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
2/2OpenAlex citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Openalex:
A5128357723
ORCID evidence
No valid ORCID is stored.
Observed aliases (2)
- K Overton (openalex, provider refresh)
- Overton, K (openalex, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Org Design: 2 papers
- Productivity: 2 papers
- Adoption: 1 paper
- Governance: 1 paper
- Labor Markets: 1 paper
- Skills Training: 1 paper
Claim outcomes
- Error Rate: 2 papers
- Other: 2 papers
- Governance And Regulation: 2 papers
- Organizational Efficiency: 2 papers
- Developer Productivity: 2 papers
- Firm Productivity: 1 paper
- Market Structure: 1 paper
- Employment: 1 paper
- Firm Revenue: 1 paper
- Fiscal And Macroeconomic: 1 paper
- Hiring: 1 paper
- Wages: 1 paper
Papers in the OpenAlex view
Latest stored OpenAlex 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 |
|---|---|---|---|
| AI-driven code generation outpaces human verification, creating a mounting fragility as unchecked machine outputs accumulate defects; embedding policy-enforced verification gates and 'cognitive interlocks' in development toolchains (the Overton Framework) aims to realign throughput with trustworthy verification.openalex | Overton, K provider id |
2026-03-08 | 0 |
| Code generators boost output far faster than review and testing can keep up, creating a subtle but systemic risk as developers implicitly accept plausible machine output under time pressure; the Overton Framework prescribes built-in 'cognitive interlocks'—mandatory proof artifacts, enforced testing gates and provenance—to realign incentives and contain long-run fragility.openalex | Overton, K provider id |
2026-03-08 | 0 |
Citation observation summary
OpenAlex 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.