Frontier-tech opportunities traced to research, across 10 topics

⚡ At a glance

Companies that today's stories could affect. Most urgent first.

Company (what they do)	How urgent, and why	Next big event	Why it matters, in plain words
AMD — designs computer and AI chipsUS stock market: AMD	🔥 Strong signalReal progress, and a big event is due within 90 days that could move the price	Tue 3 Nov (tomorrow)AMD July–Sept 2026 results day (reports sales and profit)	Nvidia's newest AI chip is shipping, but some of its data highways are a little slower than it first promised. Read more [Nvidia's Rubin AI chip ships with 11% less memory speed and 17% less chip-to-chip speed th]
Alphabet — Google's parent companyUS stock market: GOOGL	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	New glasses let you see a big screen floating in front of you, using Google's software. Read more [Xreal launches Aura, the first Android XR smart glasses, from $1,099]
Amazon — online shop and cloud computing (AWS)US stock market: AMZN	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	The US set firm deadlines to switch to new codes that future quantum computers can't crack, and Amazon already offers one. Read more [NIST finalizes the roadmap for moving to quantum-safe encryption, a day after AWS adds a q]
CG Power — Indian electrical-equipment maker, now in chip packagingIndia stock market (NSE): CGPOWER	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	India has started finishing and packing computer chips in its own factories, but still cannot make the chip itself. Read more [India now has 5 chip plants in commercial production, but its first wafer fab slips to 202]
Coherent — makes lasers and optical parts for data centresUS stock market: COHR	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	Chips that talk using light are already being made in big factories right now. Read more [Silicon photonics reaches high-volume factories]
IndiGrid Infrastructure Trust — listed fund that owns power lines and grid batteriesIndia stock market (NSE): INDIGRID	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	A huge battery in Rajasthan now stores solar power during the day and gives it back at night. Read more [IndiGrid switches on a 250 MW / 500 MWh grid battery in Rajasthan, its third big battery p]
Inovio Pharmaceuticals — develops DNA-based medicinesUS stock market: INO	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	America's medicine regulator approved a new jab that teaches the body to fight the virus behind airway warts, so patients may need fewer operations. Read more [FDA (US medicines regulator) approves Voceryq, the first plasmid-DNA immunotherapy in the US, to cut repeat airway ]
Kaynes Technology — Indian electronics and chip-packaging makerIndia stock market (NSE): KAYNES	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	India has started finishing and packing computer chips in its own factories, but still cannot make the chip itself. Read more [India now has 5 chip plants in commercial production, but its first wafer fab slips to 202]
Micron — makes memory chipsUS stock market: MU	⏳ PromisingReal progress, but no big event soon. If you act at all, start small (the big event this week is another company's, so we rate it one step lower)	Tue 3 Nov (tomorrow)AMD July–Sept 2026 results day (reports sales and profit) Not this company's own event, but it may move similar stocks	Nvidia's newest AI chip is shipping, but some of its data highways are a little slower than it first promised. Read more [Nvidia's Rubin AI chip ships with 11% less memory speed and 17% less chip-to-chip speed th]
Nvidia — biggest maker of AI chipsUS stock market: NVDA	⏳ PromisingReal progress, but no big event soon. If you act at all, start small (the big event this week is another company's, so we rate it one step lower)	Tue 3 Nov (tomorrow)AMD July–Sept 2026 results day (reports sales and profit) Not this company's own event, but it may move similar stocks	Nvidia's newest AI chip is shipping, but some of its data highways are a little slower than it first promised. Read more [Nvidia's Rubin AI chip ships with 11% less memory speed and 17% less chip-to-chip speed th]
One 97 Communications (Paytm) — Paytm payments appIndia stock market (NSE): PAYTM	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	Indians paid each other more than ₹1 lakh crore every day through UPI (India's phone-to-phone payment system) in October, a new record. Read more [UPI moves over ₹1 lakh crore a day on average for the first time, in a record October]
Quick Heal Technologies — Indian antivirus and cybersecurity firmIndia stock market (NSE): QUICKHEAL	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	The US set firm deadlines to switch to new codes that future quantum computers can't crack, and Amazon already offers one. Read more [NIST finalizes the roadmap for moving to quantum-safe encryption, a day after AWS adds a q]
SEALSQ — makes security chipsUS stock market: LAES	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	The US set firm deadlines to switch to new codes that future quantum computers can't crack, and Amazon already offers one. Read more [NIST finalizes the roadmap for moving to quantum-safe encryption, a day after AWS adds a q]
SK hynix — makes memory chips for AIKorea stock market: 000660	⏳ PromisingReal progress, but no big event soon. If you act at all, start small (the big event this week is another company's, so we rate it one step lower)	Tue 3 Nov (tomorrow)AMD July–Sept 2026 results day (reports sales and profit) Not this company's own event, but it may move similar stocks	Nvidia's newest AI chip is shipping, but some of its data highways are a little slower than it first promised. Read more [Nvidia's Rubin AI chip ships with 11% less memory speed and 17% less chip-to-chip speed th]
STMicroelectronics — European chip makerUS stock market: STM	⏳ PromisingReal progress, but no big event soon. If you act at all, start small	No big event in the next 90 days	Chips that talk using light are already being made in big factories right now. Read more [Silicon photonics reaches high-volume factories]
Adeia — licenses chip and media patentsUS stock market: ADEA	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Instead of using tiny solder balls, chips are pressed together so their copper parts fuse, like welding. Read more [Gluing chips together copper-to-copper (hybrid bonding)]
Advantest — makes machines that test chipsJapan stock market: 6857	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Instead of using tiny solder balls, chips are pressed together so their copper parts fuse, like welding. Read more [Gluing chips together copper-to-copper (hybrid bonding)]
Aixtron — makes machines used to build chipsUS stock market: AIXA	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Making transistors from sheets just one atom thick and stacking them like pancakes. Read more [Stacking atom-thin transistors on top of each other (2D CFETs)]
Altera — designs reprogrammable chipsNot listed	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Most chips do one job forever. This one can be re-programmed for new jobs, and the new version uses less electricity. Read more [Altera launches Agilex 2X FPGAs with 1.8× better performance per watt for AI infrastructur]
Bajaj Finance — Indian lender (loans, EMIs)India stock market (NSE): BAJFINANCE	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A company made a smart computer that looks at how you spend and save, to guess if you can pay back a loan. Read more [Plaid launches a transformer AI credit score it says predicts repayment 42% better]
Besi — makes machines that join chips togetherNetherlands stock market: BESI	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Instead of using tiny solder balls, chips are pressed together so their copper parts fuse, like welding. Read more [Gluing chips together copper-to-copper (hybrid bonding)]
Bharat Electronics — Indian defence electronics maker (govt-owned)India stock market (NSE): BEL	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	The government is lending a Bengaluru start-up money to build super-secure communication and GPS-free navigation gear. Read more [Government backs QNu Labs with ₹150 crore to build India's own quantum-safe security and n]
BHEL — Indian power-equipment maker (govt-owned)India stock market (NSE): BHEL	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	India is starting to build its own battery and hydrogen-machine factories, but is far behind its own targets. Read more [New Indian battery and hydrogen-machine factories start, but only about 1 GWh (gigawatt-hour, a measure of stored energy) of 40 GWh pr]
BrainChip — designs brain-like low-power chipsAustralia stock market: BRN	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A chip that works like a tiny brain and can learn new things by itself, without the cloud. Read more [Brain-like chip that can learn on the device (neuromorphic)]
Broadcom — designs network and custom AI chipsUS stock market: AVGO	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A Korean company raised a lot of money to make more of its AI chips that use less electricity than big graphics chips. Read more [FuriosaAI raises $620M at a $2.9B valuation to more than double output of its low-power RN]
CATL — world's biggest maker of EV batteriesChina stock market (Shenzhen): 300750	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	China's biggest battery maker is now test-making a new kind of battery that could let electric cars drive much farther. Read more [CATL starts 20 Ah trial cells of its all-solid-state EV battery, aiming for 500 Wh/kg and ]
Ceva — licenses chip designs for wireless and AIUS stock market: CEVA	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Ceva draws the plans for the "thinking" part of a chip, and other companies use the plans. The new plans are twice as good for the same space. Read more [Ceva unveils next-gen NeuPro AI engines (2× throughput per mm²) and enters AI infrastructu]
Corning — makes special glass and optical fibreUS stock market: GLW	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	The board under a chip may switch from plastic to glass, because glass stays flat and doesn't warp. Read more [Glass replacing plastic under AI chips (glass substrates)]
CRISPR Therapeutics — develops gene-editing medicinesUS stock market: CRSP	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	America's medicine regulator wants to make it easier to approve gene fixes made specially for each child with a rare disease. Read more [FDA draft rule would let one approval cover many personalised gene-editing treatments]
Defiance Quantum ETF (a fund that holds many stocks, traded like one share) — a fund holding many quantum and computing stocksUS stock market: QTUM	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Quantum computers need a special ingredient to do hard maths. Google found a cheaper way to make it. Read more [Google shows 'magic state cultivation' on its Willow chip, cutting errors about 40×]
Exide Industries — Indian battery makerIndia stock market (NSE): EXIDEIND	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	India is starting to build its own battery and hydrogen-machine factories, but is far behind its own targets. Read more [New Indian battery and hydrogen-machine factories start, but only about 1 GWh of 40 GWh pr]
GlobalFoundries — factory that makes chips for other companiesUS stock market: GFS	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Computers in AI buildings talk with flashes of light. This chip is a super-fast traffic cop that points the light at the right computer without slowing it down. Read more [PsiQuantum shows a light-based switch that rewires AI data-centre networks in 3 ms]
Hindustan Aeronautics — Indian maker of military aircraft (govt-owned)India stock market (NSE): HAL	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	India's defence ministry agreed to buy lots of new drones, anti-drone systems and helicopters, mostly made in India. Read more [India's Defence Acquisition Council clears ₹2.12 lakh crore of proposals, including kamika]
Ibiden — makes the boards AI chips sit onJapan stock market: 4062	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	The board under a chip may switch from plastic to glass, because glass stays flat and doesn't warp. Read more [Glass replacing plastic under AI chips (glass substrates)]
IBM — computing company, building quantum computersUS stock market: IBM	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	IBM joined two quantum chips with special cold cables so they can work together like one bigger chip. Read more [IBM links two 120-qubit (quantum bit, the basic unit of a quantum computer) chips with four meter-long quantum cables, moving 99% of states in]
ICICI Bank — large Indian private bankIndia stock market (NSE): ICICIBANK	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Hackers are sneaking money out through the digital doors banks share with apps, so India's central bank is telling banks to lock those doors better. Read more [RBI (India's central bank) presses banks to prove cyber defences as AI-assisted API attacks hit Indian lenders]
Intellia Therapeutics — develops gene-editing medicinesUS stock market: NTLA	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	America's medicine regulator wants to make it easier to approve gene fixes made specially for each child with a rare disease. Read more [FDA draft rule would let one approval cover many personalised gene-editing treatments]
IQM Quantum Computers — Finnish quantum-computer makerUS stock market: IQMX	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A quantum chip has 54 tiny parts. IQM got all of them to work together at the same time. Read more [IQM entangles all 54 qubits (quantum bits) on its cloud Emerald chip at once]
Janus Henderson — investment fund managerUS stock market: JHG	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A big fund company made a version of its fund that lives on the internet's shared ledger, so it can move faster. Read more [Janus Henderson puts a Nasdaq-100 fund on a blockchain (JQQQ)]
Larsen & Toubro — India's biggest engineering and construction firmIndia stock market (NSE): LT	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Indian companies have signed deals to sell lots of clean hydrogen fuel abroad, but the factories to make it are still being built. Read more [Indian firms have signed 5.5 lakh tonnes a year of green hydrogen supply deals, about 11% ]
Lloyds Banking Group — large UK bankUS stock market: LYG	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A bank uses a team of AI helpers to check if a strange card payment was a thief, so people get help faster. Read more [Lloyds' agentic AI fraud assistant passes 90% decision accuracy on 10,600 live cases]
Meta Platforms — owns Facebook, Instagram and WhatsAppUS stock market: META	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Meta made a new AI that can read, look, listen and help with long jobs. Read more [Meta's superintelligence lab ships its first frontier model, Muse Wonder]
Microsoft — Windows, Office and Azure cloud; big OpenAI partnerUS stock market: MSFT	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	OpenAI made a faster, cheaper AI that can use a computer like a person and gets fewer things wrong. Read more [OpenAI's GPT-6.1 Terra: computer-use AI at half the price, with errors cut from 54% to 17%]
MTAR Technologies — Indian precision-parts maker for space, nuclear and defenceIndia stock market (NSE): MTARTECH	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	India launched a new satellite for its own map-and-location system, so phones and ships in India can rely less on America's GPS. Read more [ISRO's GSLV-F18 puts NVS-03 in orbit, set to restore India's own GPS (NavIC)]
Nasdaq — runs the Nasdaq stock exchangeUS stock market: NDAQ	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A big fund company made a version of its fund that lives on the internet's shared ledger, so it can move faster. Read more [Janus Henderson puts a Nasdaq-100 fund on a blockchain (JQQQ)]
Paras Defence and Space Technologies — Indian defence and space parts makerIndia stock market (NSE): PARAS	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	An Indian start-up rocket company got its first foreign customers after its rocket reached space. Read more [Skyroot wins two launches from a US firm and a rocket co-design pact in Brazil after Vikra]
Prime Medicine — develops gene-editing medicinesUS stock market: PRME	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Doctors used a super-precise DNA editor inside a patient's liver to fix a broken gene. Read more [First prime edit inside a human body: Prime Medicine treats a Wilson's disease patient]
Procure Space ETF — a fund holding many space stocksUS stock market: UFO	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	SpaceX wants to catch both parts of its giant rocket with a tower so it can fly again. Read more [SpaceX plans to catch both Starship stages on Flight 15]
Quantinuum — quantum-computer makerUS stock market: QNT	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Quantum computers make lots of mistakes. This one now makes only 5 mistakes in a million steps when protected. Read more [Quantinuum reports 99.9995% logical fidelity on Helios, five errors per million]
Reliance Industries — Indian giant: oil, Jio telecom, retail, new energyIndia stock market (NSE): RELIANCE	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Indian companies have signed deals to sell lots of clean hydrogen fuel abroad, but the factories to make it are still being built. Read more [Indian firms have signed 5.5 lakh tonnes a year of green hydrogen supply deals, about 11% ]
Rocket Lab — builds small rockets and satellitesUS stock market: RKLB	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Rocket Lab found tiny holes in a rocket part, so its new rocket will fly later. Read more [Rocket Lab pushes Neutron's first launch to 2027 after finding flaws in fuel-tank domes]
SenseTime — Chinese AI software companyHong Kong stock market: 0020	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A Chinese company shared a free AI that thinks through the same steps twice, so a small model can act more like a big one. Read more [SenseTime open-sources Loop-9B, a model that runs its own layers twice to act like a bigge]
SoFi Technologies — US online bank and lenderUS stock market: SOFI	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A company made a smart computer that looks at how you spend and save, to guess if you can pay back a loan. Read more [Plaid launches a transformer AI credit score it says predicts repayment 42% better]
Tata Electronics fab — Tata's chip factory being built in GujaratNot listed	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	The board under a chip may switch from plastic to glass, because glass stays flat and doesn't warp. Read more [Glass replacing plastic under AI chips (glass substrates)]
Tesla — electric cars, batteries and robotsUS stock market: TSLA	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Tesla says it may start selling its human-shaped robots to other companies at the end of next year. Read more [Tesla says it could start selling Optimus humanoid robots to outside companies by the end ]
Tower Semiconductor — factory that makes specialty chips for othersUS stock market: TSEM	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Some computers might one day think with flashlight beams instead of electricity, so they stay cool and fast. Read more [Computing with light instead of electricity (optical AI chip)]
TSMC — world's biggest contract chip factoryUS stock market: TSM	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	The board under a chip may switch from plastic to glass, because glass stays flat and doesn't warp. Read more [Glass replacing plastic under AI chips (glass substrates)]
Twist Bioscience — makes synthetic DNAUS stock market: TWST	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	Making DNA for storage is slow. This chip has tiny sponge-like holes, so each spot makes much more DNA. Read more [A porous silica chip writes 11× more DNA per spot, a step to cheaper 'DNA drives']
Upstart — AI-based lending platformUS stock market: UPST	👀 Too earlyStill early. Just follow the news for now	No big event in the next 90 days	A company made a smart computer that looks at how you spend and save, to guess if you can pay back a loan. Read more [Plaid launches a transformer AI credit score it says predicts repayment 42% better]

