mindforge-cc

v11.8.3

Published

13 days ago

MindForge — Sovereign Agentic Intelligence Framework. Sovereign Stability: Production-Hardened Agentic Intelligence (v11)

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claude-code antigravity agentic-framework context-engineering enterprise mindforge wasm-sqlite zero-native-deps agent-orchestration sovereign-ai

MindForge

An agentic intelligence framework for Claude Code — orchestrates multi-agent workflows with governance, memory, and autonomous execution. Production-hardened with true parallelism, streaming SDK, and zero-trust security. Install once, get structured AI-driven development with built-in quality gates.

Latest: v11.8.1

v11.8.0 — "Workflow Forge II". Expands the Dynamic Workflow Library from 12 to 32 workflows across 5 tiers — adds a new Beast tier for compound 5-phase adversarial workflows (security-hardening, accessibility-audit, security-threat-model), plus 18 more across Dev/Ops/Intelligence/Research. 21 new /mindforge:wf-* commands. Total: 219 commands.
v11.7.0 — "Workflow Forge". Ships the first Dynamic Workflow Library — 12 pre-built multi-agent workflow scripts that run via Claude Code's Workflow tool with true parallel agent execution. Four tiers: Research (deep-research, competitive-analysis, tech-evaluation), Dev (code-audit, feature-planner, pr-review, tdd-sprint, refactor-plan), Ops (incident-response, release-prep), Intelligence (onboard-codebase, perf-optimize). 13 new /mindforge:wf-* commands. Total: 198 commands.
v11.6.0 — "Skill Forge". Adds 80 community-sourced skills across 8 domains (software-development, github, devops, research, security, creative, data-science, note-taking) — 30 promoted to engine tier for automatic trigger-matching, 50 in the extended tier for explicit activation. Three new slash commands: /mindforge:systematic-debug, /mindforge:skill-tdd, /mindforge:skills-index. Total: 153 skills, 232 engine-tier entries, 185 commands.
v11.5.1 — Standalone MCP server. The MindForge MCP server now ships as its own npm package, [email protected], listed on the official MCP Registry as io.github.sairam0424/mindforge. Add it to Claude Code with one command (see Use the MCP server); it exposes 7 tools over stdio (6 read-only + 1 guarded write).
v11.3.0 — "Legion". Imports 154 specialized Claude-Code-native subagents across 10 categories into .claude/agents/, fully rebranded and collision-safe. Additive and backward-compatible.

See CHANGELOG.md for full release history.

v11.0.0 — Sovereign Stability

MindForge v11.0.0 "Sovereign Stability" is a production-hardening release focused on reliability, performance, and real-world deployment readiness. Key highlights:

Memory-safe operations — LRU-bounded caches, atomic writes, log rotation, and snapshot garbage collection eliminate resource leaks in long-running sessions.
True wave parallelism — Semaphore-based concurrent execution with configurable max concurrency replaces sequential task dispatch.
Streaming SDK — WebSocket event streaming, streamExecution() with AsyncIterable, and batchExecute() for high-throughput integrations.
Hardened security — Ephemeral enclave keys, session-scoped agent isolation, time-limited RBAC elevation, dashboard rate limiting, and structured ZK proof returns.
Production observability — /api/v1/system health endpoint, P95 latency tracking, heap health monitoring, and real EIS client with retry logic.
Graduated intelligence — Adaptive tier escalation (+1/+2/MAX) with cost-awareness, 3-tier stuck detection, and adaptive context windows.

This release ships 211 personas, 153 skills, 154 specialized subagents, 198 commands, 18 pillars, and 49 swarm templates across 12 engineering domains.

Installation & Setup

🔌 Claude Code Plugin (fastest)

Install MindForge's commands, subagents, and skills directly from the marketplace — no project files written:

/plugin marketplace add sairam0424/MindForge
/plugin install mindforge@mindforge

Prefer just a slice (e.g. Python agents)? Install a focused pack like mindforge-lang@mindforge instead. See docs/plugin-installation.md for all 11 plugins, token-budget guidance, and team setup.

