Field Notes

What's happening now in small, high-leverage companies

A running log of milestones, structural signals, and data points, updated as they surface.

Jun 18, 2026
Adoption and return are not moving together. METR's developer study and PwC's CEO survey point to the same gap: the tool can feel productive before the work is actually more productive. Read more →
Jun 8, 2026
AI oversight is shifting from policy debate to a fixed operating cost. The bill scales poorly with company size, a familiar pattern: a compliance floor the largest incumbents can step over and the smallest companies cannot. Read more →
Jun 1, 2026
AI returns are settling into a steep distribution. PwC's 2026 study finds the gap runs through organizational design and trust, not model access. Read more →
May 22, 2026
Polsia closes $30M Series A with zero employees beyond the founder. Ben Cera's AI business platform closed a $30M Series A at $250M valuation with Sound Ventures and True Ventures leading. The company operates with zero employees beyond the founder while managing 7,600+ autonomous businesses approaching $10M ARR. An early institutional test of the solo-founder, AI-scaled model. Read more →
May 20, 2026
Business application surge signals AI-native solopreneur cycle. New business formation data points toward a structural shift in which AI-native operators can form, test, and run companies with less organizational mass. Read more →
May 15, 2026
Kraken cuts 150 roles after AI efficiency gains. Kraken cut roughly 150 staff after AI tools improved operational efficiency. The IPO timeline slipped to late 2026 or early 2027, not for operational reasons, but because digital asset prices dropped. It joins a 2026 cohort shedding workforce after AI integration: Block (1,000, Feb), Meta (3,500, Mar), Google (2,800, Apr). The efficiency dividend is already being paid to companies that treat AI as architecture, not add-on. Read more →
May 12, 2026
Anthropic restricts secondary trading ahead of reported $30B raise. AI leader warned investors against eight unauthorized platforms offering access to company shares, invalidating transactions worth over $1 trillion in aggregate demand. Comes as company reportedly in talks to raise $30B at $900B valuation. Read more →
May 11, 2026
Agent training infrastructure scales across AI-native companies. AI-native companies are achieving 30-day scale milestones that once required years, while secondary markets adapt to liquidity-as-infrastructure. Read more →
May 4, 2026
The capital efficiency paradox. Ultra-lean companies generating $40M ARR per employee while regulatory complexity grows, capital efficiency versus operational complexity. Read more →
Apr 27, 2026
Secondary market tender offers reach new scale. Analysis of tender offer trends, employee liquidity patterns, and the maturation of secondary markets as primary exit infrastructure. Read more →
Apr 20, 2026
AI-native revenue efficiency benchmarks evolve. Updated benchmarks for revenue per employee in AI companies, scaling patterns, and operational efficiency metrics. Read more →
Mar 31, 2026
The SaaSpocalypse is the lean AI thesis in reverse. The iShares software ETF (IGV) is down 27% year-to-date. An estimated $2 trillion in SaaS market cap erased as AI agents compress enterprise seat counts at a roughly 5:1 ratio. Enterprise software multiples fell from 5.6x to 4.2x EV/Sales in a single quarter. For the first time, software trades at a discount to the S&P 500. If AI collapses the cost of using software, it also collapses the cost of building it. Read more →
Mar 30, 2026
Kleiner Perkins raises $3.5B for AI-focused funds. Major VC fundraising for AI, dual-pricing equity structures, and Carta's data on AI's 41% share of venture funding. Read more →
Mar 27, 2026
Cursor doubles to $2B ARR, cap table gridlock emerges. Cursor's explosive growth to $6.7M revenue per employee, secondary market reaching $106B scale, and structural constraints from complex cap tables. Read more →
Mar 26, 2026
Decagon's first tender offer, micro1 leaderboard entry. Decagon's $4.5B employee tender offer, micro1 hitting $3.1M revenue per employee, and secondary markets becoming primary liquidity infrastructure. Read more →
Mar 23, 2026
Lovable hits $400M ARR with 146 employees. Lovable hits $400M ARR with 146 employees, $2.7M revenue per employee, roughly 7x the SaaS benchmark. Added $100M in ARR in a single month. Now valued at $6.6B and actively acquiring teams to consolidate the vibe-coding category against Cursor, Replit, and Bolt. The small company gets bigger by absorbing other small companies, not by hiring. Source →
Mar 10, 2026
micro1 cracks top 10 of Lean AI Leaderboard. micro1 cracks the top 10 of the Lean AI Leaderboard. $250M+ revenue. 80 employees. ~$3.1M per employee. 35x growth in one year on a $35M Series A. Source →
Mar 4, 2026
Decagon completes first employee tender offer. Decagon completes its first employee tender offer at a $4.5B valuation, 3x its valuation from six months prior. Led by the same investors who closed its $250M Series D two months earlier. No IPO required. The secondary market now runs in parallel with primary rounds, not after them. Source →