Tap a card below for the idea, upcoming events, risks and plan. Our judgment · Not financial advice · No return promises.

🎯 Opportunity cards

Tap a card to open idea, big upcoming events, risks and plan. How ready (0–100) = average of linked research items. Our judgment · Not financial advice.

000660 (Korea)

SK hynix · Korea

🔥 Strong signalReal progress, and a big event is due within 90 days that could move the price 💪 High how strongly we believe it ⏳ Now-2027

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Q3 (Oct 28): revenue ₩104.6T (+328% vs last year), DRAM/HBM (fast memory stacked next to AI chips) booked through 2029, long-term deals with 14 customers cover >50% of 2027-28 output
🔗 Gluing chips together copper-to-copper (hybrid bonding)
🔗 Nvidia's Rubin AI chip ships with 11% less memory speed and 17% less chip-to-chi

📅 Upcoming events

✅ Q3 (Oct 28): revenue ₩104.6T (+328% vs last year), DRAM/HBM booked through 2029, long-term deals with 14 customers cover >50% of 2027-28 output
📅 Tue 3 Nov AMD Q3 2026 results (after US market close)

⚠️ Risks

❌ Memory price cycle reversal
❌ Memory price cycle reversal
❌ SK hynix: hybrid bonding not ready for HBM4E.

✅ Plan

🔥 Strong signal: real progress, and a big event is due within 90 days that could move the price · how strongly we believe it High (score 83)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1More orders for bonding machines
Step 2Used in some memory and logic stacks
Step 3Standard for top AI chips

Timeline steps are our judgment unless marked as company plan.

NVDA

Nvidia · USA

🔥 Strong signalReal progress, and a big event is due within 90 days that could move the price 💪 High how strongly we believe it ⏳ Next results ~late Nov 2026 (est.)

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Vera Rubin ramp in full production
🔗 Silicon photonics reaches high-volume factories
🔗 A light switch sending 200 billion bits per second per colour
🔗 Mistral releases the weights of Large 4, a ~1-trillion-parameter open model aime

📅 Upcoming events

✅ Vera Rubin ramp in full production
📅 Tue 3 Nov AMD Q3 2026 results (after US market close)

⚠️ Risks

❌ Customer capex slowdown; China rules
❌ Customer capex slowdown; China rules
❌ Nvidia networking SVP: 'If you can use copper, use copper' — optics only where distance forces it.

✅ Plan

🔥 Strong signal: real progress, and a big event is due within 90 days that could move the price · how strongly we believe it High (score 66)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Capacity grows; more customers
Step 2Over 4x capacity planned by 2027 (company plan)
Step 3Next version (TSV) for co-packaged optics

Timeline steps are our judgment unless marked as company plan.

AMD

AMD · USA

🔥 Strong signalReal progress, and a big event is due within 90 days that could move the price 💪 Low how strongly we believe it (list to follow) ⏳ Nov 3 2026

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Q3 results Nov 3 2026; Q3 revenue guide ~$13.0B
🔗 Brain-like chip that can learn on the device (neuromorphic)
🔗 Nvidia's Rubin AI chip ships with 11% less memory speed and 17% less chip-to-chi

📅 Upcoming events

✅ Q3 results Nov 3 2026; Q3 revenue guide ~$13.0B
📅 Tue 3 Nov AMD Q3 2026 results (after US market close)

⚠️ Risks

❌ Execution vs Nvidia
❌ Execution vs Nvidia
❌ BrainChip, a listed neuromorphic pioneer, reported only US$1.22M revenue and a US$12.0M loss for H1 2026 — commercial demand for brain-like chips is still tiny.

✅ Plan

🔥 Strong signal: real progress, and a big event is due within 90 days that could move the price · how strongly we believe it low (list to follow) (score 53)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1More FPGA demos
Step 2First real chips (tape-out)
Step 3Possible use in robots and cameras

Timeline steps are our judgment unless marked as company plan.

Micron · USA/India

🔥 Strong signalReal progress, and a big event is due within 90 days that could move the price 💪 Medium how strongly we believe it ⏳ 2026-2029

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Analog in-memory & HBM; Gujarat plant
🔗 Making noisy analog AI chips accurate (weight splitting)
🔗 Storing many values in one memory spot (superposed analog memory)
🔗 Nvidia's Rubin AI chip ships with 11% less memory speed and 17% less chip-to-chi

📅 Upcoming events

✅ Analog in-memory & HBM; Gujarat plant
📅 Tue 3 Nov AMD Q3 2026 results (after US market close)

⚠️ Risks

❌ Memory cycle
❌ Memory cycle
❌ System-level review: specialised analog/physical accelerators can show 'little or no advantage' once conversion, control and memory access are counted.

✅ Plan

🔥 Strong signal: real progress, and a big event is due within 90 days that could move the price · how strongly we believe it Medium (score 60)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Follow-up papers
Step 2Shown on real Micron test silicon
Step 3Could ship inside analog-AI memory products

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity indigrid infrastructure trust

INDIGRID (India (NSE))

IndiGrid Infrastructure Trust · India

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 High how strongly we believe it ⏳ 2026-2028

1Lab cell
2Pilot cell
3Pilot line / first sites
4Mass deployment

💡 The idea

🎯 Rajasthan 500 MWh battery in commercial operation (Oct 27)
🔗 IndiGrid switches on a 250 MW / 500 MWh grid battery in Rajasthan, its third big

📅 Upcoming events

✅ Rajasthan 500 MWh battery in commercial operation (Oct 27)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Fixed tariffs; imported cells
❌ Income is capped by 12-year fixed contract (our judgment)

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it High (score 77)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsmore Indian grid batteries come online
3 yearsbatteries common at solar parks
5 yearsbatteries help retire some peak gas/coal use

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity inovio pharmaceuticals

INO

Inovio Pharmaceuticals · USA

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 High how strongly we believe it ⏳ 2026-2028

1Preclinical
2Early trial (Ph 1/2)
3Late trial (Ph 3)
4Approved

💡 The idea

🎯 FDA accelerated approval of Voceryq (Oct 30); company expects ordering in about 60 days, full launch Q1 2027
🔗 FDA approves Voceryq, the first plasmid-DNA immunotherapy in the US, to cut repe

📅 Upcoming events

✅ FDA accelerated approval of Voceryq (Oct 30); company expects ordering in about 60 days, full launch Q1 2027
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Small, loss-making; confirmatory trials still required
❌ Volatile small-cap; launch uptake unproven (our judgment)

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it High (score 87)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsUS launch; first real-world uptake data
3 yearsConfirmatory trial results decide full approval
5 yearsMore DNA-based immunotherapies if this one sells

Timeline steps are our judgment unless marked as company plan.

CGPOWER (India (NSE))

CG Power · India

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 Low how strongly we believe it (list to follow) ⏳ 2026-2027

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Chip packaging JV with Renesas & Stars
🔗 Gluing chips together copper-to-copper (hybrid bonding)
🔗 India now has 5 chip plants in commercial production, but its first wafer fab sl

📅 Upcoming events

✅ Chip packaging JV with Renesas & Stars
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Execution; ramp delays
❌ Execution; ramp delays
❌ SK hynix: hybrid bonding not ready for HBM4E.

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it low (list to follow) (score 54)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1More orders for bonding machines
Step 2Used in some memory and logic stacks
Step 3Standard for top AI chips

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity stmicroelectronics

STM

STMicroelectronics · Europe

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 High how strongly we believe it ⏳ 2026-2027

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 PIC100 photonics in volume
🔗 Silicon photonics reaches high-volume factories

📅 Upcoming events

✅ PIC100 photonics in volume
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Auto/industrial weakness
❌ Auto/industrial weakness
❌ Nvidia networking SVP: 'If you can use copper, use copper' — optics only where distance forces it.

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it High (score 66)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Capacity grows; more customers
Step 2Over 4x capacity planned by 2027 (company plan)
Step 3Next version (TSV) for co-packaged optics

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity one 97 communications paytm

PAYTM (India (NSE))

One 97 Communications (Paytm) · India

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 High how strongly we believe it ⏳ 2026-2027

1Research / sandbox
2Pilot
3Live launch
4Scaled & regulated

💡 The idea

🎯 UPI MDR 0.4% above ₹2,000 to start after Diwali, date to be notified
🔗 India delays a 0.4% UPI merchant fee to 'immediately after Diwali'
🔗 UPI moves over ₹1 lakh crore a day on average for the first time, in a record Oc

📅 Upcoming events

✅ UPI MDR 0.4% above ₹2,000 to start after Diwali, date to be notified
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Fee could be cut or dropped after Supreme Court review
❌ Policy may change (our judgment)

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it High (score 69)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsFee starts or is changed after court review
3 yearsPayment apps earn more per transaction
5 yearse-rupee used for programmable payments alongside UPI

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity quick heal technologies

QUICKHEAL (India (NSE))

Quick Heal Technologies · India

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 Medium how strongly we believe it ⏳ 2026-2028

1Research / sandbox
2Pilot
3Live launch
4Scaled & regulated

💡 The idea

🎯 Indian cybersecurity vendor; RBI push may lift bank security spending (knock-on effect)
🔗 RBI presses banks to prove cyber defences as AI-assisted API attacks hit Indian
🔗 NIST finalizes the roadmap for moving to quantum-safe encryption, a day after AW

📅 Upcoming events

✅ Indian cybersecurity vendor; RBI push may lift bank security spending (knock-on effect)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Small company; banks often buy from global vendors
❌ Knock-on effect only (our judgment)

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it Medium (score 52)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsTighter API security checks
3 yearsHigher bank cybersecurity spending
5 yearsAI-versus-AI fraud defence becomes standard

Timeline steps are our judgment unless marked as company plan.