🚀 Quick Start (npx — full framework engine)

Prerequisites: Node.js >= 18.0.0

The npx installer also writes the complete .mindforge/ engine (governance, memory, planning) into your project:

# For Claude Code
npx mindforge-cc@latest --claude --global

# For Antigravity
npx mindforge-cc@latest --antigravity --global

🌍 Global Installation

Enable system-wide /mindforge commands for your primary AI coding runtime:

npm install -g mindforge-cc@latest

📂 Local Project Setup

Initialize MindForge in an existing repository with specialized agent identities:

# For Claude Code
npx mindforge-cc@latest --claude --local

# For Antigravity
npx mindforge-cc@latest --antigravity --local

🔗 Use the MCP server (standalone)

The MindForge MCP server is published as its own npm package, mindforge-mcp-server (11.8.1), and is listed on the official MCP Registry as io.github.sairam0424/mindforge. Wire it into Claude Code with one command:

claude mcp add mindforge -- npx -y mindforge-mcp-server

It exposes 7 tools over stdio — 6 read-only plus 1 guarded write:

Quick Verification

After install, open Claude Code and type:

/mindforge:status — verify installation and show project health
/mindforge:next — auto-discover your first task

Production Hardening (v11.0.0) — LRU caches, atomic JSON writes, log rotation, HANDOFF validation, and temporal snapshot GC for crash-safe long-running sessions.
True Wave Parallelism (v11.0.0) — Semaphore-based concurrent wave execution with configurable max concurrency replaces sequential dispatch.
Streaming SDK (v11.0.0) — WebSocket event streaming, streamExecution() AsyncIterable, batchExecute(), model streaming across Anthropic/OpenAI/Gemini providers.
Graduated Intelligence (v11.0.0) — Adaptive tier escalation (+1/+2/MAX) with cost-awareness, 3-tier stuck detection, and adaptive context windows (10/20/30).
Security Hardening (v11.0.0) — Ephemeral enclave keys, session-scoped ZTAI, time-limited RBAC elevation, dashboard rate limiting (100 req/min/IP), token expiration.
Observability (v11.0.0) — /api/v1/system health endpoint, P95 latency ring buffer, heap health monitoring, real EIS client with exponential backoff.
Grounded Wave Execution (v9.0.0) — AutoRunner reads HANDOFF.json wave groups, dispatches tasks with audit tracing, persists progress, and resumes on restart (Pillar XXIV).
Model Topology Modernization (v9.0.0) — All model references updated to the Claude 4.x family: claude-opus-4-7, claude-sonnet-4-6, claude-haiku-4-5 (Pillar XXV).
Unified Memory Architecture (v9.0.0) — Knowledge and graph edges consolidated into SQLite (celestial.db) with FTS5 search. Four JSONL stores replaced by one queryable store (Pillar XXVI).
Schema Migration Engine (v9.0.0) — _migrations table with versioned migration tracking and transaction-wrapped bulk imports (Pillar XXVII).
Integration Test Chain (v9.0.0) — 27-assertion end-to-end test suite validating the full execution pipeline (Pillar XXVIII).
Sovereign Identity Synthesis (v8.1.1) — Autonomous SOUL.md generation derived from reasoning traces and interaction sentiment (Pillar XIX).
Autonomous SRE Layer (v8.2.0) — Self-healing production reliability engine with reactive sentinel observability and adversarial remediation auditing (Pillars XX-XXIII).
Unified Persistence Layer (v8.0) — Centralized SQLite/FTS5 engine for sub-millisecond reasoning audits and semantic reasoning (Pillar XV).
Federated Mesh Synthesis (v8.0) — Signed knowledge handoffs via MindForge Bundles (.mfb) and federated intelligence synchronization (Pillar XVI).
Autonomous Skill Evolution (v8.0) — Self-generating persistent skills from reasoning traces with logic-drift mining (Pillar XVII).
Orbital Governance (v8.0) — Hardware-bound (HSM/Biometric) attestation for high-blast-radius security gates (Pillar XVIII).
Post-Quantum Agentic Security (v7.0) — Lattice-based (Dilithium-5) signatures and ZK-Proof bypasses (Pillar XI).
