This Week in Startups

5,000+ Tech Workers Laid Off This Week. It's Just The Beginning. | E2286

112 snips
May 9, 2026
Jose Caldera, founder of Yanez, builds biometric-based personhood proofs to verify unique humans. David Moscatelli, CEO of Go Abacus, sells on-prem AI appliances for regulated industries. They discuss on-prem AI hardware and deployment, privacy-preserving biometrics and decentralized stress-testing, and how incentive-driven miners help harden identity systems.
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ADVICE

Price On‑Prem AI As CapEx Plus Service

  • Offer flexible financing: customers treat the box as CapEx and pay a monthly service fee while amortizing hardware.
  • Include refreshes and failure replacements in the SLA to reduce customer operational burden.
INSIGHT

Small Specialized Models Beat Massive General LLMs For Firms

  • GoAbacus ships a core model suite (3–7B SLMs) updated biannually and orchestrates specialized tiny models per task.
  • They batch‑train on clients' data nightly and collect weights (not raw data) to improve industry models.
INSIGHT

Fractional Reserve Training Lowers Model Costs

  • GoAbacus uses 'fractional reserve training': nightly client-side training sends model weights (not raw content) back to central aggregation.
  • Customers get discounts for sharing weights, aligning incentives while preserving data privacy.
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