Multi-agent debate (DyTopo)
A tiered bench of specialist agents produces and challenges findings in parallel rounds, ordered by a learning loop — so a claim survives scrutiny before you see it.
LexCore doesn't ask one model for an answer. It runs a tiered bench of specialists — a root orchestrator, domain managers, and epistemic/conceptual/writing agents — each specialised by its instructions rather than by being a different model.
- Specialists include a contract-risk analyst, clause comparator, precedent researcher, corporate-governance and data-protection agents, materiality and enforceability analysts, a redliner, and a summary writer.
- Each specialist's knowledge lives in a versioned, reviewable file — not a prompt buried in code — carrying Nigerian grounding: CAMA 2020 for governance, the NDPA 2023 (not the earlier NDPR) for data protection, the Arbitration and Mediation Act 2023 for dispute clauses.
- That material is orientation, never a citation. A specialist is told where to look; it is forbidden from stating a section number it cannot see, and must route an ungrounded point to a human gate instead.
- Agents run in parallel and blind to one another each round, so their findings are independent commitments — nobody bandwagons on the loudest output.
- A Q-learning loop orders which specialists run, and an optional recruitment mode lets domain managers pick a domain-scoped subset per round (deterministic, no extra model call).
- A Precedent Board surfaces prior outcomes across the debate.
Findings are produced, challenged in debate, put through the CitationGate, and only then synthesised. The debate is the reason a finding is more than a single model's first guess.
Related technical documentation
CitationGate: grounding every finding
The trust core. A finding with no verifiable quote is rejected; a quote that doesn't match the source is dropped. This is why LexCore's output is traceable.
Deliberative governance & anti-sycophancy
Reputation-weighted, commit-reveal aggregation that stops the AI from agreeing with itself — and records dissent instead of hiding it.
Human Gates & the triage worklist
Keeping a lawyer in the loop without drowning them: what escalates, and how the survivors are ranked by risk and materiality.