Thinking, writing, and research from the Pandexis team.
Plain-English notes on multi-agent document analysis, consensus math, red-team review, and the legal-tech workflows we design for.
AI consensus in document review: why many agents beat one
A single LLM's confidence score is not evidence. Consensus across many independent agents - measurable, auditable, defensible - is.
Privilege review automation, without privilege-review regret
Automating privilege review does not mean outsourcing the privilege call. It means giving the reviewer the evidence faster.
Cost control in modern eDiscovery: where the new math changes the old workflow
The per-document cost curve has moved. Here is how the review workflow should move with it - without sacrificing defensibility.
A practical workflow for multi-custodian document review
An illustrative review plan: define the question, trace findings to source passages, check contradictions, and prepare a cited handoff to counsel.
Multi-agent consensus for document review: a technical white paper
A research-grade treatment of consensus math (Dawid-Skene), per-agent reliability scoring, and the measurable defensibility improvements over single-model review.