Proactive Semantic Homing (v7.0) — Autonomous "Intent Hunting" and peer-healing mesh behavior (Pillar XII).
Autonomous Resource Harvesting (v7.0) — Real-time token arbitrage and dynamic task routing (Pillar IX).
Neural Drift Remediation (v7.0) — Semantic density heuristics and automated reasoning recovery (Pillar X).
Interactive Temporal Steering (v5.10) — Full history scrubbing, hindsight state repair, and real-time temporal slider navigation (Pillar VII).
AgRevOps Hub (v6.0) — Dynamic ROI tracking ($100/hr mapping), Milestone Velocity forecasting, and Governance Debt monitoring (Pillar VIII).
Sovereign Reason Enclave (v5.8) — TEE-simulated reasoning isolation with Zero-Knowledge (ZK) Audit Trails (Pillar VI).
Multi-Cloud Arbitrage (v5.7) — Dynamic routing across Vertex AI, Bedrock, and Azure with intelligence-first task affinity (Pillar V).
Sentinel Execution (v5.6) — JIT Binary Runtime Attestation and Zero-Trust Skill Enforcement (Pillar IV).
Predictive Agentic Reliability (v5.5) — Advanced loop detection and self-healing resonance (Pillar III).
Dynamic Blast Radius (v5.3) — Real-time impact analysis and circuit-breaker safety in the federated sync (Pillar II).
Semantic Vector Consensus (v5.2) — FIM v2 with cosine-similarity conflict resolution (Pillar I).
Human-Agent Handover (v5.0) — Nexus State Bundles and mid-wave steering injection.
Autonomous FinOps (v4.3) — Dynamic C2C (Confidence-to-Cost) routing.
Proactive Equilibrium (v4.3) — Real-time Wave Divergence monitoring and autonomous state recovery.
MindForge Nexus (v4.1) — High-fidelity ART (Agentic Reasoning Tracing).
Zero-Trust Identity (v4.2) — DID-signed non-repudiable audit logs with HSM/Enclave support.
Global Intelligence Mesh (v4.2) — Cross-repo knowledge sharing and Ghost Pattern Detection.
Context Sharding (v3) — relevance-dense memory management (40% token savings)
Adversarial Synthesis (v3) — zero-drift logic through red/blue model debate
RAG 2.0 (v3) — automatic semantic shadowing for background pattern retrieval
Role personas — specialised agent modes for each task type
Specialized Identities — custom /agents/ workspace with enriched IDENTITY.md protocols
Skills — just-in-time domain knowledge loaded on demand
Wave execution — parallelism with dependency safety
Autonomous Engine — walk-away execution with steerability
Real-time Dashboard — web-based observability with Temporal Slider
Browser Runtime — headful/headless visual QA and sessions
Multi-Model Intelligence — dynamic routing, adversarial reviews, and deep research (v2)
Persistent Knowledge Graph — long-term memory across all engineering sessions (v2)
Self-Building Skills — automatically capture knowledge from any source into reusable skills (v2)
Quality gates — compliance and security are non-bypassable
Audit trail — append-only history of every action

🛠️ Configuration & Runtimes

MindForge adapts to your existing engineering environment via runtime flags:

Advanced Setup Options

Combined Runtimes: mindforge-cc --runtime claude,cursor --local
With Utilities: mindforge-cc --local --with-utils (Installs specialized bin scripts)
Minimalist: mindforge-cc --local --minimal (Only basic protocols, no persona library)

Verify

Open Claude Code or Antigravity in your project directory and run:

/mindforge:health

If issues are found, run:

/mindforge:health --repair

Quick start (new project)

/mindforge:init-project
/mindforge:plan-phase 1
/mindforge:execute-phase 1
/mindforge:verify-phase 1
/mindforge:ship 1

Quick start (existing codebase)

/mindforge:map-codebase
/mindforge:do I want to plan the next phase
/mindforge:plan-phase 1

Core workflow

/mindforge:init-project
    → Requirements interview
    → Creates PROJECT.md, REQUIREMENTS.md, STATE.md

/mindforge:do <text>
    → Smart natural language dispatcher (v2)

/mindforge:note <text>
    → Zero-friction idea capture and todo promotion (v2)