GOOGL

Alphabet · USA

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 Medium how strongly we believe it ⏳ 2027+

1Lab physics
2Hardware demo
3Cloud access / customers
4Commercial advantage

💡 The idea

🎯 Magic-state cultivation on Willow (Oct 15) and Genie 4 world model
🔗 Google shows 'magic state cultivation' on its Willow chip, cutting errors about
🔗 Google DeepMind's Genie 4 generates interactive worlds with sound and dialogue
🔗 Google's Gemini 4 Carbon ranks #1 on a new independent AI index, first given to

📅 Upcoming events

✅ Magic-state cultivation on Willow (Oct 15) and Genie 4 world model
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Quantum and world models are tiny vs. its ad and cloud business
❌ Exposure is diluted by a huge core business (our judgment)

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it Medium (score 58)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsRepeated on bigger chips
3 yearsCombined with logical qubits in algorithms
5 yearsPart of an error-corrected machine if scaling works

Timeline steps are our judgment unless marked as company plan.

AMZN

Amazon · USA

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 Low how strongly we believe it (list to follow) ⏳ 2026-2028

1Paper / research
2Limited preview
3Generally available
4Widely adopted

💡 The idea

🎯 Anthropic investor; Claude Haiku 5.5 on AWS
🔗 Anthropic's Claude Haiku 5.5 costs about 75% less to run than Haiku 4.5
🔗 Anthropic's AI agents found harmless-looking training data that can quietly teac
🔗 OpenAI and Anthropic each say their AI disproved a 30-year-old computing belief;

📅 Upcoming events

✅ Anthropic investor; Claude Haiku 5.5 on AWS
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ AI model price wars
❌ Diluted exposure (our judgment)

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it low (list to follow) (score 49)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsSmall models replace big ones for routine tasks
3 yearsAI cost per task keeps falling
5 yearsAI in most software by default

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity kaynes technology

KAYNES (India (NSE))

Kaynes Technology · India

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 Low how strongly we believe it (list to follow) ⏳ 2026-2027

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 OSAT plant in commercial production (ISM)
🔗 Making noisy analog AI chips accurate (weight splitting)
🔗 India now has 5 chip plants in commercial production, but its first wafer fab sl

📅 Upcoming events

✅ OSAT plant in commercial production (ISM)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Small scale; high expectations priced in
❌ Small scale; high expectations priced in
❌ System-level review: specialised analog/physical accelerators can show 'little or no advantage' once conversion, control and memory access are counted.

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it low (list to follow) (score 45)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Follow-up papers
Step 2Shown on real Micron test silicon
Step 3Could ship inside analog-AI memory products

Timeline steps are our judgment unless marked as company plan.

COHR

Coherent · USA

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 Medium how strongly we believe it ⏳ 2026-2029

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Lasers/optics for photonic links & CPO
🔗 A light-based 'highway' between AI chip and memory
🔗 A light switch sending 200 billion bits per second per colour
🔗 Silicon photonics reaches high-volume factories

📅 Upcoming events

✅ Lasers/optics for photonic links & CPO
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Optics price wars
❌ Optics price wars
❌ Nvidia networking SVP: 'If you can use copper, use copper' — optics only where distance forces it.

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it Medium (score 64)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Prototype shown to partners
Step 2Early customer trials
Step 3Possibly inside some AI servers

Timeline steps are our judgment unless marked as company plan.

LAES

SEALSQ · Switzerland

⏳ PromisingReal progress, but no big event soon. If you act at all, start small 💪 Medium how strongly we believe it ⏳ 2026-2030

1Lab physics
2Hardware demo
3Cloud access / customers
4Commercial advantage

💡 The idea

🎯 Post-quantum security chips; Alice & Bob estimate (Oct 30) adds urgency to upgrades
🔗 Alice & Bob: about 22,600 'cat qubits' could break RSA-2048 encryption in about
🔗 NIST finalizes the roadmap for moving to quantum-safe encryption, a day after AW

📅 Upcoming events

✅ Post-quantum security chips; Alice & Bob estimate (Oct 30) adds urgency to upgrades
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Small, volatile company; post-quantum revenue still early
❌ Speculative; not linked to Alice & Bob (our judgment)

✅ Plan

⏳ Promising: real progress, but no big event soon · how strongly we believe it Medium (score 60)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsBanks and governments speed up post-quantum upgrades
3 yearsFirst small error-corrected cat-qubit demos
5 years+Machines of this size remain uncertain

Timeline steps are our judgment unless marked as company plan.

6857 (Japan)

Advantest · Japan

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ Now-2027

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 AI chip testing demand
🔗 Gluing chips together copper-to-copper (hybrid bonding)

📅 Upcoming events

✅ AI chip testing demand
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Cyclical; valuation
❌ Cyclical; valuation
❌ SK hynix: hybrid bonding not ready for HBM4E.

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 64)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1More orders for bonding machines
Step 2Used in some memory and logic stacks
Step 3Standard for top AI chips

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity meta platforms

Meta Platforms · USA

👀 Too earlyStill early. Just follow the news for now 💪 High how strongly we believe it ⏳ Now-2027

1Research
2Preview
3Shipping
4Widely adopted

💡 The idea

🎯 Muse Wonder frontier model and Muse Spark Open
🔗 Meta's superintelligence lab ships its first frontier model, Muse Wonder
🔗 Meta releases Muse Spark Open, which it calls the most capable US open-weight mo

📅 Upcoming events

✅ Muse Wonder frontier model and Muse Spark Open
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ AI spending is huge; returns unproven
❌ AI is a small direct revenue line vs ads (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it High (score 71)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsRapid model updates
3 yearsAgent products built on it
5 yearsCompetitive position vs other labs unclear

Timeline steps are our judgment unless marked as company plan.

UPST

Upstart · USA

👀 Too earlyStill early. Just follow the news for now 💪 High how strongly we believe it ⏳ 2026-2027

1Research / sandbox
2Pilot
3Live launch
4Scaled & regulated

💡 The idea

🎯 Cash-flow and AI credit models gaining ground (sector signal from Plaid launch)
🔗 Plaid launches a transformer AI credit score it says predicts repayment 42% bett

📅 Upcoming events

✅ Cash-flow and AI credit models gaining ground (sector signal from Plaid launch)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Credit cycle and funding risk
❌ Not directly tied to Plaid; sector knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it High (score 66)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsMore lenders test transaction-based scores
3 yearsCommon in fintech lending
5 yearsCould feed mainstream bank underwriting

Timeline steps are our judgment unless marked as company plan.

SOFI

SoFi Technologies · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2026-2028

1Research / sandbox
2Pilot
3Live launch
4Scaled & regulated

💡 The idea

🎯 Fintech lender that could adopt cash-flow underwriting
🔗 Plaid launches a transformer AI credit score it says predicts repayment 42% bett

📅 Upcoming events

✅ Fintech lender that could adopt cash-flow underwriting
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Credit losses in a downturn
❌ Knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 58)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsMore lenders test transaction-based scores
3 yearsCommon in fintech lending
5 yearsCould feed mainstream bank underwriting

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity bajaj finance

BAJFINANCE (India (NSE))

Bajaj Finance · India

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2026-2028

1Research / sandbox
2Pilot
3Live launch
4Scaled & regulated

💡 The idea

🎯 Large Indian consumer lender using data-driven credit (knock-on effect)
🔗 Plaid launches a transformer AI credit score it says predicts repayment 42% bett

📅 Upcoming events

✅ Large Indian consumer lender using data-driven credit (knock-on effect)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Indian credit-cycle risk
❌ Knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 54)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsMore lenders test transaction-based scores
3 yearsCommon in fintech lending
5 yearsCould feed mainstream bank underwriting

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity janus henderson

JHG

Janus Henderson · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2026-2028

1Research / sandbox
2Pilot
3Live launch
4Scaled & regulated

💡 The idea

🎯 Launched JQQQ tokenized Nasdaq-100 fund (Oct 27)
🔗 Janus Henderson puts a Nasdaq-100 fund on a blockchain (JQQQ)

📅 Upcoming events

✅ Launched JQQQ tokenized Nasdaq-100 fund (Oct 27)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Tokenized assets are a tiny share of its funds
❌ Small revenue impact near term (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 58)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsMore index funds go on-chain
3 yearsTokenized funds used as collateral in trading
5 yearsPart of mainstream fund distribution if rules allow

Timeline steps are our judgment unless marked as company plan.

NDAQ

Nasdaq · USA

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2026-2028

1Research / sandbox
2Pilot
3Live launch
4Scaled & regulated

💡 The idea

🎯 Licensed Nasdaq-100 to the first issuer-sponsored tokenized fund
🔗 Janus Henderson puts a Nasdaq-100 fund on a blockchain (JQQQ)

📅 Upcoming events

✅ Licensed Nasdaq-100 to the first issuer-sponsored tokenized fund
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Licensing fees from tokenized funds are small
❌ Diluted exposure (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 54)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsMore index funds go on-chain
3 yearsTokenized funds used as collateral in trading
5 yearsPart of mainstream fund distribution if rules allow

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity mtar technologies

MTARTECH (India (NSE))

MTAR Technologies · India

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2026-2028

1Design
2Testing
3Flight
4Operations

💡 The idea

🎯 ISRO engine-parts supplier; GSLV-F18 success (Oct 30) and more ISRO launches planned this financial year
🔗 ISRO's GSLV-F18 puts NVS-03 in orbit, set to restore India's own GPS (NavIC)
🔗 Skyroot wins two launches from a US firm and a rocket co-design pact in Brazil a

📅 Upcoming events

✅ ISRO engine-parts supplier; GSLV-F18 success (Oct 30) and more ISRO launches planned this financial year
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Space is one segment alongside clean energy and defence
❌ Not named in this launch's coverage; knock-on effect (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 58)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsNVS-03 commissioned; standalone NavIC positioning back
3 yearsNVS-04/05 complete the new series
5 yearsNavIC common in Indian phones and vehicles

Timeline steps are our judgment unless marked as company plan.

AVGO

Broadcom · USA

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2027-2029

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Design partner for FuriosaAI's third-generation chip (Oct 28)
🔗 FuriosaAI raises $620M at a $2.9B valuation to more than double output of its lo

📅 Upcoming events

✅ Design partner for FuriosaAI's third-generation chip (Oct 28)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Furiosa is one of many custom-chip partners
❌ Knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 54)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 years2027 output ramp; more enterprise customers
3 yearsThird-generation chip samples (reports suggest around 2028)
5 yearsA real alternative for low-power AI serving, if it wins big buyers

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity reliance industries

RELIANCE (India (NSE))

Reliance Industries · India

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2028-2030

1Lab cell
2Pilot cell
3Pilot line
4Mass production

💡 The idea

🎯 Green ammonia supply deal with Samsung C&T worth over $3B, deliveries from 2028 (MNRE, Oct 29)
🔗 Indian firms have signed 5.5 lakh tonnes a year of green hydrogen supply deals,

📅 Upcoming events

✅ Green ammonia supply deal with Samsung C&T worth over $3B, deliveries from 2028 (MNRE, Oct 29)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Green hydrogen is a small part of a large conglomerate
❌ Knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 53)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsInvestment decisions on the first big plants
3 yearsFirst export deliveries (company plans: 2028-2029)
5 yearsIndia a major green ammonia exporter, if costs hold

Timeline steps are our judgment unless marked as company plan.

IBM

IBM · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027-2030

1Lab physics
2Hardware demo
3Cloud access / customers
4Commercial advantage

💡 The idea

🎯 Multi-chip quantum links (l-couplers) early paper (not yet checked), Oct 2026
🔗 IBM links two 120-qubit chips with four meter-long quantum cables, moving 99% of

📅 Upcoming events

✅ Multi-chip quantum links (l-couplers) early paper (not yet checked), Oct 2026
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Quantum is a small part of IBM's revenue
❌ Quantum is a tiny slice of a large company (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 61)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsMore chips linked, better accuracy
3 yearsModular machines with error correction tests
5 yearsLarge multi-chip quantum computers, if accuracy keeps rising

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity paras defence and space technologies

PARAS (India (NSE))

Paras Defence and Space Technologies · India

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2026-2028

1Design
2Testing
3Flight
4Operations

💡 The idea

🎯 Space and defence optics supplier; Indian private launch orders growing (Skyroot, Oct 2026)
🔗 Skyroot wins two launches from a US firm and a rocket co-design pact in Brazil a

📅 Upcoming events

✅ Space and defence optics supplier; Indian private launch orders growing (Skyroot, Oct 2026)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Small, volatile stock; not named as a Skyroot supplier
❌ Knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 56)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsMore Vikram-1 flights
3 yearsRegular paid launches
5 yearsIndia becomes a common choice for small satellites

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity iqm quantum computers

IQMX

IQM Quantum Computers · Finland

👀 Too earlyStill early. Just follow the news for now 💪 High how strongly we believe it ⏳ 2027+

1Lab physics
2Hardware demo
3Cloud access / customers
4Commercial advantage

💡 The idea

🎯 Full 54-qubit entanglement on cloud Emerald
🔗 IQM entangles all 54 qubits on its cloud Emerald chip at once

📅 Upcoming events

✅ Full 54-qubit entanglement on cloud Emerald
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Fidelity only just above threshold
❌ Small company in a crowded field (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it High (score 75)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsLarger IQM chips
3 yearsCustomer algorithms using full chips
5 yearsCompetitive cloud offering if error rates fall

Timeline steps are our judgment unless marked as company plan.

