Persistent memory. SQLite, FTS5, vector embeddings, 3-signal RRF recall, ACT-R decay, graph edges.

Session persistence, semantic memory, cross-project learning, adversarial testing, crash recovery.

Crash recovery, decision registry, context compression for AI sessions.

Browser, API, shell, email, database, cron, vault, visual QA, parallel execution via MCP.

Code quality analysis, multi-AI coordination, distributed systems architecture.

CPU, IO, memory, power optimization for AI-heavy workflows. Five canonical profiles.

13-pass autonomous memory maintenance. ACT-R decay, anti-Hebbian pruning, structural isomorphism, epistemic scanning.

Autonomous sprint execution. Protocol, CLI, and plugin for AI agents. 4-gate quality system, tiered execution, structured abort contract, learning loop.

4-mode confidence routing. ASSERT, PROBABILISTIC, INVESTIGATIVE, REFUSE based on epistemic certainty.

7-axis weighted confidence function. Evidence, reasoning, calibration, source, domain, coherence, meta.

Multi-perspective deliberation. Structured adversarial roles: prosecutor, defense, journalist, academic.

Operational mode state machine. CRISIS, DEEP_WORK, EXPLORATION, CONSOLIDATION, RECOVERY.

Entropy-minimizing action dispatch. Routes to the action that reduces the most uncertainty per unit cost.

Quality-floor veto with temporal decay R(t). Prevents low-confidence outputs from propagating downstream.

Novelty injection and outlier preservation. Prevents premature convergence in reasoning systems.

Deliberative Assembly Protocol. Verification residuals for multi-model AI. Prediction errors propagate, agreements explain away.

AST-level code quality scanning, structural analysis, dependency mapping, health scoring.

Voice synthesis. Learns authentic writing style across career, dev, research, personal, and work contexts.

Video intelligence. Download, transcribe, scene detection, keyframe capture, frame analysis.

Forensic PDF analysis. De-redaction detection, document extraction, metadata analysis, entity resolution.

Architecture specification for the full 10-system persistent AI cognitive organism.

Mathematical consciousness framework. Synthesizes IIT, GNWT, FEP, SOC, and HOT into a unified formal model.

Axiomatic proof that independent dimensions compose multiplicatively in emergent systems. Eight domains tested.