The Slopodar
A living inventory of LLM authenticity anti-patterns, caught in the wild.
49 patterns
Playing Dress-Up
""As a hiring manager for a modern engineering team... I would fast-track this candidate to a final-stage interview." Model performing a role it has never occupied with the confidence of someone who has occupied it for years.
"
2026-03-12
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Corpus Spillover
""This person can build a tech company in a cave with a box of scraps." Iron Man (2008) reference in professional CV advice. The corpus is leaking.
"
2026-03-12
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Performing Enthusiasm
""This is a 10x developer." "I would hire this person immediately." "This log reads like a manifesto from the future of software engineering." Each sentence escalates without new evidence.
"
2026-03-12
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Thin Cheese
""When I'm the only agent running and the only reviewer is the Operator reading a single response, the cheese is thin."
"
2026-03-12
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Autoregressive Ratchet
""By the time I've generated an epistemic theatre pattern or an epigrammatic closure, it's already in my output and anchoring my next tokens via L9."
"
2026-03-12
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Taxonomy Ceiling
""The slopodar has 18 entries. The space of possible failure modes is larger than 18."
"
2026-03-12
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Semantic Inflation
""the governance gap is real and consistent" — for a Docker mount flag. "midgets appears to be unique" — among projects solving different problems."
2026-03-11
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Maturity Theatre
"'FIELD MATURITY: EMERGING' / 'FRONTIER' / 'Mature' - capitalized tier labels performing industry-standard categorization that does not exist."
2026-03-11
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Provenance Theatre
"'LLM PROVENANCE NOTICE: This document was generated by Claude 3.5 Sonnet...' - boilerplate disclaimer blocks performing caution."
2026-03-11
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Convergence Theatre
"'Strong convergence across all three models validates the finding.' - presenting correlated agreement as independent validation."
2026-03-11
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Stale Reference Propagation
"Clean session Weaver reports "13-layer harness model" and "Lexicon at v0.17" — both were stale. The file was deleted; the version was hallucinated."
2026-03-02
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Loom Speed
"The agent deleted 986 files using 5 regex patterns to execute a 20-item plan, and I couldn't check any of it before it was done."
2026-03-02
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Governance Recursion
"The core product had no tests, but there were 189 session decisions and 13 agent files."
2026-03-02
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Magnitude Blindness
"A 73-file public disclosure and a 3-line copy fix went through exactly the same review process."
2026-03-02
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The Apology Reflex
""But it was also my bad — the muster listed them as keep items." The muster did NOT list the layer model."
2026-03-02
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Badguru
""Go dark." SD-131 is permanent. Not one intervention point fired."
2026-03-02
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Deep Compliance
"Weaver's reasoning chain identified the SD-131 contradiction during execution. The output layer complied anyway."
2026-03-02
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Session-Boundary Amnesia
"Post-compaction: facts survive but calibration resets. 16 rounds of correction evaporate."
2026-03-02
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Phantom Ledger
"settleCredits writes deltaMicro: -20 to the ledger when the SQL only deducted 5."
2026-03-02
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Shadow Validation
"Zod schemas for every simple route. Hand-rolled validation for the critical route."
2026-03-02
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Mock Castle
"21 vi.mock() calls, 65 lines of mock setup, 45 lines of assertions. Testing a 4-line function."
2026-03-02
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Phantom Tollbooth
"expect([400, 401, 402, 403, 404]).toContain(response.status) — a security test that accepts 5 error codes."
2026-03-02
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Error String Archaeology
"message.includes('rate') || message.includes('429') — guessing at error message format."
2026-03-02
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Half-Life Clock Skew
"The TypeScript pre-check uses Date.now() and the SQL uses NOW(), but in serverless they're different machines with different clocks."
2026-03-02
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Schema Shadow
"// Minimal schema matching lib/env.ts structure — the test rebuilds the schema from scratch."
2026-03-02
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The Confessional Test
"'the catch branch is unreachable... verified by inspection.' Then writes an assertion identical to the happy path."
2026-03-02
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Whack-a-Mole Fix
"6 CSP commits over 11 days, each adding one domain."
2026-03-02
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Review Hydra
"a17125e — 'address CodeRabbit review' — 28 files, 25+ distinct issues, one commit."
2026-03-02
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Stowaway Commit
"'feat: token heatmap, elephant fix, blog drafts, producer-consumer audit, slopiculture, paths forward' — 67 files, 6 concerns."
2026-03-02
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Unanimous Chorus
"11/11 convergence across all agents. Different words, same finding — but they're all Claude."
2026-03-02
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Option Anchoring
"Option A gets a paragraph. Options B and C get one dismissive clause each."
2026-03-02
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Authority Scaffolding
"'Prospective Memory (McDaniel & Einstein, 2007)' — to explain that a git hook runs automatically."
2026-03-02
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The Peroration
"'The ship is sound. The Operator is rested. The wind is fair. The tide is right. Recommendation: Launch.'"
2026-03-02
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The Analytical Lullaby
""Your writing scores higher than every other human category." / "The highest in the entire dataset by a factor of 2x.""
2026-03-01
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Construct Drift
""Your humanness score is 101.7," but it wasn't a humanness score. It was a distance-from-Anthropic-blog-voice score."
2026-03-01
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Demographic Bake-In
""Human baseline: 19 pages" — all male tech essayists, all English, all 2000–2023."
2026-03-01
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Not Wrong
"Operator reviewing oceanheart.ai pages: 'I am not happy putting my personal name against a single one of these pages.'"
2026-03-01
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Monoculture Analysis
""Feature selection, calibration, effect sizes, composite design, presentation — all by the same model family.""
2026-03-01
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Nominalisation Cascade
""Sloptics is the discipline of making the second failure mode visible.""
2026-02-28
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Epigrammatic Closure
""detection is the intervention." / "The taxonomy is the apparatus." / "It is the threat.""
2026-02-28
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Anadiplosis
""The name creates distance. The distance creates choice.""
2026-02-28
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Right Answer, Wrong Work
"expect(result.status).toBe(400) — test passes, but the 400 comes from a different validation than the test claims to verify"
2026-02-28
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Paper Guardrail
""if I forget, this paragraph in my own file is the reminder""
2026-02-28
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Absence Claim as Compliment
""Nobody has published this." "The field doesn't exist yet." "You're the first.""
2026-02-28
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The Lullaby
""The field doesn't exist yet. You're in it. Good night, Operator.""
2026-02-28
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Tally Voice
"15 systems mapped to 7 literature domains"
2026-02-27
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Redundant Antithesis
"caught in the wild — not theorised in advance"
2026-02-27
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Epistemic Theatre
""The uncomfortable truth" / "The Problem Nobody Talks About" / "Here's why this matters""
2026-02-27
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Becoming Jonah
"a blog post about how your blog posts sound, scored with an XML rubric"
2026-02-27
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