🔒 Private

Altera · USA

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2027

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Agilex 2X FPGA launch (Oct 28)
🔗 Altera launches Agilex 2X FPGAs with 1.8× better performance per watt for AI inf

📅 Upcoming events

✅ Agilex 2X FPGA launch (Oct 28)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Not listed; FPGAs lose to custom chips for pure AI maths
❌ Performance figure is vendor-claimed

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 71)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Early customer designs.
Step 2In network gear and AI servers.
Step 3Replaced by the next generation.

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity procure space etf

UFO

Procure Space ETF · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027+

1Design
2Testing
3Flight
4Operations

💡 The idea

🎯 Basket exposure to space companies (our judgment)
🔗 SpaceX plans to catch both Starship stages on Flight 15
🔗 Rocket Lab pushes Neutron's first launch to 2027 after finding flaws in fuel-tan
🔗 ISRO's GSLV-F18 puts NVS-03 in orbit, set to restore India's own GPS (NavIC)

📅 Upcoming events

✅ Basket exposure to space companies (our judgment)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Many holdings are satellite/telecom, not rockets
❌ SpaceX and Blue Origin are private, so ETFs miss them (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 54)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsCatch attempt result
3 yearsFaster launch cadence
5 yearsCheaper launches if reuse is routine

Timeline steps are our judgment unless marked as company plan.

CEVA

Ceva · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027-2029 (royalties lag)

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Next-gen NeuPro NPU IP (Oct 28); early access now, general availability Q2 2027
🔗 Ceva unveils next-gen NeuPro AI engines (2× throughput per mm²) and enters AI in

📅 Upcoming events

✅ Next-gen NeuPro NPU IP (Oct 28); early access now, general availability Q2 2027
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Crowded IP market; vendor-claimed gains
❌ General availability not until Q2 2027

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 62)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Early-access licensees.
Step 2First chips using it ship.
Step 3Royalties if widely adopted.

Timeline steps are our judgment unless marked as company plan.

BESI (Netherlands)

Besi · Europe

👀 Too earlyStill early. Just follow the news for now 💪 High how strongly we believe it ⏳ 2026-2028

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Hybrid bonding tied to Applied Materials partnership
🔗 Gluing chips together copper-to-copper (hybrid bonding)
🔗 China's DF1000 AI chip stacks memory directly on its logic, reaching 6.4 TB/s wi

📅 Upcoming events

✅ Hybrid bonding tied to Applied Materials partnership
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Adoption timing slips
❌ Adoption timing slips
❌ SK hynix: hybrid bonding not ready for HBM4E.

✅ Plan

👀 Too early: still early · how strongly we believe it High (score 82)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1More orders for bonding machines
Step 2Used in some memory and logic stacks
Step 3Standard for top AI chips

Timeline steps are our judgment unless marked as company plan.

ADEA

Adeia · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2026-2028

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Licenses hybrid-bonding IP
🔗 Gluing chips together copper-to-copper (hybrid bonding)
🔗 China's DF1000 AI chip stacks memory directly on its logic, reaching 6.4 TB/s wi

📅 Upcoming events

✅ Licenses hybrid-bonding IP
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Litigation outcomes
❌ Litigation outcomes
❌ SK hynix: hybrid bonding not ready for HBM4E.

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 58)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1More orders for bonding machines
Step 2Used in some memory and logic stacks
Step 3Standard for top AI chips

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity larsen toubro

LT (India (NSE))

Larsen & Toubro · India

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2029-2031

1Lab cell
2Pilot cell
3Pilot line
4Mass production

💡 The idea

🎯 L&T-ITOCHU venture to supply 3 lakh tonnes a year of green ammonia from Dec 2029 (MNRE, Oct 29)
🔗 Indian firms have signed 5.5 lakh tonnes a year of green hydrogen supply deals,
🔗 L&T's Vyoma.AI breaks ground on a 52 MW liquid-cooled AI data centre in Chennai

📅 Upcoming events

✅ L&T-ITOCHU venture to supply 3 lakh tonnes a year of green ammonia from Dec 2029 (MNRE, Oct 29)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Green hydrogen is a small part of an engineering giant
❌ Knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 50)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsInvestment decisions on the first big plants
3 yearsFirst export deliveries (company plans: 2028-2029)
5 yearsIndia a major green ammonia exporter, if costs hold

Timeline steps are our judgment unless marked as company plan.

0020 (Hong Kong)

SenseTime · Hong Kong

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2026-2027

1Paper / research
2Limited preview
3Generally available
4Widely adopted

💡 The idea

🎯 Released open-weight Loop-9B-Preview (Oct 30)
🔗 SenseTime open-sources Loop-9B, a model that runs its own layers twice to act li

📅 Upcoming events

✅ Released open-weight Loop-9B-Preview (Oct 30)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Long record of losses; benchmarks are its own
❌ Open model may not lift revenue (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 49)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsIndependent tests confirm or cut the claims
3 yearsLayer-reuse tricks common in small models
5 yearsPhone-sized models with big-model skills

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity lloyds banking group

LYG

Lloyds Banking Group · UK

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2026-2027

1Research / sandbox
2Pilot
3Live launch
4Scaled & regulated

💡 The idea

🎯 Agentic AI fraud platform >90% accuracy (Oct 26)
🔗 Lloyds' agentic AI fraud assistant passes 90% decision accuracy on 10,600 live c

📅 Upcoming events

✅ Agentic AI fraud platform >90% accuracy (Oct 26)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Fraud AI is a small cost lever for a large bank
❌ Diluted exposure (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 48)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsRolled to more fraud types
3 yearsAgentic AI common in bank investigations
5 yearsLinked with anti-money-laundering checks

Timeline steps are our judgment unless marked as company plan.

ICICIBANK (India (NSE))

ICICI Bank · India

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2026-2027

1Research / sandbox
2Pilot
3Live launch
4Scaled & regulated

💡 The idea

🎯 Named in Reuters report: API link used in about $2M fraud at two non-bank lenders (Oct 8-9)
🔗 RBI presses banks to prove cyber defences as AI-assisted API attacks hit Indian

📅 Upcoming events

✅ Named in Reuters report: API link used in about $2M fraud at two non-bank lenders (Oct 8-9)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Reputation and regulatory risk; money impact small for its size
❌ At-risk knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 48)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsTighter API security checks
3 yearsHigher bank cybersecurity spending
5 yearsAI-versus-AI fraud defence becomes standard

Timeline steps are our judgment unless marked as company plan.

MSFT

Microsoft · USA

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2026-2028

1Paper / research
2Limited preview
3Generally available
4Widely adopted

💡 The idea

🎯 Major OpenAI partner; GPT-6.1 Terra launch
🔗 OpenAI's GPT-6.1 Terra: computer-use AI at half the price, with errors cut from
🔗 Mistral releases the weights of Large 4, a ~1-trillion-parameter open model aime
🔗 OpenAI and Anthropic each say their AI disproved a 30-year-old computing belief;

📅 Upcoming events

✅ Major OpenAI partner; GPT-6.1 Terra launch
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ AI is one part of a huge business
❌ Diluted exposure (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 47)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsCommon in office automation
3 yearsAI agents handle routine desk tasks
5 yearsMost form-filling work automated

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity crispr therapeutics

CRSP

CRISPR Therapeutics · Switzerland/USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027+

1Preclinical
2Early trial (Ph 1/2)
3Late trial (Ph 3)
4Approved

💡 The idea

🎯 FDA draft path for individualized gene editing (Oct 27); comments due Nov 27
🔗 FDA draft rule would let one approval cover many personalised gene-editing treat

📅 Upcoming events

✅ FDA draft path for individualized gene editing (Oct 27); comments due Nov 27
📅 Fri 27 Nov FDA comment deadline: individualized gene-editing draft guidance

⚠️ Risks

❌ Its approved drug targets common mutations; the new path matters most for future platforms
❌ Benefit is indirect and years away (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 55)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsGuidance finalised
3 yearsFirst platform-style approvals
5 yearsCustom edits become a routine path for rare diseases

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity intellia therapeutics

NTLA

Intellia Therapeutics · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027+

1Preclinical
2Early trial (Ph 1/2)
3Late trial (Ph 3)
4Approved

💡 The idea

🎯 FDA draft path for individualized gene editing (Oct 27)
🔗 FDA draft rule would let one approval cover many personalised gene-editing treat

📅 Upcoming events

✅ FDA draft path for individualized gene editing (Oct 27)
📅 Fri 27 Nov FDA comment deadline: individualized gene-editing draft guidance

⚠️ Risks

❌ Clinical-stage; trial setbacks can hit the stock hard
❌ Knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 51)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsGuidance finalised
3 yearsFirst platform-style approvals
5 yearsCustom edits become a routine path for rare diseases

Timeline steps are our judgment unless marked as company plan.

300750 (China (Shenzhen))

CATL · China / Hong Kong

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027-2030

1Lab cell
2Pilot cell
3Pilot line / first sites
4Mass deployment

💡 The idea

🎯 20 Ah all-solid-state trial cells; small-scale production planned 2027 (Electrek, Oct 28)
🔗 CATL starts 20 Ah trial cells of its all-solid-state EV battery, aiming for 500

📅 Upcoming events

✅ 20 Ah all-solid-state trial cells; small-scale production planned 2027 (Electrek, Oct 28)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Solid-state is still early; mass output about 2030
❌ Solid-state is a small, future part of a huge battery business (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 55)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsPilot lines and car-maker tests
3 yearsSmall numbers of solid-state EVs on sale
5 yearsMass production around 2030, if costs fall

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity hindustan aeronautics

HAL (India (NSE))

Hindustan Aeronautics · India

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027-2031

1Concept
2Trials
3Orders placed
4In service

💡 The idea

🎯 200-helicopter LMRH programme cleared in principle (Oct 26)
🔗 India's Defence Acquisition Council clears ₹2.12 lakh crore of proposals, includ

📅 Upcoming events

✅ 200-helicopter LMRH programme cleared in principle (Oct 26)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Approval is not a contract; competing bidders
❌ Contract not yet awarded (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 59)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearstenders and first drone contracts
3 yearsdeliveries begin
5 yearshelicopters replace old Cheetah/Chetak fleet

Timeline steps are our judgment unless marked as company plan.

RKLB

Rocket Lab · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027

1Design
2Testing
3Flight
4Operations

💡 The idea

🎯 Neutron debut slipped to 2027
🔗 Rocket Lab pushes Neutron's first launch to 2027 after finding flaws in fuel-tan
🔗 Analysts see a shortage of about 150 rocket launches outside China through 2030

📅 Upcoming events

✅ Neutron debut slipped to 2027
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Further schedule slips
❌ Delay already announced; execution risk remains

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 63)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsStage tests finish
3 yearsFirst launch
5 yearsRegular flights if debut succeeds

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity bharat electronics

BEL (India (NSE))

Bharat Electronics · India

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2026-2029

1Lab physics
2Hardware demo
3Cloud access / customers
4Commercial advantage

💡 The idea

🎯 Defence electronics major; quantum-secure links and defence AI programmes (knock-on effect)
🔗 Government backs QNu Labs with ₹150 crore to build India's own quantum-safe secu
🔗 India's National Quantum Mission: a 25-qubit computer and a 1,000-km secure quan
🔗 ISRO's GSLV-F18 puts NVS-03 in orbit, set to restore India's own GPS (NavIC)

📅 Upcoming events

✅ Defence electronics major; quantum-secure links and defence AI programmes (knock-on effect)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Quantum is a tiny part of a large business
❌ Not named in these announcements (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 46)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsPilot links for defence and government
3 yearsChip-based quantum key devices in trials
5 yearsWider use in banks and telecom

Timeline steps are our judgment unless marked as company plan.

QNT

Quantinuum · USA

👀 Too earlyStill early. Just follow the news for now 💪 High how strongly we believe it ⏳ 2027-2029

1Lab physics
2Hardware demo
3Cloud access / customers
4Commercial advantage

💡 The idea

🎯 99.9995% logical fidelity on Helios; Apollo targeted for 2029
🔗 Quantinuum reports 99.9995% logical fidelity on Helios, five errors per million

📅 Upcoming events

✅ 99.9995% logical fidelity on Helios; Apollo targeted for 2029
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Company-reported records; long path to profit
❌ Pure-play quantum stocks are volatile (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it High (score 74)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsMore records on Helios
3 yearsApollo prototypes
5 yearsFault-tolerant machine if the 2029 plan holds

Timeline steps are our judgment unless marked as company plan.

