Stops a code change from quietly breaking your AI.

✅ 10 / 10 planted bugs caught · $0 to run

_{Records the agent once, replays it offline with no API keys, and fails the build before a bad change merges.}

_{Python OpenTelemetry SQLite GitHub Actions}

Finds the cheapest mix of AI models that still gets the job right.

✅ 3.6× cheaper at the same quality

_{Splits an agent into planner, doer and checker, then scores all 15 combinations on the same 8,100 graded runs.}

_{Python FastAPI Anthropic OpenAI Groq}

A company assistant that answers with sources, or admits it doesn't know.

✅ 85.9% routing · 100% of hard cases escalated

_{One orchestrator picks a specialist across documents, governed metrics and a knowledge graph, then checks every citation.}

_{LangGraph Qdrant Neo4j dbt FastAPI}

Turns raw social conversation into customer types you can actually prove.

✅ 4 personas + 11 sub-types, each statistically validated

_{An LLM tags behavioural signals at scale, three clustering algorithms agree on the groups, and significance tests confirm each one is real.}

_{Python DSPy HDBSCAN scikit-learn MLflow}

Reads sales calls and decides which misrouted lead earns a refund.

✅ Precision 43% → 89% on the same model

_{The LLM only extracts facts; plain code makes the decision, so a bad guess shows up as a visible error instead of a silent one.}

_{Python LLM APIs XGBoost Embeddings}

Ask a data question in plain English, get the chart and the answer.

✅ 91% routed correctly · 7 specialist agents

_{An orchestrator hands the question to the right specialist, which runs its code in a sandbox behind 40+ security checks.}

_{FastAPI MCP Plotly pandas Docker}

Notices when a model goes stale and retrains it on its own.

✅ 5-stage closed loop · zero manual scheduling

_{A drift metric watches live traffic and triggers retraining automatically, but a human still approves the new model.}

_{FastAPI MLflow XGBoost Docker AWS}

Search that understands what you meant, not just what you typed.

✅ +22% better results, A/B tested

_{Keyword and meaning-based search run together and their rankings are fused, then a guarded assistant answers from the evidence only.}

_{FAISS BM25 SBERT LangChain Gradio}

An AI analyst that asks permission before it touches your database.

✅ 1M+ rows queried · zero writes allowed

_{Three approval gates before anything runs, and read-only SQL enforced at the syntax-tree level rather than by a prompt.}

_{FastAPI Gradio MCP SQLite pytest}

LangGraph LangChain Qdrant FAISS BM25 SBERT Cohere Neo4j RRF Reranking

MCP DSPy Multi-agent routing Guardrails Human-in-the-loop Prompt-injection defence

MLflow Langfuse RAGAS OpenTelemetry FastAPI Docker CI eval gates Drift monitoring

PyTorch scikit-learn XGBoost Transformers Embeddings Clustering

Spark Databricks dbt DuckDB PostgreSQL SQLite AWS Azure

Python R A/B testing Causal inference Bootstrap CI McNemar Fisher / χ² BH-FDR