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Ardenus joins the National Pest Management Association

A two-panel house-styled graphic. Left: a chart where the number of integrations to keep governed rises quadratically as apps are added when each pair is wired point to point, but stays linear against one shared model; a dashed line marks a maintainable governance budget that the quadratic curve crosses between six and seven apps, the governance ceiling, and at twelve apps the counts are 66 point-to-point versus 12 shared, a 5.5 times gap. Right: the same idea as structure at eight apps, a fully-connected mesh of 28 connectors beside an eight-spoke hub of 8 connectors. An exact combinatorial illustration and a worst-case upper bound, not a measurement.

Sep 13, 2026Research

The Governance Ceiling of Vibecoded Apps

A two-panel house-styled graphic. Left: horizontal bars comparing the H-2B visa supply to certified demand. The statutory cap is 66,000 and the effective FY2026 cap 130,716; landscaping alone certified 89,013 positions in FY2025 and all industries certified 232,434, both towering over the doubled cap. Right: a concave cumulative-revenue curve over crew-hours. At the crew-hour ceiling the marginal crew-hour is worth about $76 while demand to the right of it goes unstaffed, so one more crew-hour is worth $76 and one more unit of unstaffable demand is worth zero. The left panel is U.S. government data; the right is an illustrative seeded synthetic model, not client data.

Sep 11, 2026Research

The H-2B Cap Is the Ceiling on Lawn-Care Growth

A house-styled decay curve on a pale field. The x-axis is how often a field is overwritten over three years; the y-axis is the share of point-in-time (as-of) questions a current-state record can still answer. A flat dashed line at 100% marks the history layer, which answers all of them; the solid curve falls away below it, and the shaded gap between the two is the forgotten history. Two points sit on the curve: one field that changes about four times answers about 25%, and a six-field record snapshot answers about 8%, roughly one in twelve. An illustrative seeded synthetic model, not client data.

Sep 9, 2026Research

The System of Record Forgets

A house-styled bar chart on a pale field comparing two EV/EBITDA multiples: a peer cohort of environmental and waste-services companies at about 15.6 times, and Rollins, the cleanest public pest-control proxy, at about 20 times, with a bracket marking the roughly 30 percent premium the market pays for higher-quality, more recurring revenue. Sources: Aswath Damodaran (January 2026) and a market data aggregator (September 2026).

Sep 5, 2026Research

Valuation Follows Revenue Quality, Not Revenue

A light monochrome grouped-bar chart titled "The crossover" plotting test AUC at each labeled-training-example count. At every data size two bars stand side by side: an LLM reading serialized table rows (TabLLM) and a gradient-boosted tree (XGBoost). The TabLLM bars sit flat and high from the start, near 0.84 AUC, while the XGBoost bars climb from 0.50 at four examples through 0.87 at 256 to 0.93 at full data, overtaking the LLM around 256 labeled examples; the leading bar in each pair is solid and the trailing one dimmed. The left region is labeled the LLM-with-context regime and the right the classical machine-learning regime (TabLLM, Hegselmann et al., AISTATS 2023, Income dataset). A right rail notes that the general LLM-as-forecaster LLMTime scores 0.804 and loses to plain AutoARIMA at 0.761, while the domain-pretrained Chronos wins at 0.645 (Chronos, TMLR 2024).

Sep 3, 2026Research

The Regimes of Prediction

A house-styled whale curve on a pale field: a book of 1,200 illustrative accounts is ranked most to least profitable along the x-axis, and cumulative profit as a percentage of total book profit is plotted on the y-axis. The curve climbs above 100%, peaking at about 129% where the profitable 80% of accounts have been counted (the top 20% alone generate about 60% of total profit), then a loss-making tail of about 20% of accounts drags it back down to exactly 100%. Three zones are marked: whales, the break-even middle, and the loss-making tail. A seeded synthetic illustration, not client data.

Sep 1, 2026Research

Profit Is Concentrated, Not Averaged

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