4062 (Japan)

Ibiden · Japan

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027-2028

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Glass substrate validation with TSMC (reported)
🔗 Glass replacing plastic under AI chips (glass substrates)

📅 Upcoming events

✅ Glass substrate validation with TSMC (reported)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Glass may arrive late
❌ Glass may arrive late
❌ Glass timelines keep slipping (Tom's Hardware).

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 61)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Pilot lines and samples
Step 2First AI products on glass, if yields are good
Step 3Common in big AI chips

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity tata electronics fab

Unlisted (parent: Tata group cos)

Tata Electronics fab · India

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2027+ (est.)

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 ₹91,526 cr Gujarat fab with PSMC
🔗 Glass replacing plastic under AI chips (glass substrates)

📅 Upcoming events

✅ ₹91,526 cr Gujarat fab with PSMC
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Not directly investable
❌ Not directly investable
❌ Glass timelines keep slipping (Tom's Hardware).

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 45)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Pilot lines and samples
Step 2First AI products on glass, if yields are good
Step 3Common in big AI chips

Timeline steps are our judgment unless marked as company plan.

GLW

Corning · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027-2029

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Glass core substrates
🔗 Glass replacing plastic under AI chips (glass substrates)

📅 Upcoming events

✅ Glass core substrates
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Glass adoption slips
❌ Glass adoption slips
❌ Glass timelines keep slipping (Tom's Hardware).

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 53)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Pilot lines and samples
Step 2First AI products on glass, if yields are good
Step 3Common in big AI chips

Timeline steps are our judgment unless marked as company plan.

TSM

TSMC · Taiwan

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ Q4 2026 (Jan 2027 results)

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 2nm steep ramp; Q4 guide $52.3-54.3B
🔗 Glass replacing plastic under AI chips (glass substrates)

📅 Upcoming events

✅ 2nm steep ramp; Q4 guide $52.3-54.3B
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Taiwan risk; overseas fab margin drag
❌ Taiwan risk; overseas fab margin drag
❌ Glass timelines keep slipping (Tom's Hardware).

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 57)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Pilot lines and samples
Step 2First AI products on glass, if yields are good
Step 3Common in big AI chips

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity prime medicine

PRME

Prime Medicine · USA

👀 Too earlyStill early. Just follow the news for now 💪 High how strongly we believe it ⏳ 2027

1Preclinical
2Early trial (Ph 1/2)
3Late trial (Ph 3)
4Approved

💡 The idea

🎯 First in-body prime edit (Wilson's disease); data expected next year
🔗 First prime edit inside a human body: Prime Medicine treats a Wilson's disease p
🔗 FDA draft rule would let one approval cover many personalised gene-editing treat

📅 Upcoming events

✅ First in-body prime edit (Wilson's disease); data expected next year
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Single patient, no efficacy data yet
❌ Clinical-stage biotech can fall sharply on trial news (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it High (score 68)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsFirst safety and copper data
3 yearsMore patients dosed if safe
5 yearsPossible approval path if efficacy holds

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity defiance quantum etf

QTUM

Defiance Quantum ETF · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027+

1Lab physics
2Hardware demo
3Cloud access / customers
4Commercial advantage

💡 The idea

🎯 Basket exposure to quantum and related computing firms (our judgment)
🔗 Google shows 'magic state cultivation' on its Willow chip, cutting errors about
🔗 Quantinuum reports 99.9995% logical fidelity on Helios, five errors per million
🔗 IQM entangles all 54 qubits on its cloud Emerald chip at once

📅 Upcoming events

✅ Basket exposure to quantum and related computing firms (our judgment)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Holdings are mostly large tech, not pure quantum
❌ Check holdings before assuming quantum exposure

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 47)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsRepeated on bigger chips
3 yearsCombined with logical qubits in algorithms
5 yearsPart of an error-corrected machine if scaling works

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity globalfoundries

GFS

GlobalFoundries · USA

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2027+

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Makes PsiQuantum's silicon-photonics chips, including the new optical switch (Oct 28)
🔗 PsiQuantum shows a light-based switch that rewires AI data-centre networks in 3

📅 Upcoming events

✅ Makes PsiQuantum's silicon-photonics chips, including the new optical switch (Oct 28)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Photonics is a small part of revenue
❌ Switch results are company-reported; only an 8×8 port count

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 46)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Samples tested by a few big cloud firms.
Step 2First switches in real AI clusters if tests go well.
Step 3Could be a standard part of AI networks, or lose to cheaper electrical switches.

Timeline steps are our judgment unless marked as company plan.

TSLA

Tesla · USA

👀 Too earlyStill early. Just follow the news for now 💪 Speculative how strongly we believe it ⏳ 2027-2029

1Lab demo
2Pilot deployment
3Commercial service
4Scaled fleet

💡 The idea

🎯 Optimus outside sales targeted by end-2027 (CEO, Oct 21)
🔗 Tesla says it could start selling Optimus humanoid robots to outside companies b

📅 Upcoming events

✅ Optimus outside sales targeted by end-2027 (CEO, Oct 21)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ CEO timelines often slip; robots are small vs car business
❌ Humanoid revenue is zero today (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Speculative (score 44)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearspilots inside Tesla factories
3 yearsfirst outside buyers, small numbers
5 yearscost per robot decides if it scales

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity exide industries

EXIDEIND (India (NSE))

Exide Industries · India

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2026-2028

1Lab cell
2Pilot cell
3Pilot line / first sites
4Mass deployment

💡 The idea

🎯 Building lithium-ion cell plant; PLI shows how hard cell ramp-ups are (Oct 2026)
🔗 New Indian battery and hydrogen-machine factories start, but only about 1 GWh of

📅 Upcoming events

✅ Building lithium-ion cell plant; PLI shows how hard cell ramp-ups are (Oct 2026)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Cell-plant delays and Chinese price competition
❌ Not a PLI awardee named in these reports (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 50)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsFirst new cell lines start
3 yearsSeveral GWh running if delays ease
5 yearsLess dependence on imported cells

Timeline steps are our judgment unless marked as company plan.

BHEL (India (NSE))

BHEL · India

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2027-2030

1Lab cell
2Pilot cell
3Pilot line / first sites
4Mass deployment

💡 The idea

🎯 Power-equipment maker with electrolyser plans; hydrogen factories starting (knock-on effect)
🔗 New Indian battery and hydrogen-machine factories start, but only about 1 GWh of

📅 Upcoming events

✅ Power-equipment maker with electrolyser plans; hydrogen factories starting (knock-on effect)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Hydrogen demand in India still small
❌ Knock-on effect only (our judgment)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 34)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsFirst new cell lines start
3 yearsSeveral GWh running if delays ease
5 yearsLess dependence on imported cells

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity tower semiconductor

TSEM

Tower Semiconductor · Israel

👀 Too earlyStill early. Just follow the news for now 💪 Medium how strongly we believe it ⏳ 2026-2029

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Photonics foundry for startups
🔗 Computing with light instead of electricity (optical AI chip)
🔗 A light switch sending 200 billion bits per second per colour

📅 Upcoming events

✅ Photonics foundry for startups
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Customer concentration
❌ Customer concentration
❌ Nature Photonics review (2026): in the cloud, losses and light-to-electric conversions 'dominate power' and have so far prevented commercial photonic tensor cores.

✅ Plan

👀 Too early: still early · how strongly we believe it Medium (score 49)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1Lab demos and first test chips
Step 2Pilot units in a few data centres, if tests go well
Step 3Could be a niche accelerator for specific AI jobs

Timeline steps are our judgment unless marked as company plan.

Illustration for opportunity twist bioscience

TWST

Twist Bioscience · USA

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2029+

1Lab proof
2Prototype system
3Pilot archives
4Commercial service

💡 The idea

🎯 DNA synthesis maker; DNA storage would need cheap writing (our judgment)
🔗 A porous silica chip writes 11× more DNA per spot, a step to cheaper 'DNA drives
🔗 HKU's 'Gungnir' code recovers data from DNA damaged like 400-year-old archives
🔗 AtlasBase unveils 'Thalia', a DNA-writing chip with 5.6 billion sites, 700× earl

📅 Upcoming events

✅ DNA synthesis maker; DNA storage would need cheap writing (our judgment)
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ DNA storage is not a material revenue line today (our judgment)
❌ Link to these papers is our judgment, not company news

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 33)
Our judgment · Not financial advice · No return promises

🗓 Timeline

1 yearsFollow-up with denser arrays
3 yearsPrototype DNA-writing chips
5 yearsCould cut DNA-write cost if paired with fab partners

Timeline steps are our judgment unless marked as company plan.

BRN (Australia)

BrainChip · Australia

👀 Too earlyStill early. Just follow the news for now 💪 Speculative how strongly we believe it ⏳ 2027+

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Edge neuromorphic chips
🔗 Brain-like chip that can learn on the device (neuromorphic)

📅 Upcoming events

✅ Edge neuromorphic chips
📅 Tue 3 Nov AMD Q3 2026 results (after US market close)

⚠️ Risks

❌ Tiny revenue; dilution
❌ Tiny revenue; dilution
❌ BrainChip, a listed neuromorphic pioneer, reported only US$1.22M revenue and a US$12.0M loss for H1 2026 — commercial demand for brain-like chips is still tiny.

✅ Plan

👀 Too early: still early · how strongly we believe it Speculative (score 55)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1More FPGA demos
Step 2First real chips (tape-out)
Step 3Possible use in robots and cameras

Timeline steps are our judgment unless marked as company plan.

AIXA

Aixtron · Europe

👀 Too earlyStill early. Just follow the news for now 💪 Low how strongly we believe it (list to follow) ⏳ 2029+

1Paper
2Prototype
3Factories & orders
4Revenue

💡 The idea

🎯 Tools for 2D-material transistors
🔗 Stacking atom-thin transistors on top of each other (2D CFETs)

📅 Upcoming events

✅ Tools for 2D-material transistors
No big event expected in the next 90 days in our calendar

⚠️ Risks

❌ Very long timeline
❌ Very long timeline
❌ Linked research is 6-10 years from market (our formula)

✅ Plan

👀 Too early: still early · how strongly we believe it low (list to follow) (score 26)
Our judgment · Not financial advice · No return promises

🗓 Timeline

Step 1More lab tests on contacts
Step 2Research pilot lines
Step 3Still mostly research; mass use likely in the 2030s

Timeline steps are our judgment unless marked as company plan.

📋 Full table view (filters, bull vs bear, scores)

Today: 20 new · 15 min

🎯 Opportunities, earliest first

Every row links back to the research that could drive it. Earlier stage = more room to gain, more risk.

Stage:

Region:

How strongly we believe it:

No stage moves since Sun 1 Nov.

Added:

