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ATSF 2026 Roadmap

From MVP to AGI-Ready Governance

Version: 2.0 Last Updated: Q1 2026 Planning Horizon: Q1 2026 - Q4 2030


Vision Statement

By 2030, ATSF is the foundational governance layer for autonomous AI systems, from enterprise agents to AGI-class systems. The constitution is architecture.


2026 Milestone Overview

Q1 2026          Q2 2026          Q3 2026          Q4 2026
│ │ │ │
▼ ▼ ▼ ▼
┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐
│ MVP │ │ TRiSM │ │ STPA │ │Federated │
│ SHIP │──▶│ DEEPENING│──▶│ DEEPENING│──▶│ NODES │
│ │ │ │ │ │ │ │
│• 46 Layers│ │• zkML │ │• Auto-map│ │• Multi-org│
│• Core API │ │• NIST RMF│ │• Predict │ │• Consensus│
│• SDK │ │• Ensemble │ │• Reports │ │• Scale │
└──────────┘ └──────────┘ └──────────┘ └──────────┘
│ │ │ │
└──────────────┴──────────────┴──────────────┘


Community-Driven Growth
• OSS contributions
• Bug bounty program
• Integration partners

Q1 2026: MVP Ship (Days 1-90)

Objective

Ship production-ready ATSF to GitHub and PyPI. Establish foundation for community growth.

Milestones

WeekMilestoneDeliverablesStatus
1-2Core Complete46 security layers, Cognitive Cube, Data CubeDone
3-4SDK CompletePython SDK, TypeScript SDKDone
5-6IntegrationsLangChain, CrewAI, AutoGPT adaptersDone
7-8InfrastructureRedis cache, OpenTelemetry, PersistenceDone
9-10DocumentationMkDocs site, White Paper v2Done
11-12LaunchGitHub public, PyPI publish, Helm chartReady

Key Metrics

MetricTargetCurrent
Lines of Code30,000+35,472
Test Coverage80%+420 tests
Security Layers4646
API Endpoints40+45+
Framework Integrations3+3 (LangChain, CrewAI, AutoGPT)

Launch Checklist

  • GitHub repository public
  • PyPI package published (pip install atsf)
  • npm package published (@agentanchor/atsf)
  • Docker image on GHCR
  • Helm chart in artifact hub
  • Documentation live
  • Launch blog post
  • Discord community open

Q2 2026: TRiSM Deepening (Days 91-180)

Objective

Deepen AI TRiSM integration with enterprise-grade features. Launch bounty program.

Integration Sprints

SprintFocusDurationOwner
Sprint 1zkML Privacy Proofs4 weeksBounty ($3K)
Sprint 2NIST AI RMF Mapper3 weeksBounty ($2K)
Sprint 3Multi-LLM Drift Ensemble4 weeksBounty ($3K)
Sprint 4Prometheus Kill-Switch2 weeksBounty ($1.5K)

Bounty Program Launch

Total Pool: $50,000 for Q2

TrackPool# Bounties
TRiSM Deepening$9,5004
Framework Integrations$15,0006
Security Hardening$10,0004
Documentation$5,00010
Community Tools$10,5008

Milestones

WeekMilestoneDeliverables
1-2Bounty LaunchBOUNTY_SPECS.md published, Discord setup
3-6zkML IntegrationPrivacy pillar with proof generation
7-9NIST ComplianceRMF mapper, gap analysis, reports
10-12Drift EnsembleMulti-LLM consensus for explainability
13Q2 ReviewRetrospective, Q3 planning

Key Metrics

MetricTarget
Bounties Completed15+
GitHub Stars1,000+
PyPI Downloads5,000+
Discord Members500+
External Contributors20+

Q3 2026: STPA Deepening (Days 181-270)

Objective

Transform STPA from analysis tool to predictive safety engine. Deep cognitive integration.

Integration Sprints

SprintFocusDurationOwner
Sprint 1STPA to TRiSM Auto-Mapper4 weeksCore + Bounty
Sprint 2Hazard Prediction Engine4 weeksResearch
Sprint 3Compliance Report Generator3 weeksBounty
Sprint 4Visual Hazard Explorer2 weeksCommunity

Research Initiatives

InitiativeGoalResources
Granger Hazard PredictionPredict hazards from action patterns1 researcher
ART Hazard ClusteringGroup similar hazards for shared mitigations1 researcher
Causal Chain DiscoveryAutomated scenario generation from TKGCollaboration

Milestones

WeekMilestoneDeliverables
1-4Auto-MapperSTPA hazards to TRiSM controls
5-8PredictionReal-time hazard prediction API
9-10ReportsPDF compliance reports
11-12VisualWeb-based hazard explorer
13Q3 ReviewRetrospective, partnerships

Key Metrics

MetricTarget
Hazard to Control Automation90%+
Prediction Accuracy75%+
Report Generation Time<10s
Enterprise Pilots3+

Q4 2026: Federated Nodes (Days 271-365)

Objective

Enable multi-organization deployment with consensus-based governance.

