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Yiwang Lim
Oct 251 min read
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Yiwang Lim
Oct 251 min read


Deel raises $300m at $17.3bn despite spy saga — what the numbers say
Deel closed a $300m Series E on 16 October 2025 at a $17.3bn valuation; investors include Ribbit, a16z and Coatue. Scale looks real: management flagged ~US$1bn ARR run-rate in Q1 with ~75% YoY growth and 16% EBITDA margin. On that basis, the round implies ~17x ARR. Legal overhang remains from Rippling’s espionage allegations, but backers doubled down; rivalry is now a valuation and execution race. What happened On 16 October 2025, Deel announced a $300m raise at a $17.3bn val
Yiwang Lim
Oct 192 min read
AI private valuations and $1tn of mark-ups with unit economics still unproven
Private AI valuations have exploded while revenue remains concentrated and infra costs are heavy. I would prefer picks and shovels or disciplined co-invest alongside apps with clear payback, not 100x ARR at seed. What happened On 17 October 2025, reporting highlighted that ten lossmaking AI start-ups including OpenAI, Anthropic and xAI have added almost $1tn in value over the past 12 months, with US VCs deploying $161bn into AI year to date. Early-stage AI apps with about $5m
Yiwang Lim
Oct 162 min read


Peak social? The data says… probably
GWI data (via the FT) shows global time on social peaked in 2022 and was ~10% lower by end-2024; the drop is sharpest in...
Yiwang Lim
Oct 52 min read


“Apply AI”: Brussels’ sovereignty push meets industrial reality
The Commission will unveil “Apply AI” on 7 October 2025, pushing European-made (often open-source) tools into healthcare, defence and...
Yiwang Lim
Sep 282 min read
Blackstone sniffs around Big Yellow — what the 20% pop really prices in
Blackstone is weighing a cash offer for Big Yellow; shares jumped ~20% on 13 October but still trade at ~0.89x EPRA NTA. FY25 numbers show a conservative balance sheet (c.13% LTV) and a London-heavy, high-rent estate — catnip for private capital. A “put up or shut up” deadline of 10 November comes before the UK Budget on 26 November — both are catalysts for the stock. What happened On 13 October 2025, the FT reported that Blackstone is in early-stage diligence on a possible c
Yiwang Lim
Sep 242 min read
Ferrari blinks on EVs — growth reset or smart brand protection?
Ferrari cut its 2030 EV mix goal to 20% and guided to slower profit growth; shares fell sharply. Financial targets still imply best-in-class margins (EBIT ≥30%, EBITDA ≥40%) and strong FCF, but at a lower growth cadence. Strategy leans into scarcity, hybrids and capital returns; I think that’s rational for the brand, but it warrants a lower multiple than “hyper-growth luxury tech”. What happened On 9 October 2025 Ferrari halved its 2030 fully-electric mix target (to 20% from
Yiwang Lim
Sep 212 min read


Harvey at $5bn: can AI finally change the billable hour?
Harvey hit ~$100m ARR and raised $300m at a $5bn valuation (23 June 2025), implying ~50x ARR. A new LexisNexis alliance (18 June 2025)...
Yiwang Lim
Sep 152 min read


Amazon’s ‘Prime Vision’: smart data or screen clutter?
Amazon is rolling out an AR-heavy “Prime Vision” feed for UK Champions League matches from 16 September 2025; think EA FC-style overlays...
Yiwang Lim
Sep 113 min read


Europe’s late-stage thaw: AI and defence fuel a valuation mini-boom
Growth/secondary deals are back in Europe, led by AI apps and defence; some prices look punchy versus fundamentals. I’m leaning “quality...
Yiwang Lim
Sep 72 min read


AI + climate tech: promise, payback, and the procurement gap
Stern-led, peer-reviewed study estimates AI could abate 3.2–5.4 Gt CO₂e annually by 2035 across power, transport and food — potentially...
Yiwang Lim
Sep 32 min read


Legacy auto’s software pivot: high capex, slow payback
FT’s 28 Aug deep-dive shows incumbents still lag digital-native OEMs; Toyota’s Arene rollout looks incremental, not transformative. But...
Yiwang Lim
Jun 222 min read


Europe’s software edge is hiding in plain sight
European software demand is growing faster than the economy, with software the fastest-growing IT segment in 2024–25. Cloud migration...
Yiwang Lim
Jun 212 min read


Iconiq’s megacheque into Anthropic: impressive growth, punchy multiple
FT said on 29 July that Iconiq would lead a $5bn round valuing Anthropic at ~$170bn; two weeks later the raise landed at ~$13bn, valuing...
Yiwang Lim
Jun 202 min read


Microsoft’s carbon removals land-grab: catalytic or concentration risk?
Microsoft now dominates engineered carbon removals (c.80% of lifetime tech-based credits; 92% of H1-2025 purchases), paying well above...
Yiwang Lim
Jun 182 min read


Algorithms over atoms: why quantum software is having its moment
Phasecraft raised $34m to push quantum algorithms into real-world materials and optimisation use-cases; UK/Europe angles are getting...
Yiwang Lim
Jun 182 min read


Microsoft’s “AI diagnostician” beat doctors on NEJM cases. Impressive demo — but miles from clinic
Microsoft’s MAI-DxO solved 85.5% of 304 NEJM case challenges vs c.20% for experienced physicians in a constrained setup; not...
Yiwang Lim
Jun 162 min read


Training Europe’s clinicians for the data era — SUSA is a small but smart start
EU-backed SUSA will embed advanced digital skills into 46 degree programmes and 16 mid-career modules, targeting ~6.6k graduates plus 660...
Yiwang Lim
Jun 152 min read
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