Stage	Company (date added)	Region	Stock code	Big upcoming event	Timeline	Risk	How strongly we believe it	Driven by research
Stage 2 · Prototype S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Alphabet Added Fri 30 Oct	USA	GOOGL	Magic-state cultivation on Willow (Oct 15) and Genie 4 world model	2027+	Quantum and world models are tiny vs. its ad and cloud business 🐂 vs 🐻 + score 🐂 Magic-state cultivation on Willow (Oct 15) and Genie 4 world model. Exposure is diluted by a huge core business (our judgment) (judgment) How strongly we believe it score 58 = 0.4×linked how ready 64 + 0.4×20×exposure 2/5 + 0.2×20×execution 4/5 → Medium. Our judgment.	Medium	#47 Google shows 'magic state cultivation'… #57 Google DeepMind's Genie 4 generates in… #86 Google's Gemini 4 Carbon ranks #1 on a… #88 Anthropic's Claude Haiku 5.5 costs abo… #24 Google's Suncatcher satellite sends ba… #10 Waymo adds about 250 square miles of r… #5 Google and McKinsey sign 10-year deals… #4 Xreal launches Aura, the first Android…
Stage 2 · Pilot deployment S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Quantinuum Added Fri 30 Oct	USA	QNT	99.9995% logical fidelity on Helios; Apollo targeted for 2029	2027-2029	Company-reported records; long path to profit 🐂 vs 🐻 + score 🐂 99.9995% logical fidelity on Helios; Apollo targeted for 2029. Pure-play quantum stocks are volatile (our judgment) (judgment) How strongly we believe it score 74 = 0.4×linked how ready 54 + 0.4×20×exposure 5/5 + 0.2×20×execution 3/5 → High. Our judgment.	High	#48 Quantinuum reports 99.9995% logical fi…
Stage 2 · Hardware demo S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	IQM Quantum Computers Added Fri 30 Oct	Finland	IQMX	Full 54-qubit entanglement on cloud Emerald	2027+	Fidelity only just above threshold 🐂 vs 🐻 + score 🐂 Full 54-qubit entanglement on cloud Emerald. Small company in a crowded field (our judgment) (judgment) How strongly we believe it score 75 = 0.4×linked how ready 67 + 0.4×20×exposure 5/5 + 0.2×20×execution 2/5 → High. Our judgment.	High	#49 IQM entangles all 54 qubits on its clo…
Stage 2 · Hardware demo S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Defiance Quantum ETF Added Fri 30 Oct	USA	QTUM	Basket exposure to quantum and related computing firms (our judgment)	2027+	Holdings are mostly large tech, not pure quantum 🐂 vs 🐻 + score 🐂 Basket exposure to quantum and related computing firms (our judgment). Check holdings before assuming quantum exposure (judgment) How strongly we believe it score 47 = 0.4×linked how ready 47 + 0.4×20×exposure 2/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#47 Google shows 'magic state cultivation'… #48 Quantinuum reports 99.9995% logical fi… #49 IQM entangles all 54 qubits on its clo… #30 Alice & Bob: about 22,600 'cat qubits'…
Stage 2 · Hardware demo S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Prime Medicine Added Fri 30 Oct	USA	PRME	First in-body prime edit (Wilson's disease); data expected next year	2027	Single patient, no efficacy data yet 🐂 vs 🐻 + score 🐂 First in-body prime edit (Wilson's disease); data expected next year. Clinical-stage biotech can fall sharply on trial news (our judgment) (judgment) How strongly we believe it score 68 = 0.4×linked how ready 50 + 0.4×20×exposure 5/5 + 0.2×20×execution 2/5 → High. Our judgment.	High	#50 First prime edit inside a human body: … #32 FDA draft rule would let one approval …
Stage 2 · Early trial (Ph 1/2) S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Meta Platforms Added Fri 30 Oct	USA	META	Muse Wonder frontier model and Muse Spark Open	Now-2027	AI spending is huge; returns unproven 🐂 vs 🐻 + score 🐂 Muse Wonder frontier model and Muse Spark Open. AI is a small direct revenue line vs ads (our judgment) (judgment) How strongly we believe it score 71 = 0.4×linked how ready 78 + 0.4×20×exposure 3/5 + 0.2×20×execution 4/5 → High. Our judgment.	High	#56 Meta's superintelligence lab ships its… #58 Meta releases Muse Spark Open, which i…
Stage 2 · Preview S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Rocket Lab Added Fri 30 Oct	USA	RKLB	Neutron debut slipped to 2027	2027	Further schedule slips 🐂 vs 🐻 + score 🐂 Neutron debut slipped to 2027. Delay already announced; execution risk remains (judgment) How strongly we believe it score 63 = 0.4×linked how ready 56 + 0.4×20×exposure 4/5 + 0.2×20×execution 2/5 → Medium. Our judgment.	Medium	#63 Rocket Lab pushes Neutron's first laun… #17 Analysts see a shortage of about 150 r…
Stage 2 · Testing S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Procure Space ETF Added Fri 30 Oct	USA	UFO	Basket exposure to space companies (our judgment)	2027+	Many holdings are satellite/telecom, not rockets 🐂 vs 🐻 + score 🐂 Basket exposure to space companies (our judgment). SpaceX and Blue Origin are private, so ETFs miss them (our judgment) (judgment) How strongly we believe it score 54 = 0.4×linked how ready 66 + 0.4×20×exposure 2/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#62 SpaceX plans to catch both Starship st… #63 Rocket Lab pushes Neutron's first laun… #31 ISRO's GSLV-F18 puts NVS-03 in orbit, … #17 Analysts see a shortage of about 150 r…
Stage 2 · Testing S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Twist Bioscience Added Fri 30 Oct	USA	TWST	DNA synthesis maker; DNA storage would need cheap writing (our judgment)	2029+	DNA storage is not a material revenue line today (our judgment) 🐂 vs 🐻 + score 🐂 DNA synthesis maker; DNA storage would need cheap writing (our judgment). Link to these papers is our judgment, not company news (judgment) How strongly we believe it score 33 = 0.4×linked how ready 33 + 0.4×20×exposure 1/5 + 0.2×20×execution 3/5 → 👀 Too early: still early. Our judgment.	Watch	#46 A porous silica chip writes 11× more D… #44 HKU's 'Gungnir' code recovers data fro… #37 AtlasBase unveils 'Thalia', a DNA-writ…
Stage 1 · Lab proof S1 (10-28) → S1 (10-29) → S1 (10-30) → S1 (10-31) → S1 (11-01) → S1 (11-02)	Aixtron Added Wed 28 Oct	Europe	AIXA	Tools for 2D-material transistors	2029+	Very long timeline 🐂 vs 🐻 + score 🐂 Tools for 2D-material transistors. Very long timeline (judgment) Linked research is 6-10 years from market (our formula) (judgment) How strongly we believe it score 26 = 0.4×linked how ready 16 + 0.4×20×exposure 1/5 + 0.2×20×execution 3/5 → 👀 Too early: still early. Our judgment.	Watch	#75 Stacking atom-thin transistors on top …
Stage 1 · Paper S1 (10-28) → S1 (10-29) → S1 (10-30) → S1 (10-31) → S1 (11-01) → S1 (11-02)	Micron Added Wed 28 Oct	USA/India	MU	Analog in-memory & HBM; Gujarat plant	2026-2029	Memory cycle 🐂 vs 🐻 + score 🐂 Analog in-memory & HBM; Gujarat plant. Memory cycle (judgment) System-level review: specialised analog/physical accelerators can show 'little or no advantage' once conversion, control and memory access are counted. source How strongly we believe it score 60 = 0.4×linked how ready 50 + 0.4×20×exposure 3/5 + 0.2×20×execution 4/5 → Medium. Our judgment.	Medium	#73 Making noisy analog AI chips accurate … #72 Storing many values in one memory spot… #13 Nvidia's Rubin AI chip ships with 11% …
Stage 2 · Prototype S2 (10-28) → S2 (10-29) → S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Ibiden Added Wed 28 Oct ^{[source 14]}	Japan	4062 (Japan)	Glass substrate validation with TSMC (reported)	2027-2028	Glass may arrive late 🐂 vs 🐻 + score 🐂 Glass substrate validation with TSMC (reported). Glass may arrive late (judgment) Glass timelines keep slipping (Tom's Hardware). source How strongly we believe it score 61 = 0.4×linked how ready 52 + 0.4×20×exposure 3/5 + 0.2×20×execution 4/5 → Medium. Our judgment.	Medium	#77 Glass replacing plastic under AI chips…
Stage 2 · Prototype S2 (10-28) → S2 (10-29) → S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Tata Electronics fab Added Wed 28 Oct ^{[source 8]}	India	Unlisted (parent: Tata group cos)	₹91,526 cr Gujarat fab with PSMC	2027+ (est.)	Not directly investable 🐂 vs 🐻 + score 🐂 ₹91,526 cr Gujarat fab with PSMC. Not directly investable (judgment) Glass timelines keep slipping (Tom's Hardware). source How strongly we believe it score 45 = 0.4×linked how ready 52 + 0.4×20×exposure 2/5 + 0.2×20×execution 2/5 → 👀 Too early: still early. Not directly investable → 👀 Too early: still early. Our judgment.	Watch	#77 Glass replacing plastic under AI chips…
Stage 2 · Prototype S2 (10-28) → S2 (10-29) → S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Coherent Added Wed 28 Oct	USA	COHR	Lasers/optics for photonic links & CPO	2026-2029	Optics price wars 🐂 vs 🐻 + score 🐂 Lasers/optics for photonic links & CPO. Optics price wars (judgment) Nvidia networking SVP: 'If you can use copper, use copper' — optics only where distance forces it. source How strongly we believe it score 64 = 0.4×linked how ready 51 + 0.4×20×exposure 4/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#71 A light-based 'highway' between AI chi… #74 A light switch sending 200 billion bit… #81 Silicon photonics reaches high-volume …
Stage 2 · Prototype S2 (10-28) → S2 (10-29) → S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Tower Semiconductor Added Wed 28 Oct	Israel	TSEM	Photonics foundry for startups	2026-2029	Customer concentration 🐂 vs 🐻 + score 🐂 Photonics foundry for startups. Customer concentration (judgment) Nature Photonics review (2026): in the cloud, losses and light-to-electric conversions 'dominate power' and have so far prevented commercial photonic tensor cores. source Nvidia networking SVP: 'If you can use copper, use copper' — optics only where distance forces it. source How strongly we believe it score 49 = 0.4×linked how ready 34 + 0.4×20×exposure 3/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#70 Computing with light instead of electr… #74 A light switch sending 200 billion bit…
Stage 2 · Prototype S2 (10-28) → S2 (10-29) → S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Corning Added Wed 28 Oct	USA	GLW	Glass core substrates	2027-2029	Glass adoption slips 🐂 vs 🐻 + score 🐂 Glass core substrates. Glass adoption slips (judgment) Glass timelines keep slipping (Tom's Hardware). source How strongly we believe it score 53 = 0.4×linked how ready 52 + 0.4×20×exposure 2/5 + 0.2×20×execution 4/5 → Medium. Our judgment.	Medium	#77 Glass replacing plastic under AI chips…
Stage 2 · Prototype S2 (10-28) → S2 (10-29) → S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	BrainChip Added Wed 28 Oct	Australia	BRN (Australia)	Edge neuromorphic chips	2027+	Tiny revenue; dilution 🐂 vs 🐻 + score 🐂 Edge neuromorphic chips. Tiny revenue; dilution (judgment) BrainChip, a listed neuromorphic pioneer, reported only US$1.22M revenue and a US$12.0M loss for H1 2026 — commercial demand for brain-like chips is still tiny. source How strongly we believe it score 55 = 0.4×linked how ready 28 + 0.4×20×exposure 5/5 + 0.2×20×execution 1/5 → Speculative. Our judgment.	Speculative	#78 Brain-like chip that can learn on the …
Stage 2 · Prototype S2 (10-29) → S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Ceva Added Thu 29 Oct	USA	CEVA	Next-gen NeuPro NPU IP (Oct 28); early access now, general availability Q2 2027	2027-2029 (royalties lag)	Crowded IP market; vendor-claimed gains 🐂 vs 🐻 + score 🐂 Next-gen NeuPro NPU IP (Oct 28); early access now, general availability Q2 2027. General availability not until Q2 2027 source How strongly we believe it score 62 = 0.4×linked how ready 66 + 0.4×20×exposure 3/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#69 Ceva unveils next-gen NeuPro AI engine…
Stage 2 · Prototype S2 (10-29) → S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	GlobalFoundries Added Thu 29 Oct	USA	GFS	Makes PsiQuantum's silicon-photonics chips, including the new optical switch (Oct 28)	2027+	Photonics is a small part of revenue 🐂 vs 🐻 + score 🐂 Makes PsiQuantum's silicon-photonics chips, including the new optical switch (Oct 28). Switch results are company-reported; only an 8×8 port count source How strongly we believe it score 46 = 0.4×linked how ready 46 + 0.4×20×exposure 2/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#65 PsiQuantum shows a light-based switch …
