Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review.
How this is built →
2Distinct papers
0Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2458372745
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- George Andrikopoulos (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 2 papers
- Human Ai Collab: 2 papers
- Org Design: 2 papers
- Productivity: 2 papers
- Governance: 1 paper
Claim outcomes
- Error Rate: 2 papers
- Output Quality: 2 papers
- Organizational Efficiency: 1 paper
- Ai Safety And Ethics: 1 paper
- Decision Quality: 1 paper
- Governance And Regulation: 1 paper
- Skill Acquisition: 1 paper
- Task Completion Time: 1 paper
Papers in the Semantic Scholar view
Latest stored Semantic Scholar author observations only. Citation counts below are from the same provider and are not combined with other services.
Scroll the table horizontally to see every column.
| Paper | Author evidence | Date | Provider citations |
|---|---|---|---|
| Frontier models now differ more in consistency than in peak ability: repeated deterministic tests reveal whether a failure is a reproducible miss fixable by an operating rule or a scattered error that requires changing the model; the proposed harness is cheap, transparent and directly decision-guiding.arxiv | George Andrikopoulos provider id |
2026-08-19 | 0 |
| Expert fixes to LLM errors vanish after sessions because teams lack an operations discipline to persist and govern corrections; instituting a versioned write-back loop, tail-focused metrics, and explicit retirement processes would make human-AI collaborations accumulate real capability rather than replay the same mistakes.arxiv | George Andrikopoulos provider id |
2026-08-19 | 0 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 0 cumulative citations. This is a coverage summary, not an author score or h-index.