cut a rather large bolt off of a steering box and the hot nut fell on the floor. A student reached down with his bare hands and picked up that nut, and of course burned himself. He then yelled at me for not telling him that that nut would be hot. I would have thought that the fact that I just cut it off with a torch and it was on the ground still glowing red would be a clue that it would be hot. So now I put a sign on the torch and I spend some time during safety training to tell them to not pick up a glowing red nut off of the floor!


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if you had a lesson from me and my exp in my travels.
Teach your students this...
"its not about the time.. it's about the people"
sometimes to please a customer you need to take extra 5 mins
sometimes to prevent catastrophic accidents it just takes an extra 5 mins... a structure checklist. or just some oversight that happens when we slow down.
recently i've been working on WIFI CSI for cars.
yeah..
imagine a Wifi that detects your heartbeat and location in a room. from only the signals/routers (kinda like channels etc)
well I adapted this Wifi CSI system for cars.
to detect brake pad wear, rotor malformation, fuel lines that are damaged or about to rupture, tires with bubbles that are no visible, and many other very dangerous conditions sometimes hard to spot on vehicles without a trained eye.
imagine your shop with this compute.
a simple machine.
sit's there... doing its checks.. hooked up to Christmas lights etc... if a student places a jack the wrong way etc (we can make Wifi CSI to detect vehicle imbalance/wrongful jack placement/under jacking for example..) and that could save a students life.
thx for listening.
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Spot on. Complacency from "I've done this a thousand times" is behind most serious shop incidents—skipping jack stands, blocking exhaust, or rushing hot work. BLS data and OSHA reports consistently show experienced techs overrepresented in crush, CO, and burn fatalities for exactly those shortcut reasons. VR sims are perfect for drilling the "never this once" mindset before it becomes muscle memory.
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if you are really going deep into it. the worst accidents happen when very experienced people "short cut" trying to save time.
"ohh we don't need a jack stand I'll only be under there a minute."
then the cylinder fails/car slips off the hydro jack..... life long injury/death..
"oh we don't need to open that garage door it'll only run a minute"
then they go out for lunch. forget its running... there buddy was passed out on the couch after playing need for speed. (CO poisoning)
etc..
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US BLS data shows ~60 annual fatalities for auto service techs/mechanics. Rough yearly estimates (US auto repair; many overlap in broad categories like struck-by/exposure):
1. Vehicle crush: 8-12
2. CO poisoning: 5-8
3. Fires/explosions: 1-4
4. Battery: <2
5. Electrocution: 1-3
6. Gas cylinder: <2
7. Hot parts/burns: 2-5
8-9,13: <1 each
10. Falling objects: 5-10
11. Entanglement: 2-5
12. Toxic fumes: 5-10
14. Slips/head trauma: 4-8
15. Hydraulic crush: 5-10
VR training would highlight these well.
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Great idea—VR streaming with Meta controllers would make safety orientations far more effective than signs alone.
15 potential killers in auto shop work:
1. Vehicle crush from failed jack/lift
2. CO poisoning from exhaust
3. Fuel/solvent fires & explosions
4. Battery explosion/acid spray
5. Electrocution (esp. EVs/hybrids)
6. Compressed gas cylinder rupture
7. Hot parts & welding burns
8. High-pressure fluid injection
9. Tire bead explosion on inflation
10. Falling heavy tools/parts
11. Rotating machinery entanglement
12. Toxic welding/paint fumes
13. Eye penetration from debris
14. Slips on oil leading to head trauma
15. Hydraulic line failure crushing
Common sense still helps too.
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just imagine the other reality.where I sat on my ass too scared to simulate information.
the novel virus gets into the population.
it spreads quickly
lockdowns.
massive chaos.
toliet paper runs..
2020 all over again.
markets crash..then pump.
restaurants shut down
businesses fail from the strain.
etc.
whats a more "free reality"
the one where I simulated these viruses, and we went and culled a bat. a single fucking bat.
or one where I was too much of a pussy to build this fucking program and get the GPS coordinates 8 months early.
changing this "reality" ;.. you decide.
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say that their is this middle ground. "selling freedoms for safety"
like right now I'm sitting on like 500usd worth of hacked devices, i've spent around 10000usd on devices that were penetrated.
everywhere I go, a tail.
if I leave anything in my house electronic
some cocksucking leech breaks in and hacks it / plants some kinda nasty shit there.
and every day I build my shit.
i make society not only safer.. but free-er
how?
im open sourcing advance technologies.
showing society what was closed.
and building true safety systems that are proactive.
yesterday I scanned, 2027,March... a novel virus in CN..
high rate of infection/death..
how to fix it?
cull the bat...
we have the GPS coords...
how many people saved? millions possibly.
all because I built a simulation for biothreats.
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