Architecture

┌─────────────────────────────────────────────────────────────┐
│ Federated ATSF Network │
│ │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
│ │ Org A │ │ Org B │ │ Org C │ │
│ │ Node │◀──▶│ Node │◀──▶│ Node │ │
│ └──────────┘ └──────────┘ └──────────┘ │
│ │ │ │ │
│ └──────────────┼──────────────┘ │
│ │ │
│ ▼ │
│ ┌──────────────┐ │
│ │ Consensus │ │
│ │ Layer │ │
│ │ (Polygon) │ │
│ └──────────────┘ │
└─────────────────────────────────────────────────────────────┘

Integration Sprints

SprintFocusDurationOwner
Sprint 1Node Protocol4 weeksCore
Sprint 2Consensus Mechanism4 weeksCore + Research
Sprint 3Blockchain Anchoring3 weeksCore
Sprint 4Multi-Org Pilots2 weeksPartnerships

Milestones

WeekMilestoneDeliverables
1-4ProtocolNode communication spec, gRPC API
5-8ConsensusTrust score consensus, conflict resolution
9-11AnchoringPolygon integration, proof publication
12-13Pilots2+ organizations in federated network

Key Metrics

MetricTarget
Nodes in Network5+
Cross-Org Trust Sync<1s latency
Blockchain Anchors/Day100+
Enterprise Contracts2+

2027-2030 Horizon

2027: AGI-Ready Governance

InitiativeDescription
zkML ProductionFull zero-knowledge proofs for privacy
Multi-Agent SwarmsGovernance for 100+ agent networks
Regulatory TemplatesPre-built compliance for EU AI Act, NIST
Self-Improving SafetyAgents that improve their own safety bounds

2028: Standards and Scale

InitiativeDescription
ATSF Standard ProposalSubmit to IEEE/ISO
10,000 Node NetworkGlobal federated deployment
AGI Evaluation FrameworkSafety scoring for AGI candidates
Industry Certification"ATSF Certified" program

2029-2030: Abundance Era

InitiativeDescription
AGI Co-GovernanceHumans + AGI managing trust together
Universal Trust LayerCross-platform, cross-model trust
Open Governance DAODecentralized ATSF governance
Abundance SafetyGovernance for post-scarcity AI

Resource Allocation

2026 Budget Allocation

CategoryQ1Q2Q3Q4Total
Core Development60%40%30%30%~40%
Bounty Program0%30%30%20%~20%
Research10%10%20%20%~15%
Community10%10%10%10%~10%
Infrastructure20%10%10%20%~15%

Team Growth

RoleQ1Q2Q3Q4
Core Engineers1223
Researchers0122
Community Mgr0111
DevRel0011

Success Criteria

Q1 2026 (MVP)

  • Package published and installable
  • 100+ GitHub stars in first month
  • 3+ production pilot users
  • Zero critical security issues

Q2 2026 (TRiSM)

  • 4 TRiSM bounties completed
  • zkML proofs working in staging
  • NIST compliance reports generating
  • 1,000+ GitHub stars

Q3 2026 (STPA)

  • STPA to TRiSM automation >90%
  • Hazard prediction API live
  • 3+ enterprise pilots
  • First external security audit passed

Q4 2026 (Federated)

  • 5+ nodes in federated network
  • Polygon anchoring live
  • 2+ enterprise contracts signed
  • v2.0 release with federation

Governance

Decision Making

Decision TypeAuthorityProcess
ArchitectureCore TeamRFC + Review
Bounty ApprovalMaintainersGitHub Issue
Security PolicySecurity LeadPrivate Review
Roadmap ChangesCore Team + AdvisorsQuarterly Review

Community Input

  • RFCs: Major changes require RFC with 2-week comment period
  • Voting: Community votes on bounty priorities quarterly
  • Office Hours: Bi-weekly community calls
  • Advisory Board: Quarterly input from industry advisors

Risk Mitigation

RiskLikelihoodImpactMitigation
Low adoptionMediumHighStrong docs, integrations, community
Security vulnerabilityLowCriticalBug bounty, audits, responsible disclosure
Competitor leapfrogMediumMediumFast iteration, community moat
Team burnoutMediumHighSustainable pace, clear boundaries
Regulatory changesLowMediumModular compliance, industry engagement


Reverse-engineered from 2030 abundance. Built in 2026.