/mindforge:ui-phase 1
    → Create UI design contract (UI-SPEC.md) (v2)

/mindforge:plan-phase 1 [--ads]
    → Discuss scope and decisions
    → Research domain (parallel)
    → Create atomic XML task plans
    → (Optional) Run Adversarial Decision Synthesis (ADS) loop

/mindforge:execute-phase 1
    → Wave-based parallel execution
    → One commit per task
    → Automated verification

/mindforge:ui-review 1
    → Retroactive 6-pillar visual audit (v2)

/mindforge:validate-phase 1
    → Requirement coverage and test gap audit (v2)

/mindforge:session-report
    → Automated post-session stakeholder summary (v2)

/mindforge:add-backlog <desc>
    → Park ideas in 999.x "parking lot" (v2)

/mindforge:review-backlog
    → Review and promote backlog items (v2)

/mindforge:plant-seed <idea>
    → Capture speculative ideas with triggers (v2)

/mindforge:workstreams
    → Parallel feature tracks with isolated state (v2)

/mindforge:execute-phase 1
    → Wave-based parallel execution
    → One commit per task
    → Automated verification

/mindforge:verify-phase 1
    → Human acceptance testing
    → Debug agent on failures
    → UAT sign-off

/mindforge:ship 1
    → Changelog generation
    → Final quality gates
    → PR creation

/mindforge:auto --phase 1
    → Walk-away autonomous execution (v2)
    → Intelligent stuck detection and node repair
    → External steering via steering-queue

/mindforge:qa
    → Systematic visual verification of UI changes (v2)
    → Automated regression test generation
    → Persistent browser sessions and daemon

/mindforge:cross-review
    → Adversarial multi-model code review and synthesis (v2)
    → Consensus detection and severity normalization

/mindforge:research
    → Deep research using Gemini 1.5 Pro 1M context (v2)
    → Codebase-wide context packaging and SSRF protection

/mindforge:costs
    → Real-time token usage and cost profiling (v2)
    → Daily budget tracking across all providers

/mindforge:remember
    → Manual knowledge management and search (v2)
    → Persistent knowledge graph retrieval and promotion

/mindforge:dashboard
    → Real-time web observability and governance at localhost:7339 (v2)
    → Live audit logs, metrics, activity, and team feed

/mindforge:learn
    → Automatically capture skills from Docs, Sessions, or npm (v2)
    → 7-dimension quality scoring and injection protection

/mindforge:marketplace
    → Search, install, and publish community skills (v2)
    → Verified installation via npm-based registry

/mindforge:new-runtime
    → Scaffold custom runtime configurations for any AI agent (v2)

Execution Modes

MindForge supports multiple interaction models to fit your engineering workflow:

In-IDE Orchestration: Use /mindforge:agent <persona> for real-time delegation.
Enterprise Workflows: Specialized commands like /mindforge:tdd, /mindforge:architecture, and /mindforge:planner.
CLI Automation: Run node bin/mindforge-cli.js spawn <persona> for scripted tasks.

Updates and migrations

/mindforge:update
/mindforge:update --apply
/mindforge:migrate --from v10.7.0 --to v11.0.0

Plugin system (v1.0.0)

Plugins extend MindForge via the mindforge-plugin-* namespace.

/mindforge:plugins list
/mindforge:plugins install mindforge-plugin-<name>
/mindforge:plugins validate

Token usage profiling

/mindforge:tokens --profile

See .mindforge/production/token-optimiser.md.

Documentation

User Guide: docs/user-guide.md
Troubleshooting: docs/troubleshooting.md
CI Quickstart: docs/ci-quickstart.md
Requirements: docs/requirements.md
Quick verify: docs/quick-verify.md
Upgrade guide: docs/upgrade.md
FAQ: docs/faq.md
Release notes: RELEASENOTES.md
Release checklist guide: docs/release-checklist-guide.md
USPs and features: docs/usp-features.md
Full tutorial: docs/tutorial.md
Commands: docs/reference/commands.md
Config reference: docs/reference/config-reference.md
SDK: docs/reference/sdk-api.md
Skills: docs/reference/skills-api.md
Audit events: docs/reference/audit-events.md
Security: docs/security/SECURITY.md
Threat model: docs/security/threat-model.md
Architecture: docs/architecture/README.md
Contributing: docs/contributing/CONTRIBUTING.md

🚀 Dynamic Workflow Library

32 pre-built multi-agent workflow scripts that run via Claude Code's Workflow tool. Each workflow fans out concurrent agents, synthesizes results, and returns structured output.

