Amazon's Robin arm learned to pick from 394,000 of its own deployed grabs
Hand-coded pick strategies kept failing in new ways, so Amazon trained a success estimator on the arms' own logged grabs and let it rank every action.
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3,236 PUBLISHED CASES · REGULARLY UPDATEDGridCARE qualifies flexible loads so data centers tap grid capacity that already exists
Rather than wait years for new wires, GridCARE proves how a site can flex, letting utilities energize big loads from capacity the grid already has.
Read the caseDaisy Dent: forest restoration needs more than planted trees
Consider the network that moves seeds, then examine what the evidence actually compares. A practical guide to separating restoration mechanisms, carbon uptake and project outcomes.
Read the caseModern Mill turns rice husk waste into fire-proof, rot-proof home panelling
Rice husks evolved to shield grain from moisture, pests and rot — Modern Mill mills them into cladding, and wildfire-country homes are buying it.
Read the caseKalshi launched US sports betting by self-certifying — and hired the law's author
Dodd-Frank let the CFTC ban sports event contracts but left the call to the executive; Kalshi self-certified, launched, and hired the provision's author.
Read the caseDC integrated its schools by accident: fix quality first, demographics did the rest
DC posted America's largest drop in intensely segregated schools — not by targeting integration, but by making schools good enough that families stayed.
Read the caseCreola resets its whole menu every month to turn diners into season-ticket holders
No membership, no subscription: a five-table supper club overhauls its prix-fixe top to tail every month, and repeat booking becomes the point.
Read the caseA Vancouver startup's segment-and-detach foam took the safest-bike-helmet crown
Pikio Labs broke a helmet's foam liner into sections that deform, deflect or detach — beating the previous best rotational-safety score by ~32%.
Read the caseLA County's public health dept got hospitals to bulk-buy automatic charity-care screening
LA County's health department brokered a Costco-style deal so hospitals auto-screen patients for charity care instead of making them apply.
Read the caseWikimedia MKD got a commercial bank to fund sign-language banking vocabulary
Deaf users said talking to bank officers was their hardest communication; Wikimedia MKD had a bank fund 40 captioned sign-language banking videos.
Read the caseWalmart's Code Puppy dodges AI vendor lock-in, spreading coding to 75,000 staff
Model-agnostic by design, Walmart's internal vibe-coding tool grew from 1,000 to nearly 75,000 users in a year, with 496,000 open-source downloads.
Read the casePathway's machine unlearning keeps shipping ETAs honest as data streams go stale
Pathway retrains AI on streaming data so single stale points get revised in place — like editing one Excel cell, not reprocessing the file.
Read the caseJetBlue paid for ending change fees by taking overhead bins from its cheapest fares
From July 2021 JetBlue cut change fees and guaranteed bin space on standard fares — funded by banning overhead bins on Blue Basic and pricing it lower.
Read the caseCygnus controller taps PG&E Flex Connect to electrify factories without grid upgrades
Critical Loop's Cygnus became the first power controller with CSIP 2030.5 and UL 3141, letting California facilities connect on constrained grid capacity.
Read the caseAvena rebuilt its AI nutrition platform around humans after retention fell to 2%
After full automation left 2% of users active at three months, Avena made human specialists the retention mechanism and AI the efficiency mechanism.
Read the caseWar Machine's $82,000 cinema run was worth $7.3 million in tax rebates
A Netflix film staged a 52-screen, zero-promo Australian release it was destined to flop — because theatres unlocked a 40% rebate instead of 30%.
Read the caseVisible let strangers join discount 'parties' — family-plan prices, no family plan
Verizon's budget brand priced per head: join a party of strangers from a subreddit and unlimited service cost $25 instead of $40, each member billed separately.
Read the caseVande Bharat's cross-subsidy: US fares paid for cheap Gulf repatriation flights
On COVID repatriation flights, Air India charged captive US-Canada corridors premium fares and used the earnings to keep Gulf seats 40-45% below charter rates.
Read the caseNetflix stocked DVD hubs with only hot titles, then reused the trick for its CDN
Each DVD hub held just the movies of the moment, reshipped as they returned; in 2012 the same demand-predictive stocking became Netflix's Open Connect CDN.
Read the caseAnthropic cut Haiku 5.5 to $0.10 a million tokens under 100K, matching OpenAI's Luna
Anthropic priced the agent economy's grunt work at a tenth of its old rate under 100K tokens, then 5x above — and rebated subscriptions back as API credits.
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