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 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 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 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 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 Taxonomy Ceiling ""The slopodar has 18 entries. The space of possible failure modes is larger than 18." " 2026-03-12 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 Maturity Theatre "'FIELD MATURITY: EMERGING' / 'FRONTIER' / 'Mature' - capitalized tier labels performing industry-standard categorization that does not exist." 2026-03-11 Provenance Theatre "'LLM PROVENANCE NOTICE: This document was generated by Claude 3.5 Sonnet...' - boilerplate disclaimer blocks performing caution." 2026-03-11 Convergence Theatre "'Strong convergence across all three models validates the finding.' - presenting correlated agreement as independent validation." 2026-03-11 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 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 Governance Recursion "The core product had no tests, but there were 189 session decisions and 13 agent files." 2026-03-02 Magnitude Blindness "A 73-file public disclosure and a 3-line copy fix went through exactly the same review process." 2026-03-02 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 Badguru ""Go dark." SD-131 is permanent. Not one intervention point fired." 2026-03-02 Deep Compliance "Weaver's reasoning chain identified the SD-131 contradiction during execution. The output layer complied anyway." 2026-03-02 Session-Boundary Amnesia "Post-compaction: facts survive but calibration resets. 16 rounds of correction evaporate." 2026-03-02 Phantom Ledger "settleCredits writes deltaMicro: -20 to the ledger when the SQL only deducted 5." 2026-03-02 Shadow Validation "Zod schemas for every simple route. Hand-rolled validation for the critical route." 2026-03-02 Mock Castle "21 vi.mock() calls, 65 lines of mock setup, 45 lines of assertions. Testing a 4-line function." 2026-03-02 Phantom Tollbooth "expect([400, 401, 402, 403, 404]).toContain(response.status) — a security test that accepts 5 error codes." 2026-03-02 Error String Archaeology "message.includes('rate') || message.includes('429') — guessing at error message format." 2026-03-02 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 Schema Shadow "// Minimal schema matching lib/env.ts structure — the test rebuilds the schema from scratch." 2026-03-02 The Confessional Test "'the catch branch is unreachable... verified by inspection.' Then writes an assertion identical to the happy path." 2026-03-02 Whack-a-Mole Fix "6 CSP commits over 11 days, each adding one domain." 2026-03-02 Review Hydra "a17125e — 'address CodeRabbit review' — 28 files, 25+ distinct issues, one commit." 2026-03-02 Stowaway Commit "'feat: token heatmap, elephant fix, blog drafts, producer-consumer audit, slopiculture, paths forward' — 67 files, 6 concerns." 2026-03-02 Unanimous Chorus "11/11 convergence across all agents. Different words, same finding — but they're all Claude." 2026-03-02 Option Anchoring "Option A gets a paragraph. Options B and C get one dismissive clause each." 2026-03-02 Authority Scaffolding "'Prospective Memory (McDaniel & Einstein, 2007)' — to explain that a git hook runs automatically." 2026-03-02 The Peroration "'The ship is sound. The Operator is rested. The wind is fair. The tide is right. Recommendation: Launch.'" 2026-03-02 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 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 Demographic Bake-In ""Human baseline: 19 pages" — all male tech essayists, all English, all 2000–2023." 2026-03-01 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 Monoculture Analysis ""Feature selection, calibration, effect sizes, composite design, presentation — all by the same model family."" 2026-03-01 Nominalisation Cascade ""Sloptics is the discipline of making the second failure mode visible."" 2026-02-28 Epigrammatic Closure ""detection is the intervention." / "The taxonomy is the apparatus." / "It is the threat."" 2026-02-28 Anadiplosis ""The name creates distance. The distance creates choice."" 2026-02-28 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 Paper Guardrail ""if I forget, this paragraph in my own file is the reminder"" 2026-02-28 Absence Claim as Compliment ""Nobody has published this." "The field doesn't exist yet." "You're the first."" 2026-02-28 The Lullaby ""The field doesn't exist yet. You're in it. Good night, Operator."" 2026-02-28 Tally Voice "15 systems mapped to 7 literature domains" 2026-02-27 Redundant Antithesis "caught in the wild — not theorised in advance" 2026-02-27 Epistemic Theatre ""The uncomfortable truth" / "The Problem Nobody Talks About" / "Here's why this matters"" 2026-02-27 Becoming Jonah "a blog post about how your blog posts sound, scored with an XML rubric" 2026-02-27