Discover: /mindforge:wf-catalog or node bin/mindforge-cli.js workflow list

| Tier | Command | What it does | |------|---------|-------------| | Research | /mindforge:wf-deep-research | Fan-out web research → adversarial verify → cited report | | Research | /mindforge:wf-competitive-analysis | 5× parallel angles → SWOT → positioning | | Research | /mindforge:wf-tech-evaluation | 5× dimensions → scored matrix → recommendation | | Research | /mindforge:wf-market-sizing | TAM/SAM/SOM parallel model → triangulated estimate | | Research | /mindforge:wf-literature-review | Paper fan-out → claim extraction → synthesis matrix | | Research | /mindforge:wf-patent-landscape | Prior art search → novelty scoring → freedom-to-operate | | Research | /mindforge:wf-persona-research | Interview simulation × 5 → insight clustering → persona card | | Dev | /mindforge:wf-code-audit | 3× parallel auditors → verified findings → risk report | | Dev | /mindforge:wf-feature-planner | Brief → PRD → architecture → user stories | | Dev | /mindforge:wf-pr-review | 4× parallel reviewers → consensus verdict | | Dev | /mindforge:wf-tdd-sprint | Spec → RED → GREEN → REFACTOR loop | | Dev | /mindforge:wf-refactor-plan | Debt scan → risk-sort → safe sequence → plan | | Dev | /mindforge:wf-api-design | Domain model → OpenAPI spec → SDK skeleton → docs | | Dev | /mindforge:wf-db-schema | Requirements → ERD → migration scripts → seed data | | Dev | /mindforge:wf-perf-regression | Baseline benchmark → change → delta analysis → verdict | | Dev | /mindforge:wf-dependency-audit | License scan + CVE fan-out → risk matrix → upgrade plan | | Dev | /mindforge:wf-test-coverage | Coverage gap scan → test gen → mutation testing → report | | Ops | /mindforge:wf-incident-response | 4× parallel investigation → mitigate → RCA → postmortem | | Ops | /mindforge:wf-release-prep | Tests → changelog → version bump → PR → announcement | | Ops | /mindforge:wf-cost-analysis | Usage fan-out → cost model → optimization levers → plan | | Ops | /mindforge:wf-capacity-plan | Load model → bottleneck forecast → scaling roadmap | | Ops | /mindforge:wf-runbook-gen | Service map → failure modes → remediation steps → runbook | | Intelligence | /mindforge:wf-onboard-codebase | Map → domain → architecture → guided tour | | Intelligence | /mindforge:wf-perf-optimize | Profile → 4× bottleneck hunt → prioritized fix plan | | Intelligence | /mindforge:wf-arch-review | C4 model → 5× quality attributes → risk-ranked findings | | Intelligence | /mindforge:wf-decision-analysis | Options fan-out → criteria weighting → scored recommendation | | Intelligence | /mindforge:wf-knowledge-graph | Concept extraction → relationship map → gap analysis | | Intelligence | /mindforge:wf-retrospective | Data gather → 4× theme clusters → action items → timeline | | Intelligence | /mindforge:wf-roadmap-prioritize | Backlog fan-out → impact/effort scoring → sequenced roadmap | | Intelligence | /mindforge:wf-tech-radar | Adopt/Trial/Assess/Hold fan-out → consensus vote → radar chart | | Beast | /mindforge:wf-security-hardening | 5-angle OWASP parallel scout → STRIDE threat model → remediation roadmap | | Beast | /mindforge:wf-accessibility-audit | WCAG 2.2 parallel audit → 3-vote adversarial verify → remediation spec | | Beast | /mindforge:wf-security-threat-model | Asset inventory → STRIDE×6 → parallel mitigations → CVSS matrix |

