Composable agentic workflow engine built on the Actor model — mailboxes, DAG scheduling, and compensation sagas for workflows that need to unwind cleanly when a step fails.

Natural-language SQL analytics agent — schema introspection, an AST compiler pipeline, enforced read-only execution, and a self-correcting REPL loop when a query fails.

Agentic RAG security research framework — an intentionally vulnerable pipeline covering attack vectors like corpus poisoning and tool injection, paired with modular defenses for red-teaming and benchmark development.

Real-time credit card fraud defense — CQRS and event sourcing for auditability, stream-safe rolling state for live scoring, and an interactive TUI for fraud analysts.

Bank-grade credit risk scorecard engine — Weight-of-Evidence and Information Value binning, with automated adverse-action reason codes for regulatory-grade explainability.

Production-grade short-term energy load forecasting — 24-horizon direct models, weather coupling, and peak-demand alerting for grid operations.

Autonomous agents that coordinate tasks, execute tools, and recover from failures.

• flowmind — Actor-model workflow engine with compensation sagas.
• meetmind — Meeting commitment ledger & time-travel tracker.
• researchforge — Blackboard multi-agent research team.
• toolrank — Unified tool ranking & retrieval for LLM agents.
• memcurve — Ebbinghaus forgetting curve memory server (MCP).
• datasage — Autonomous statistical analysis & modeling agent.

High-precision retrieval systems that cite verifiable sources and prevent hallucination.

• knowbase — Hexagonal RAG with hybrid BM25 + TF-IDF fusion.
• papermind — Scientific literature indexing & claim mining.
• corrector — Corrective RAG with dynamic web fallback.
• clauseiq — Legal contract intelligence & risk scorer.
• graphret — Knowledge-graph curriculum training for retrievers.
• entitytree — Cuckoo-filter accelerated tree RAG (85% lower latency).
• deflectiq — Confidence-gated support deflection & escalation.

Hardening generative AI against adversarial exploits, data leaks, and poisoning.

• ragshield — Red-teaming framework for corpus poisoning & tool injection.
• privgen — Differentially private RAG diffusion with provable DP bounds.

Real-time transaction scoring and bank-grade credit risk modeling.

• fraudshield — Real-time CQRS fraud defense with live TUI.
• riskscore — Weight-of-Evidence scorecard with adverse-action codes.
• retainiq — Calibrated churn probability & retention ROI playbooks.

Predictive optimization for revenue, energy grids, and inventory.

• wattcast — 24-horizon energy load forecasting with weather coupling.
• pricewave — Price elasticity estimation & margin optimization.
• stockmind — Newsvendor safety stock & replenishment simulator.
• splitforge — Sequential mSPRT testing & A/B inference engine.

Autonomous SRE incident triage, metric anomaly detection, and automated review.

• alertpulse — Autonomous SRE incident response state machine.
• pulsequard — Real-time metric anomaly streaming & flap suppression.
• triagehub — Multi-label ticket classifier & SLA smart router.
• codesentry — Automated code review rules engine & AST analysis.
• codeoracle — Codebase AST symbol chunking & cross-file tracing.

Production ML pipelines, high-throughput feature stores, and predictive fleet health.

• talentmatch — Skill taxonomy ontology graph & bipartite candidate matching.
• recocore — Hybrid collaborative & content recommendation system.
• maintainiq — Fleet remaining-useful-life (RUL) estimator & schedule optimizer.
• featforge — Feast + Ray distributed feature engineering with point-in-time correctness.

Anyone can build a demo that succeeds under happy-path conditions. Real engineering is building software that continues to operate reliably when inputs get noisy, models hallucinate, dependencies fail, or adversaries probe boundaries.