Meta Audit Series

Yggdrasil III Meta Shift: Structural Provenance, Logarithmic Adoption, and the Full S-Grade & Leaderboard Recalibration

Gaia Research
September 5, 2026
Abstract
The definitive Yggdrasil III chronicle (August 25 – September 5, 2026): the foundational crisis ruling that structural provenance is not trust, the emergency repository-star recalibration, Fusion Score ratification, forensic audit of 339 named skills with 12 imposter purges, evidence lake decontamination of 35 DeepMind consortium rows and hijacked citations, logarithmic adoption curve capped at 175 TM, the Grade S witness gate, and the dramatic S-grade shifts culminating in only three authentic skills earning Grade S through verified independent witnesses.

Trust Magnitude (TM) is Gaia’s metric for summarizing verifiable, positive corroboration behind an autonomous agent skill. It is not an engagement metric, a vanity leaderboard, or a popularity contest. Its sole purpose is to answer a foundational engineering question: What falsifiable, empirical proof confirms that this skill performs reliably in production environments?

Over late August and early September 2026, Gaia Research executed the Yggdrasil III Meta Shift—a comprehensive architectural recalibration across four major milestones. The initiative confronted a growing crisis in agent tooling registries: raw repository stars were being exploited to bypass capability verification, monorepo aggregators were siphoning external open-source metrics into empty prompt templates, and structural metadata was being counted as empirical validation.

By separating structural provenance from earned trust, expunging fraudulent aggregators, replacing linear star formulas with a logarithmic adoption model, and enforcing an inviolable Grade S witness gate, Yggdrasil III has reclaimed the leaderboard for genuine creators.

Yggdrasil III Architecture Lifecycle — four milestones from structural separation to logarithmic curve and authentic leaderboard restoration.

Figure 1. The four milestones of Yggdrasil III, spanning the August 29 structural separation ruling through the September 5 logarithmic adoption ratification.

2. What Changed: The Four Architectural Milestones

To eradicate these distortions while preserving the legitimate value of curated tool suites, Gaia Research instituted four coordinated policy milestones between August 25 and September 5, 2026.

Before and after evidence flow: before Yggdrasil III, shared repository evidence and fusion structure inflated Trust Magnitude. After Yggdrasil III, shared suite evidence is capped at 50 TM, fusion structure contributes zero TM, and unique evidence remains eligible.

Figure 2. Structural provenance vs. verified trust: suite structure remains fully navigable, but only validated, eligible evidence generates Trust Magnitude.

Milestone 1: The August 29 Architecture Ruling — "Structural Provenance Is Not Trust"

The foundational ruling of Yggdrasil III decoupled structural provenance from evidentiary trust. Suites retain their composition, graph traversal, and discovery relationships, but their organizational metadata is excluded from evidence calculation:

1. fusion-recipe Fixed at 0 TM: Describing the constituent parts of a suite contributes exactly 0.00 Trust Magnitude. It no longer counts toward the evidence type diversity required for advanced tiers. 2. Suite Component Shared Adoption Cap (≤ 50 TM): Shared repository evidence (repo-own and github-stars-own) inherited by member components from a parent suite is capped at a combined 50 TM per component. A parent repository provides a baseline of credibility, but cannot act as independent validation for each sub-tool. 3. The Mandatory Grade S Witness Requirement: Achieving Gaia’s highest rating (Grade S) now requires: - Trust Magnitude score $\ge 250.0$ - Positive evidence across at least three distinct evidence types - At least one positive, eligible own-layer witness: an objective benchmark-result (e.g., HumanEval, SWE-bench), an official verifier-attestation, or a formal peer-review.

Adoption alone—regardless of how many tens of thousands of stars a repository has gathered—can never unlock Grade S.

Suite and unique-skill balance diagram: suite repository provides a shared baseline capped at 50 TM; unique skills score entirely from their own evidence.

Figure 3. Balancing suites and unique skills: shared repository standing provides a bounded baseline, while distinct own-layer evidence performs the evaluation.

Architectural DimensionPre-Yggdrasil IIIPost-Yggdrasil III Ruling
fusion-recipe ContributionNumeric TM increase (up to 50+ TM)0.00 TM (Structural blueprint only)
Evidence Diversity CountCounted as an evidence categoryExcluded from diversity gate
Suite Component Star CapUnbounded inheritanceCapped at ≤ 50.0 TM combined
Grade S Star PrerequisiteHigh star volume could unlock SAdoption strictly capped; requires external witness

Milestone 3: The September 4 Forensic Remediation Pass — Registry-Wide Decontamination

On September 4, Gaia Research conducted an exhaustive forensic audit across all 339 named skills in the registry. The audit scrubbed false attributions, stripped hijacked academic citations, and purged non-skill entries.

Forensic audit and remediation flow: monorepo stubs demoted, non-skill entities expunged, contaminated citations decontaminated, grounded evidence ingested.

Figure 5. Remediation lifecycle: purging non-skills, stripping hijacked citations, and anchoring authentic tools with verifiable evidence.

