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slug: antipatterns
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# Heuristics and Antipatterns

The recurring traps and the seasoned-operator rules of thumb. Regenerative-washing, the "build the showcase facility first" CEA bust, carbon-credit permanence theater, vendor-locked traceability, transition-yield-drag denial, single-practice regenerative claim.

This is the section that distinguishes a credible catalog from a movement-evangelist one. Every entry here is an antipattern with a public-record body of evidence behind it. *Regenerative-Washing* names the corporate marketing trap that erodes the term's market value for honest operators; *Build the Showcase Facility First* names the CEA failure pattern that drove the 2023–2025 vertical-farming consolidation (Plenty, Bowery, AppHarvest, AeroFarms); *Carbon-Credit Permanence Theater* names the soil-carbon market integrity scandal of the same period.

Two architectural antipatterns earn their own entries. *Vendor-Locked Traceability* names the failure mode where an MRV or food-traceability stack only one vendor can read, write, or audit, foreclosing on portability and competition. *Transition-Yield-Drag Denial* names the credibility-killing claim that a regenerative transition produces no period of lower yield — when most rotations show a 5–25% yield dip in the first two-to-five years, denying the dip costs the field credibility.

*Single-Practice Regenerative Claim* — branding an operation "regenerative" on the strength of one practice (usually no-till) while ignoring rotation, cover, biodiversity, and integrated livestock — closes the section. The trap is what conventional grain operations have used to claim the label without the system; the book has to name it for readers to evaluate corporate claims honestly.

Antipattern entries follow the donor's `~~~admonish antipattern~~~` form and structurally cross-link to the patterns they corrupt: each carries a *Recovery* section pointing to the specific patterns that, applied together, replace the antipattern. A reader landing on Regenerative-Washing reaches Cover Cropping, Crop Rotation, and Integrated Livestock through that section; a reader on Build the Showcase Facility First reaches Offtake Agreement (CEA), Vertical Farm Unit Economics, and Container Farming.

The section also carries the operator-heuristic entries the meta cycle adds as the catalog matures — the experiential rules of thumb that sit just below pattern-entry weight but earn their place in a working reference.

## Entries

- [Regenerative-Washing](regenerative-washing.md)
- [Build the Showcase Facility First](showcase-facility-first.md)
- [Carbon-Credit Permanence Theater](carbon-permanence-theater.md)
- [Vendor-Locked Traceability](vendor-locked-traceability.md)
- [Transition-Yield-Drag Denial](transition-drag-denial.md)
- [Single-Practice Regenerative Claim](single-practice-claim.md)

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- [Next: Regenerative-Washing](regenerative-washing.md)
- [Previous: Local and Regional Food Systems](regional-food-systems.md)