SHOW DIRECTORY
Delphi Digital
Delphi Digital's conversations and research discussions across crypto, AI, technology, venture investing, and markets, including Hivemind and The Delphi Podcast.
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The Secret Supplier Feeding Frontier AI
Grass uses consenting residential bandwidth and browser infrastructure to reach sites blocking data-center traffic; Andrej Radonjic says it has delivered exabytes to AI labs.Labs value targeted signal and speed: one discovery found 0.16% useful, while sophisticated buyers link data value to benchmark gains, token use and returns.Content API arrived ahead of the previously discussed 2027 timetable, but regional capacity and latency remain inference-era constraints.
Most VCs Are Afraid to Be Wrong | Rohan Pujara
Pujara avoids consensus-heavy seed categories where inflated prices, copycats, and weak margins destroy early economics, underwriting distinctive founders instead.Valhalla’s $80 million–$100 million fund makes only two to four new investments annually and can concentrate 20%–30% behind a clear fund-returner.K2 Space’s more than $1 billion of signed business and $6.8 billion valuation illustrate the playbook, while the roughly 30-check diversification case remains unresolved.
China’s AI Advantage Is Bigger Than You Think
Chinese labs are stabilizing multi-trillion-parameter MoE training and open-sourcing recipes that spread GRPO/RLVR variants within months.Open-weight price wars could make tokens an electricity derivative as China adds capacity 6x faster and co-designs weaker chips for cheaper serving.A 2028 Ascend model could be a catalyst, while possible export restrictions preserve bridge-demolition risk.
Building the SoftBank of Robotics | Andrew Kang
Humanoid robotics may be approaching the pre-ChatGPT phase of AI, with $50,000 robots requiring only 20,000 units for $1B revenue and a projected tens-of-billions industry within two to four years.Robo Strategy (NASDAQ: BOT) seeks to challenge SoftBank through public markets, favoring vertically integrated players with embodiment-specific data; US restrictions on Chinese robots could help, while robotics data businesses face a two-to-five-year durability test.
OpenAI is Making a MASSIVE Mistake
Ambient is positioning itself as an asset-light “Uber for inference,” using 100% logits verification to aggregate stranded GPU supply and guarantee delivery quality.With inference margins of 40-50% versus roughly 10% for rental operators, its routing and token incentives could capture a structural uplift, while falling token prices and a possible two-year AI winter remain the key test.
Are Crypto Tokens Fundamentally Broken?
Token-equity structures need explicit rights: Venice’s $1B raise showed ambiguity can make holders price trust in Erik rather than guaranteed value accrual, potentially creating a 10× premium; ACE-style KYC conversion offers a contractual alternative.Grass’s $70M 2026 revenue against roughly $30M of operating costs supports its network thesis, while Zcash’s Ironwood launch will test whether roughly 4M ZEC leaves Orchard slowly—or signals an exploiter is moving funds.
AI Agents, Zcash Mania & Crypto’s Ownership Crisis
Markets were described as a melt-up, with the Qs up 25% in a month and earnings growth estimated near its strongest since late 2020.Saylor’s willingness to entertain BTC sales was read as STRC re-peg engineering; at 99.98, success by the 15th ex-date could unlock “low billions” of firepower.Zcash’s nine-year proof-of-work distribution supports a PVE case, while Houdini Swap and Pump expose token-holder rights as the unresolved ownership risk.