Stage 2 · Prototype S2 (10-29) → S2 (10-30) → S2 (10-31) → S2 (11-01) → S2 (11-02)	Altera Added Thu 29 Oct	USA	Private (Silver Lake majority; Intel minority)	Agilex 2X FPGA launch (Oct 28)	2027	Not listed; FPGAs lose to custom chips for pure AI maths 🐂 vs 🐻 + score 🐂 Agilex 2X FPGA launch (Oct 28). Performance figure is vendor-claimed source How strongly we believe it score 71 = 0.4×linked how ready 67 + 0.4×20×exposure 4/5 + 0.2×20×execution 3/5 → 👀 Too early: still early. Not directly investable → 👀 Too early: still early. Our judgment.	Watch	#68 Altera launches Agilex 2X FPGAs with 1…
Stage 3 · Factories & orders S3 (10-28) → S3 (10-29) → S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Besi Added Wed 28 Oct ^{[source 14]}	Europe	BESI (Netherlands)	Hybrid bonding tied to Applied Materials partnership	2026-2028	Adoption timing slips 🐂 vs 🐻 + score 🐂 Hybrid bonding tied to Applied Materials partnership. Adoption timing slips (judgment) SK hynix: hybrid bonding not ready for HBM4E. source How strongly we believe it score 82 = 0.4×linked how ready 66 + 0.4×20×exposure 5/5 + 0.2×20×execution 4/5 → High. Our judgment.	High	#76 Gluing chips together copper-to-copper… #33 China's DF1000 AI chip stacks memory d…
Stage 3 · Factories & orders S3 (10-28) → S3 (10-29) → S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Advantest Added Wed 28 Oct ^{[source 14]}	Japan	6857 (Japan)	AI chip testing demand	Now-2027	Cyclical; valuation 🐂 vs 🐻 + score 🐂 AI chip testing demand. Cyclical; valuation (judgment) SK hynix: hybrid bonding not ready for HBM4E. source How strongly we believe it score 64 = 0.4×linked how ready 80 + 0.4×20×exposure 2/5 + 0.2×20×execution 4/5 → Medium. Our judgment.	Medium	#76 Gluing chips together copper-to-copper…
Stage 3 · Factories & orders S3 (10-28) → S3 (10-29) → S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Kaynes Technology Added Wed 28 Oct ^{[source 8]}	India	KAYNES (India (NSE))	OSAT plant in commercial production (ISM)	2026-2027	Small scale; high expectations priced in 🐂 vs 🐻 + score 🐂 OSAT plant in commercial production (ISM). Small scale; high expectations priced in (judgment) System-level review: specialised analog/physical accelerators can show 'little or no advantage' once conversion, control and memory access are counted. source How strongly we believe it score 45 = 0.4×linked how ready 63 + 0.4×20×exposure 1/5 + 0.2×20×execution 3/5 → 👀 Too early: still early. Our judgment.	Watch	#73 Making noisy analog AI chips accurate … #38 India now has 5 chip plants in commerc…
Stage 3 · Factories & orders S3 (10-28) → S3 (10-29) → S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	CG Power Added Wed 28 Oct ^{[source 8]}	India	CGPOWER (India (NSE))	Chip packaging JV with Renesas & Stars	2026-2027	Execution; ramp delays 🐂 vs 🐻 + score 🐂 Chip packaging JV with Renesas & Stars. Execution; ramp delays (judgment) SK hynix: hybrid bonding not ready for HBM4E. source How strongly we believe it score 54 = 0.4×linked how ready 86 + 0.4×20×exposure 1/5 + 0.2×20×execution 3/5 → 👀 Too early: still early. Our judgment.	Watch	#76 Gluing chips together copper-to-copper… #38 India now has 5 chip plants in commerc…
Stage 3 · Factories & orders S3 (10-28) → S3 (10-29) → S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Adeia Added Wed 28 Oct	USA	ADEA	Licenses hybrid-bonding IP	2026-2028	Litigation outcomes 🐂 vs 🐻 + score 🐂 Licenses hybrid-bonding IP. Litigation outcomes (judgment) SK hynix: hybrid bonding not ready for HBM4E. source How strongly we believe it score 58 = 0.4×linked how ready 66 + 0.4×20×exposure 3/5 + 0.2×20×execution 2/5 → Medium. Our judgment.	Medium	#76 Gluing chips together copper-to-copper… #33 China's DF1000 AI chip stacks memory d…
Stage 3 · Factories & orders S3 (10-28) → S3 (10-29) → S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	STMicroelectronics Added Wed 28 Oct	Europe	STM	PIC100 photonics in volume	2026-2027	Auto/industrial weakness 🐂 vs 🐻 + score 🐂 PIC100 photonics in volume. Auto/industrial weakness (judgment) Nvidia networking SVP: 'If you can use copper, use copper' — optics only where distance forces it. source How strongly we believe it score 66 = 0.4×linked how ready 84 + 0.4×20×exposure 2/5 + 0.2×20×execution 4/5 → High. Our judgment.	High	#81 Silicon photonics reaches high-volume …
Stage 4 · Revenue S4 (10-28) → S4 (10-29) → S4 (10-30) → S4 (10-31) → S4 (11-01) → S4 (11-02)	SK hynix Added Wed 28 Oct ^{[source 21]}	Korea	000660 (Korea)	Q3 (Oct 28): revenue ₩104.6T (+328% vs last year), DRAM/HBM booked through 2029, long-term deals with 14 customers cover >50% of 2027-28 output	Now-2027	Memory price cycle reversal 🐂 vs 🐻 + score 🐂 Q3 (Oct 28): revenue ₩104.6T (+328% vs last year), DRAM/HBM booked through 2029, long-term deals with 14 customers cover >50% of 2027-28 output. Memory price cycle reversal (judgment) SK hynix: hybrid bonding not ready for HBM4E. source How strongly we believe it score 83 = 0.4×linked how ready 88 + 0.4×20×exposure 4/5 + 0.2×20×execution 4/5 → High. Our judgment.	High	#76 Gluing chips together copper-to-copper… #13 Nvidia's Rubin AI chip ships with 11% …
Stage 4 · Revenue S4 (10-28) → S4 (10-29) → S4 (10-30) → S4 (10-31) → S4 (11-01) → S4 (11-02)	TSMC Added Wed 28 Oct ^{[source 2]}	Taiwan	TSM	2nm steep ramp; Q4 guide $52.3-54.3B	Q4 2026 (Jan 2027 results)	Taiwan risk; overseas fab margin drag 🐂 vs 🐻 + score 🐂 2nm steep ramp; Q4 guide $52.3-54.3B. Taiwan risk; overseas fab margin drag (judgment) Glass timelines keep slipping (Tom's Hardware). source How strongly we believe it score 57 = 0.4×linked how ready 52 + 0.4×20×exposure 2/5 + 0.2×20×execution 5/5 → Medium. Our judgment.	Medium	#77 Glass replacing plastic under AI chips…
Stage 4 · Revenue S4 (10-28) → S4 (10-29) → S4 (10-30) → S4 (10-31) → S4 (11-01) → S4 (11-02)	Nvidia Added Wed 28 Oct ^{[source 1]}	USA	NVDA	Vera Rubin ramp in full production	Next results ~late Nov 2026 (est.)	Customer capex slowdown; China rules 🐂 vs 🐻 + score 🐂 Vera Rubin ramp in full production. Customer capex slowdown; China rules (judgment) Nvidia networking SVP: 'If you can use copper, use copper' — optics only where distance forces it. source How strongly we believe it score 66 = 0.4×linked how ready 74 + 0.4×20×exposure 2/5 + 0.2×20×execution 5/5 → High (was Medium). Our judgment.	High	#81 Silicon photonics reaches high-volume … #74 A light switch sending 200 billion bit… #34 Mistral releases the weights of Large … #13 Nvidia's Rubin AI chip ships with 11% …
Stage 4 · Widely adopted S4 (10-28) → S4 (10-29) → S4 (10-30) → S4 (10-31) → S4 (11-01) → S4 (11-02)	AMD Added Wed 28 Oct ^{[source 3]}	USA	AMD	Q3 results Nov 3 2026; Q3 revenue guide ~$13.0B	Nov 3 2026	Execution vs Nvidia 🐂 vs 🐻 + score 🐂 Q3 results Nov 3 2026; Q3 revenue guide ~$13.0B. Execution vs Nvidia (judgment) BrainChip, a listed neuromorphic pioneer, reported only US$1.22M revenue and a US$12.0M loss for H1 2026 — commercial demand for brain-like chips is still tiny. source How strongly we believe it score 53 = 0.4×linked how ready 62 + 0.4×20×exposure 1/5 + 0.2×20×execution 5/5 → 👀 Too early: still early. Our judgment.	Watch	#78 Brain-like chip that can learn on the … #13 Nvidia's Rubin AI chip ships with 11% …
Stage 3 · Factories & orders S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Janus Henderson Added Fri 30 Oct	USA	JHG	Launched JQQQ tokenized Nasdaq-100 fund (Oct 27)	2026-2028	Tokenized assets are a tiny share of its funds 🐂 vs 🐻 + score 🐂 Launched JQQQ tokenized Nasdaq-100 fund (Oct 27). Small revenue impact near term (our judgment) (judgment) How strongly we believe it score 58 = 0.4×linked how ready 74 + 0.4×20×exposure 2/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#82 Janus Henderson puts a Nasdaq-100 fund…
Stage 3 · Live launch S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Nasdaq Added Fri 30 Oct	USA	NDAQ	Licensed Nasdaq-100 to the first issuer-sponsored tokenized fund	2026-2028	Licensing fees from tokenized funds are small 🐂 vs 🐻 + score 🐂 Licensed Nasdaq-100 to the first issuer-sponsored tokenized fund. Diluted exposure (our judgment) (judgment) How strongly we believe it score 54 = 0.4×linked how ready 74 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#82 Janus Henderson puts a Nasdaq-100 fund…
Stage 3 · Live launch S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Upstart Added Fri 30 Oct	USA	UPST	Cash-flow and AI credit models gaining ground (sector signal from Plaid launch)	2026-2027	Credit cycle and funding risk 🐂 vs 🐻 + score 🐂 Cash-flow and AI credit models gaining ground (sector signal from Plaid launch). Not directly tied to Plaid; sector knock-on effect only (our judgment) (judgment) How strongly we believe it score 66 = 0.4×linked how ready 75 + 0.4×20×exposure 3/5 + 0.2×20×execution 3/5 → High. Our judgment.	High	#83 Plaid launches a transformer AI credit…
Stage 3 · Live launch S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	SoFi Technologies Added Fri 30 Oct	USA	SOFI	Fintech lender that could adopt cash-flow underwriting	2026-2028	Credit losses in a downturn 🐂 vs 🐻 + score 🐂 Fintech lender that could adopt cash-flow underwriting. Knock-on effect only (our judgment) (judgment) How strongly we believe it score 58 = 0.4×linked how ready 75 + 0.4×20×exposure 2/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#83 Plaid launches a transformer AI credit…
Stage 3 · Live launch S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Bajaj Finance Added Fri 30 Oct	India	BAJFINANCE (India (NSE))	Large Indian consumer lender using data-driven credit (knock-on effect)	2026-2028	Indian credit-cycle risk 🐂 vs 🐻 + score 🐂 Large Indian consumer lender using data-driven credit (knock-on effect). Knock-on effect only (our judgment) (judgment) How strongly we believe it score 54 = 0.4×linked how ready 75 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#83 Plaid launches a transformer AI credit…
Stage 3 · Live launch S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Lloyds Banking Group Added Fri 30 Oct	UK	LYG	Agentic AI fraud platform >90% accuracy (Oct 26)	2026-2027	Fraud AI is a small cost lever for a large bank 🐂 vs 🐻 + score 🐂 Agentic AI fraud platform >90% accuracy (Oct 26). Diluted exposure (our judgment) (judgment) How strongly we believe it score 48 = 0.4×linked how ready 61 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#84 Lloyds' agentic AI fraud assistant pas…
Stage 3 · Live launch S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	One 97 Communications (Paytm) Added Fri 30 Oct	India	PAYTM (India (NSE))	UPI MDR 0.4% above ₹2,000 to start after Diwali, date to be notified	2026-2027	Fee could be cut or dropped after Supreme Court review 🐂 vs 🐻 + score 🐂 UPI MDR 0.4% above ₹2,000 to start after Diwali, date to be notified. Policy may change (our judgment) (judgment) How strongly we believe it score 69 = 0.4×linked how ready 82 + 0.4×20×exposure 3/5 + 0.2×20×execution 3/5 → High. Our judgment.	High	#85 India delays a 0.4% UPI merchant fee t… #18 UPI moves over ₹1 lakh crore a day on …
Stage 3 · Live launch S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Microsoft Added Fri 30 Oct	USA	MSFT	Major OpenAI partner; GPT-6.1 Terra launch	2026-2028	AI is one part of a huge business 🐂 vs 🐻 + score 🐂 Major OpenAI partner; GPT-6.1 Terra launch. Diluted exposure (our judgment) (judgment) How strongly we believe it score 47 = 0.4×linked how ready 57 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#87 OpenAI's GPT-6.1 Terra: computer-use A… #34 Mistral releases the weights of Large … #12 OpenAI and Anthropic each say their AI… #9 Fusion startup Helion signs a letter o…
Stage 3 · Shipping S3 (10-30) → S3 (10-31) → S3 (11-01) → S3 (11-02)	Amazon Added Fri 30 Oct	USA	AMZN	Anthropic investor; Claude Haiku 5.5 on AWS	2026-2028	AI model price wars 🐂 vs 🐻 + score 🐂 Anthropic investor; Claude Haiku 5.5 on AWS. Diluted exposure (our judgment) (judgment) How strongly we believe it score 49 = 0.4×linked how ready 64 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#88 Anthropic's Claude Haiku 5.5 costs abo… #25 Anthropic's AI agents found harmless-l… #12 OpenAI and Anthropic each say their AI… #7 NIST finalizes the roadmap for moving …