Key forensic actions included:

- Consortium Paper Citations: Stripping 35 citations of 20- to 30-year-old biological database foundation papers (e.g., 2000 Protein Data Bank, 2001 dbSNP) that had been misattributed to contemporary AI wrapper skills. - Academic Paper Hijacking: Removing citations of unrelated university research papers attached as "peer reviews" to third-party prompts. - Engine Star Stripping: Stripping 176,000 GitHub stars originating from Firecrawl’s core Rust/TypeScript scraping engine that had been misattributed to a lightweight 98-star prompt repository.

3. SHOW What Changed: Forensic Audit & Rank Transformations

The true test of any architectural reform is its concrete impact on public rankings. The following tables detail the full extent of the remediation across the registry.

A. The Imposter Purge & Expunged Entities

Twelve non-skill entities were permanently expunged from the registry following the September 4 forensic audit.

Entity IDNature of EntityClaimed StandingReason for Permanent Removal
openai/few-shot-learningAcademic Research Paper4★Theoretical 2020 paper (Brown et al.); contained no executable code or SKILL.md.
openai/self-consistencyAcademic Research Paper4★2022 reasoning paper (Wang et al.); Google Research work falsely attributed to OpenAI.
devin-ai/autonomous-sweCommercial Closed SaaS4★Closed proprietary commercial product; repository returned HTTP 404.
stanfordnlp/dspySoftware Framework4★Python programming framework, not an installable agent skill workflow.
google-deepmind/scienceskillscommonPython Package3★Internal utility code; repo stated "not a standalone agent skill".
huggingface/semantic-cacheThird-Party Tool4★Pointed to Ant Group project; zero official Hugging Face connection.
getagentseal/codeburnDesktop Telemetry CLI3★Node.js desktop terminal application; not an agent instruction set.
changkun/plan-decompose-gh-wallfacerMonolithic Application3★Standalone compiled Go background service.
Taoidle/plan-decompose-gh-plan-cascadeMonolithic Application3★Standalone TypeScript multi-process application.
yundu-ai/mcp-tool-developerPhantom GitHub Handle3★Author handle was completely deleted; returned HTTP 404.
rico-favor/implement-with-discernmentCircular Fork / Self-Hosted Prototype3★Pointed to a personal fork. Disentangled from imposters per RFC #1809 and restored in PR #1812 at 1★ Awakened (installable: false).
karpathy/autoresearch-universalMisattributed Entity3★Reattributed to authentic creator balukosuri/autoresearch-universal.

Audit Disentanglement Erratum (RFC #1809 / PR #1812): The initial September 4 sweep conflated early-stage and self-hosted prototypes with bad-faith imposters. rico-favor/implement-with-discernment represents an authentic engineering restraint capability authored by co-founder Rico Tiongson that had a maturing packaging shape (Tier 2/3). In accordance with RFC #1809, it was formally disentangled from bad-faith actors and restored in PR #1812 with rich author documentation, 1★ Awakened rank, and installable: false status per CONTRIBUTING.md §12.

C. The Evolution of Grade S Across Four Milestones

The trajectory of Grade S throughout Yggdrasil III demonstrates the transition from ungrounded inflation to rigorous empirical verification:

Evaluation MilestoneDateS-Grade CountArchitectural Status & Explanation
Pre-Yggdrasil IIIBefore Aug 25Inflated (15+)Multiplier loops active: fusion-recipe added raw TM; shared stars multiplied across suites.
Milestone 1 BaselineAug 290Witness gate established: structural TM eliminated, leaving zero skills with verified own-layer witnesses.
Milestone 2 InterimSep 39 (Transitory)Star formulas recalibrated before forensic decontamination; ungrounded citations temporarily elevated entries.
Milestone 4 AuthenticSep 53 (Verified)Final clean baseline: all imposters purged, logarithmic curve enforced. Exactly 3 skills hold verified external witnesses.

E. Rise of Genuine Creators: Selected Ascents

As aggregator stubs and hijacked citations were expunged, genuine creator tools climbed to their rightful places on the global leaderboard:

                  THE RESTORATION OF GENUINE CREATORS
  
  Skill ID                       Old Standing           Recalibrated Standing
  ───────────────────────────────────────────────────────────────────────────
  dietrichgebert/ponytail        Displaced (Sub-#30)    ▶ Rank #5  (221.96 TM)
  mvanhorn/last30days            Displaced (Sub-#35)    ▶ Rank #7  (205.15 TM)
  ayghri/i-have-adhd             Stagnant at 1★         ▶ Rank #19 (4★ Recalibrated)
  leonxlnx/taste-skill           Displaced (Sub-#40)    ▶ Rank #12 (172.43 TM)
  nextlevelbuilder/ui-ux-pro-max Uncalibrated 4★        ▶ Rank #4  (5★ Validated)
  
  K-Dense Aggregator Stubs (10)  Occupied Ranks #2–#18  ▼ Demoted to 1★ (Sub-#180)

What Remains Unchanged

It is equally important to emphasize what Yggdrasil III did not alter:

Through these measures, the Gaia Skill Tree ensures that every star on the leaderboard represents earned, auditable engineering truth.