Topic
failures
Logistics Rail & Road #private equity#trucking
Private Equity in Trucking: Why Most Deals Fail and the Texas Trans Eastern Exception
Private equity firms often struggle with asset-based trucking investments, as traditional models clash with the industry's cyclical nature. However, the nine-figure Texas Trans Eastern deal demonstrates that understanding market cycles and partnering with experienced owners can lead to success, according to FreightWaves and Spencer Tenney of The Tenney Group.
Jul 17, 2026 1 source
Artificial Intelligence #llms#ai
LLM Agents Look at Correct Tools but Still Pick Wrong, Research Reveals Readout as Failure Point
Research by Shiyang Chen reveals that LLM agents mis-call tools not because they fail to see the right tool, but because the decision readout fails. The model attends to the correct tool 80% of the time, yet picks wrong. Readout-side interventions recover 59-91% of failures, while input-side fixes recover ≤23%.
Jun 16, 2026 1 source