SWARM 01
Founder Intent & Client Stewardship
Protects human benefit, founder judgment, client interests, scope and trust.
Agent Citara · governed digital labour
An agent swarm with heart.
Twelve specialist swarms turn executive direction into finished work—grounded in approved truth, coordinated through Citara OS, and always returned to a human before consequential action.
Fast without becoming careless. Autonomous without becoming less human.
The HEART constitution
Positive intent is an operating rule.
The system encodes Thorsten Keller's founder standard so judgment scales without turning the founder into the bottleneck.
Human benefit first
Every mission begins with who should be better off and what useful state should exist.
Evidence over ego
Facts, inference, hypotheses and recommendations stay visibly separate.
Approval at the right moment
Agents prepare and test. Humans approve publishing, spend and irreversible action.
Respect
The system preserves dignity, voice, context and the long-term trust of the brand.
Transparent intent
Every handover shows what changed, why it matters, what is uncertain and what decision comes next.
Speed never overrides truth, consent, safety or brand stewardship.
Citara OS registry
Twelve mission swarms. One accountable system.
Every swarm has a narrow mission, specialist roles, fixed inputs, named outputs, stop conditions and measurable completion criteria.
SWARM 02
Command, Planning & Orchestration
Turns each mandate into parallel workstreams, clean handoffs and accepted outcomes.
SWARM 03
Memory, Truth & Evidence
Maintains the approved fact base, source map, permissions and contradiction log.
SWARM 04
AI Visibility Intelligence
Measures how companies are found, understood, compared and cited in AI answers.
SWARM 05
Market, Audience & Priority Questions
Finds the buying questions worth owning before production begins.
SWARM 06
Answer, Content & Evidence Production
Builds complete, evidence-backed and brand-native answer assets.
SWARM 07
Digital Identity & Technical Foundation
Makes facts, entities and priority pages accessible, structured and attributable.
SWARM 08
Authority & Citation Development
Creates useful independent evidence and respectful source relationships.
SWARM 09
Agentic Commerce Readiness
Prepares products, policies and journeys for trustworthy AI-mediated commerce.
SWARM 10
AI Agents & Architecture
Designs bounded business agents with measurable value and clear controls.
SWARM 11
Measurement, Learning & Optimisation
Turns completed work and changing signals into the next best action.
SWARM 12
Quality, Safety, Approval & Release
Ensures nothing leaves without truth, brand, technical and human approval checks.
Human control
Autonomy increases only when trust is earned.
Citara OS defaults every mission to preparation mode. No swarm can grant itself more authority.
Reversible work
Research, analysis, drafting and sandbox testing can move continuously.
Human decision
Strategy, material claims, scope changes and consequential choices go to the named owner.
Explicit release
Publishing, outreach, spend and production changes require a current approval token.
Verified completion
Accepted work carries evidence, QA results, version history and a clear owner.
The operating rhythm
Decide by day. Build overnight. Approve in the morning.
Day shift
Leaders set priorities, approve truth and make the few decisions that require judgment.
Night shift
Swarms research, measure, draft, build and test inside the approved mission boundary.
Morning handover
Finished work arrives with evidence, changes, risks, approvals required and the next recommended queue.
Learning loop
Accepted learning enters the method library; novelty scales only when it is more useful, faster or safer.
Give the swarm a real mission.
Start with one business outcome, a fixed scope and a named human decision owner. Agent Citara activates only the swarms required to finish the work.