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Home → Q10 Subjects — What We Cover

Q10 Subjects — What We Cover

Subjects are the human-facing map across Q10. A product may belong to several subjects, and a subject may connect products from several Q families. Use this page to enter by topic rather than by product name.

Truth & Evidence

Claims, sources, provenance, contradictions, uncertainty, truth boundaries, evidence fabrics and receipts.

Verify an AI answer · Why AI hallucinates · Evidence products

Decision Intelligence

Decision integrity, approval gates, QRX routing, benefits and burdens, trade-offs and accountable judgment.

The Q Test · Verify products

Agents & Automation

Agents, orchestration, loops, tools, authority, multi-agent and syn-to-syn systems, drift and stop conditions.

What are AI agents? · Test an AI agent · Human control

Models & Intelligence

LLMs, parameters, weights, inference, reasoning, benchmarks, latent/recurrent systems and model limitations.

Parameters & weights · Read AI benchmarks

Prompt & Control Language

Prompt design, Q command language, FFF, DBL, Glean, Supra, RX production engineering and explicit execution contracts.

Prompt injection & security

Data, RAG & Memory

Retrieval, semantic cache, embeddings, context, memory layers, datasets, lineage and contradiction-preserving retrieval.

RAG explained · Hallucination & grounding

Testing & Assurance

TSLP, Q-Bench, Q Gym, simulations, red teams, lifecycle tests, promotion gates and false-clear controls.

Benchmark guide · Agent testing · TSLP

Safety, Security & Privacy

Prompt injection, permissions, cyber risk, identity, PII, attack surfaces, human gates and tool boundaries.

Prompt injection · Privacy & data · Human control

Resilience & Recovery

Backups, rollback, continuity, disaster recovery, corruption, provider loss and institutional memory.

AI failure & recovery plan · Recovery products

Child, Family & Human AI

Child-first constraints, learning, privacy, manipulation, dependency, consent, power, accessibility and human authority.

AI safety for children

Engineering & Infrastructure

BuildOS, APIs, databases, containers, GitHub, deployment, schemas, contracts, hardware and integration.

Build products

Energy, Environment & Human Burden

EE/EH: compute, energy, water, materials, labor, time, money, attention, trust and downstream burden.

AI energy & resource impact

Robotics & Physical AI

Embodied agents, spatial intelligence, machine authority, manufacturing and autonomous physical systems.

Business, Workforce & Society

Procurement, small business, jobs, workforce transition, civic systems, communities, education and governance.

Vendor risk · AI, jobs & workforce skills

Frontier & Emerging

Biological computing, multimodal systems, quantum, advanced architectures, space and long-horizon systems.

Cross-link rule

Subjects are not folders. They are graph edges. Every useful page should link to related questions, facts, evidence, products, structures, solutions and independent resources.