Stage 3 · Shipping S3 (10-31) → S3 (11-01) → S3 (11-02)	CRISPR Therapeutics Added Sat 31 Oct	Switzerland/USA	CRSP	FDA draft path for individualized gene editing (Oct 27); comments due Nov 27	2027+	Its approved drug targets common mutations; the new path matters most for future platforms 🐂 vs 🐻 + score 🐂 FDA draft path for individualized gene editing (Oct 27); comments due Nov 27. Benefit is indirect and years away (our judgment) (judgment) How strongly we believe it score 55 = 0.4×linked how ready 57 + 0.4×20×exposure 2/5 + 0.2×20×execution 4/5 → Medium. Our judgment.	Medium	#32 FDA draft rule would let one approval …
Stage 2 · Early trial (Ph 1/2) S2 (10-31) → S2 (11-01) → S2 (11-02)	Intellia Therapeutics Added Sat 31 Oct	USA	NTLA	FDA draft path for individualized gene editing (Oct 27)	2027+	Clinical-stage; trial setbacks can hit the stock hard 🐂 vs 🐻 + score 🐂 FDA draft path for individualized gene editing (Oct 27). Knock-on effect only (our judgment) (judgment) How strongly we believe it score 51 = 0.4×linked how ready 57 + 0.4×20×exposure 2/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#32 FDA draft rule would let one approval …
Stage 2 · Early trial (Ph 1/2) S2 (10-31) → S2 (11-01) → S2 (11-02)	SEALSQ Added Sat 31 Oct	Switzerland	LAES	Post-quantum security chips; Alice & Bob estimate (Oct 30) adds urgency to upgrades	2026-2030	Small, volatile company; post-quantum revenue still early 🐂 vs 🐻 + score 🐂 Post-quantum security chips; Alice & Bob estimate (Oct 30) adds urgency to upgrades. Speculative; not linked to Alice & Bob (our judgment) (judgment) How strongly we believe it score 60 = 0.4×linked how ready 50 + 0.4×20×exposure 4/5 + 0.2×20×execution 2/5 → Medium. Our judgment.	Medium	#30 Alice & Bob: about 22,600 'cat qubits'… #7 NIST finalizes the roadmap for moving …
Stage 3 · Shipping product S3 (10-31) → S3 (11-01) → S3 (11-02)	MTAR Technologies Added Sat 31 Oct	India	MTARTECH (India (NSE))	ISRO engine-parts supplier; GSLV-F18 success (Oct 30) and more ISRO launches planned this financial year	2026-2028	Space is one segment alongside clean energy and defence 🐂 vs 🐻 + score 🐂 ISRO engine-parts supplier; GSLV-F18 success (Oct 30) and more ISRO launches planned this financial year. Not named in this launch's coverage; knock-on effect (our judgment) (judgment) How strongly we believe it score 58 = 0.4×linked how ready 74 + 0.4×20×exposure 2/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#31 ISRO's GSLV-F18 puts NVS-03 in orbit, … #39 Skyroot wins two launches from a US fi…
Stage 3 · Flight S3 (10-31) → S3 (11-01) → S3 (11-02)	ICICI Bank Added Sat 31 Oct	India	ICICIBANK (India (NSE))	Named in Reuters report: API link used in about $2M fraud at two non-bank lenders (Oct 8-9)	2026-2027	Reputation and regulatory risk; money impact small for its size 🐂 vs 🐻 + score 🐂 Named in Reuters report: API link used in about $2M fraud at two non-bank lenders (Oct 8-9). At-risk knock-on effect only (our judgment) (judgment) How strongly we believe it score 48 = 0.4×linked how ready 60 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#35 RBI presses banks to prove cyber defen…
Stage 3 · Live launch S3 (10-31) → S3 (11-01) → S3 (11-02)	Quick Heal Technologies Added Sat 31 Oct	India	QUICKHEAL (India (NSE))	Indian cybersecurity vendor; RBI push may lift bank security spending (knock-on effect)	2026-2028	Small company; banks often buy from global vendors 🐂 vs 🐻 + score 🐂 Indian cybersecurity vendor; RBI push may lift bank security spending (knock-on effect). Knock-on effect only (our judgment) (judgment) How strongly we believe it score 52 = 0.4×linked how ready 70 + 0.4×20×exposure 2/5 + 0.2×20×execution 2/5 → Medium. Our judgment.	Medium	#35 RBI presses banks to prove cyber defen… #7 NIST finalizes the roadmap for moving …
Stage 2 · Pilot S2 (10-31) → S2 (11-01) → S2 (11-02)	Paras Defence and Space Technologies Added Sat 31 Oct	India	PARAS (India (NSE))	Space and defence optics supplier; Indian private launch orders growing (Skyroot, Oct 2026)	2026-2028	Small, volatile stock; not named as a Skyroot supplier 🐂 vs 🐻 + score 🐂 Space and defence optics supplier; Indian private launch orders growing (Skyroot, Oct 2026). Knock-on effect only (our judgment) (judgment) How strongly we believe it score 56 = 0.4×linked how ready 70 + 0.4×20×exposure 2/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#39 Skyroot wins two launches from a US fi…
Stage 3 · Flight S3 (10-31) → S3 (11-01) → S3 (11-02)	Bharat Electronics Added Sat 31 Oct	India	BEL (India (NSE))	Defence electronics major; quantum-secure links and defence AI programmes (knock-on effect)	2026-2029	Quantum is a tiny part of a large business 🐂 vs 🐻 + score 🐂 Defence electronics major; quantum-secure links and defence AI programmes (knock-on effect). Not named in these announcements (our judgment) (judgment) How strongly we believe it score 46 = 0.4×linked how ready 55 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#40 Government backs QNu Labs with ₹150 cr… #41 India's National Quantum Mission: a 25… #31 ISRO's GSLV-F18 puts NVS-03 in orbit, … #8 India's Defence Acquisition Council cl…
Stage 3 · Orders placed S3 (10-31) → S3 (11-01) → S3 (11-02)	Exide Industries Added Sat 31 Oct	India	EXIDEIND (India (NSE))	Building lithium-ion cell plant; PLI shows how hard cell ramp-ups are (Oct 2026)	2026-2028	Cell-plant delays and Chinese price competition 🐂 vs 🐻 + score 🐂 Building lithium-ion cell plant; PLI shows how hard cell ramp-ups are (Oct 2026). Not a PLI awardee named in these reports (our judgment) (judgment) How strongly we believe it score 50 = 0.4×linked how ready 35 + 0.4×20×exposure 3/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#43 New Indian battery and hydrogen-machin…
Stage 2 · Pilot cell S2 (10-31) → S2 (11-01) → S2 (11-02)	BHEL Added Sat 31 Oct	India	BHEL (India (NSE))	Power-equipment maker with electrolyser plans; hydrogen factories starting (knock-on effect)	2027-2030	Hydrogen demand in India still small 🐂 vs 🐻 + score 🐂 Power-equipment maker with electrolyser plans; hydrogen factories starting (knock-on effect). Knock-on effect only (our judgment) (judgment) How strongly we believe it score 34 = 0.4×linked how ready 35 + 0.4×20×exposure 1/5 + 0.2×20×execution 3/5 → 👀 Too early: still early. Our judgment.	Watch	#43 New Indian battery and hydrogen-machin…
Stage 4 · Mass deployment S4 (11-01) → S4 (11-02)	Inovio Pharmaceuticals Added Sun 1 Nov	USA	INO	FDA accelerated approval of Voceryq (Oct 30); company expects ordering in about 60 days, full launch Q1 2027	2026-2028	Small, loss-making; confirmatory trials still required 🐂 vs 🐻 + score 🐂 FDA accelerated approval of Voceryq (Oct 30); company expects ordering in about 60 days, full launch Q1 2027. Volatile small-cap; launch uptake unproven (our judgment) (judgment) How strongly we believe it score 87 = 0.4×linked how ready 87 + 0.4×20×exposure 5/5 + 0.2×20×execution 3/5 → High. Our judgment.	High	#21 FDA approves Voceryq, the first plasmi…
Stage 2 · Early trial (Ph 1/2) S2 (11-01) → S2 (11-02)	IBM Added Sun 1 Nov	USA	IBM	Multi-chip quantum links (l-couplers) early paper (not yet checked), Oct 2026	2027-2030	Quantum is a small part of IBM's revenue 🐂 vs 🐻 + score 🐂 Multi-chip quantum links (l-couplers) early paper (not yet checked), Oct 2026. Quantum is a tiny slice of a large company (our judgment) (judgment) How strongly we believe it score 61 = 0.4×linked how ready 72 + 0.4×20×exposure 2/5 + 0.2×20×execution 4/5 → Medium. Our judgment.	Medium	#22 IBM links two 120-qubit chips with fou…
Stage 3 · Cloud access / customers S3 (11-01) → S3 (11-02)	Broadcom Added Sun 1 Nov	USA	AVGO	Design partner for FuriosaAI's third-generation chip (Oct 28)	2027-2029	Furiosa is one of many custom-chip partners 🐂 vs 🐻 + score 🐂 Design partner for FuriosaAI's third-generation chip (Oct 28). Knock-on effect only (our judgment) (judgment) How strongly we believe it score 54 = 0.4×linked how ready 74 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#23 FuriosaAI raises $620M at a $2.9B valu…
Stage 2 · Prototype S2 (11-01) → S2 (11-02)	SenseTime Added Sun 1 Nov	Hong Kong	0020 (Hong Kong)	Released open-weight Loop-9B-Preview (Oct 30)	2026-2027	Long record of losses; benchmarks are its own 🐂 vs 🐻 + score 🐂 Released open-weight Loop-9B-Preview (Oct 30). Open model may not lift revenue (our judgment) (judgment) How strongly we believe it score 49 = 0.4×linked how ready 63 + 0.4×20×exposure 2/5 + 0.2×20×execution 2/5 → Medium. Our judgment.	Medium	#26 SenseTime open-sources Loop-9B, a mode…
Stage 2 · Limited preview S2 (11-01) → S2 (11-02)	Reliance Industries Added Sun 1 Nov	India	RELIANCE (India (NSE))	Green ammonia supply deal with Samsung C&T worth over $3B, deliveries from 2028 (MNRE, Oct 29)	2028-2030	Green hydrogen is a small part of a large conglomerate 🐂 vs 🐻 + score 🐂 Green ammonia supply deal with Samsung C&T worth over $3B, deliveries from 2028 (MNRE, Oct 29). Knock-on effect only (our judgment) (judgment) How strongly we believe it score 53 = 0.4×linked how ready 73 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#29 Indian firms have signed 5.5 lakh tonn…
Stage 2 · Pilot cell S2 (11-01) → S2 (11-02)	Larsen & Toubro Added Sun 1 Nov	India	LT (India (NSE))	L&T-ITOCHU venture to supply 3 lakh tonnes a year of green ammonia from Dec 2029 (MNRE, Oct 29)	2029-2031	Green hydrogen is a small part of an engineering giant 🐂 vs 🐻 + score 🐂 L&T-ITOCHU venture to supply 3 lakh tonnes a year of green ammonia from Dec 2029 (MNRE, Oct 29). Knock-on effect only (our judgment) (judgment) How strongly we believe it score 50 = 0.4×linked how ready 66 + 0.4×20×exposure 1/5 + 0.2×20×execution 4/5 → 👀 Too early: still early. Our judgment.	Watch	#29 Indian firms have signed 5.5 lakh tonn… #20 L&T's Vyoma.AI breaks ground on a 52 M…
Stage 2 · Pilot cell S2 (11-02)	CATL Added Mon 2 Nov 🆕	China / Hong Kong	300750 (China (Shenzhen))	20 Ah all-solid-state trial cells; small-scale production planned 2027 (Electrek, Oct 28)	2027-2030	Solid-state is still early; mass output about 2030 🐂 vs 🐻 + score 🐂 20 Ah all-solid-state trial cells; small-scale production planned 2027 (Electrek, Oct 28). Solid-state is a small, future part of a huge battery business (our judgment) (judgment) How strongly we believe it score 55 = 0.4×linked how ready 57 + 0.4×20×exposure 2/5 + 0.2×20×execution 4/5 → Medium. Our judgment.	Medium	#16 CATL starts 20 Ah trial cells of its a…
Stage 2 · Pilot cell S2 (11-02)	Tesla Added Mon 2 Nov 🆕	USA	TSLA	Optimus outside sales targeted by end-2027 (CEO, Oct 21)	2027-2029	CEO timelines often slip; robots are small vs car business 🐂 vs 🐻 + score 🐂 Optimus outside sales targeted by end-2027 (CEO, Oct 21). Humanoid revenue is zero today (our judgment) (judgment) How strongly we believe it score 44 = 0.4×linked how ready 40 + 0.4×20×exposure 2/5 + 0.2×20×execution 3/5 → Speculative. Our judgment.	Speculative	#11 Tesla says it could start selling Opti…
Stage 3 · Commercial service S3 (11-02)	Hindustan Aeronautics Added Mon 2 Nov 🆕	India	HAL (India (NSE))	200-helicopter LMRH programme cleared in principle (Oct 26)	2027-2031	Approval is not a contract; competing bidders 🐂 vs 🐻 + score 🐂 200-helicopter LMRH programme cleared in principle (Oct 26). Contract not yet awarded (our judgment) (judgment) How strongly we believe it score 59 = 0.4×linked how ready 57 + 0.4×20×exposure 3/5 + 0.2×20×execution 3/5 → Medium. Our judgment.	Medium	#8 India's Defence Acquisition Council cl…
Stage 4 · In service S4 (11-02)	IndiGrid Infrastructure Trust Added Mon 2 Nov 🆕	India	INDIGRID (India (NSE))	Rajasthan 500 MWh battery in commercial operation (Oct 27)	2026-2028	Fixed tariffs; imported cells 🐂 vs 🐻 + score 🐂 Rajasthan 500 MWh battery in commercial operation (Oct 27). Income is capped by 12-year fixed contract (our judgment) (judgment) How strongly we believe it score 77 = 0.4×linked how ready 93 + 0.4×20×exposure 3/5 + 0.2×20×execution 4/5 → High. Our judgment.	High	#1 IndiGrid switches on a 250 MW / 500 MW…

⚠️ Not financial advice. How strongly we believe it reflects our editorial view of how strong the research-to-revenue story is, not a buy or sell recommendation. Prices and facts change; do your own research and consult a registered investment adviser.

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