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
5Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2404467353
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Logan Ritchie (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Productivity: 2 papers
Claim outcomes
- Error Rate: 2 papers
- Other: 2 papers
- Organizational Efficiency: 1 paper
- Developer Productivity: 1 paper
- Output Quality: 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 |
|---|---|---|---|
| Post-training on long-horizon office workflows raises a Qwen3.5 agent’s SWE-Bench Pro pass@1 by 5.8 points, with matched-trajectory evidence that the model forms better local goals, builds and preserves task-relevant state, maintains higher-level constraints, and verifies results more often — suggesting long-horizon behavioral training yields domain-general gains.arxiv | Logan Ritchie provider id |
2026-08-03 | 0 |
| LLM-based agents can perform many multi-step workplace tasks but still miss roughly 40% of assignments; failures cluster in tool use, planning and contextual inference, with weaker models failing basic steps and stronger ones stumbling on tasks requiring inference beyond explicit directions.arxiv | Logan Ritchie provider id |
2026-01-13 | 6 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 6 cumulative citations. This is a coverage summary, not an author score or h-index.