📜 Framework Evolution & Version History

12 dynamic workflow scripts in .mindforge/dynamic-workflows/scripts/ — each runs via Claude Code's Workflow tool with true parallel agent execution, structured JSON schemas, and adversarial verification where appropriate.
4 tiers: Research (deep-research, competitive-analysis, tech-evaluation), Dev (code-audit, feature-planner, pr-review, tdd-sprint, refactor-plan), Ops (incident-response, release-prep), Intelligence (onboard-codebase, perf-optimize).
13 /mindforge:wf- commands* (wf-catalog + 12 workflows).
CLI discovery: node bin/mindforge-cli.js workflow list|info|run <name>.
Architecture follows adversarially-verified best practices: one-workflow-per-domain, predefined (not open-ended) pipelines, fan-out + gated synthesis pattern.

80 new skills across 8 domains: software-development, GitHub workflows, DevOps orchestration, research intelligence, security, creative tooling, data-science, and note-taking.
Engine tier (auto-trigger): 30 skills in .mindforge/skills/ activated automatically by trigger-phrase matching — systematic debugging, TDD, kanban orchestration, OSINT investigation, web pentesting, concept diagram generation, research paper writing, and more.
Extended tier (explicit): 50 skills in .agent/skills/ covering GitHub auth, docker management, DevOps watchers, 1Password, debuggers, pixel art, video orchestration, and more.
3 new slash commands: /mindforge:systematic-debug (4-phase RCA), /mindforge:skill-tdd (RED-GREEN-REFACTOR), /mindforge:skills-index (browseable skill catalog).
All skills cleanly integrated — zero external attribution in any committed file.

Phase 1: Foundation — LRU-bounded caches, atomic JSON writes, AUDIT.jsonl log rotation, HANDOFF.json structural validation, temporal snapshot garbage collection.
Phase 2: Intelligence — BM25 scoring with document-length normalization, full remediation strategy implementations, graduated intelligence interlock (+1/+2/MAX), 3-tier stuck detection, adaptive context windows.
Phase 3: Security — Structured ZK proof returns, ephemeral SRE enclave keys, session-scoped ZTAI agent registry, time-limited RBAC elevation, dashboard rate limiting and token expiration, optional GPG approval verification.
Phase 4: Observability — Async temporal I/O, /api/v1/system health endpoint, P95 latency ring buffer, heap health monitoring, EIS client de-stub with real fetch and retry logic.
Phase 5: SDK/Distributed — Semaphore-based wave parallelism, WebSocket event streaming with auto-reconnect, batchExecute(), model streaming (Anthropic/OpenAI/Gemini), migration script from v10.7.0.

Council Awakens (v10.0.3): Council decision framework, Instinct Engine, Cost-Aware Routing, 6-phase Verification Loop, Multi-LLM Consult.
Skills Expansion (v10.0.4–v10.7.0): From 20 to 200+ core skills across 12 domains — AI/ML, data engineering, platform engineering, mobile, leadership, industry verticals, and more.
400+ Personas: Comprehensive specialist coverage with domain-expert identity protocols.
49 Swarm Templates: Task-aware parallel specialist clusters covering every engineering discipline.

Grounded Wave Execution (Pillar XXIV): AutoRunner reads HANDOFF.json wave groups with audit tracing and restart persistence.
Model Topology Modernization (Pillar XXV): Claude 4.x family (opus-4-7, sonnet-4-6, haiku-4-5).
Unified Memory Architecture (Pillar XXVI): SQLite (celestial.db) with FTS5 search replacing JSONL stores.
Schema Migration Engine (Pillar XXVII): Versioned migration tracking with transaction-wrapped imports.
Integration Test Chain (Pillar XXVIII): 27-assertion end-to-end pipeline validation.

Pillar XIX: Sovereign Identity Synthesis: Autonomous creation and evolution of SOUL.md from execution traces.
Soul Mirroring: Agent personality and decision-heuristics that self-adapt based on persistent user interaction sentiment.
Identity Enforcement: Mandatory alignment of subagents with the instance's unique Sovereign Identity.

Pillar XV: Unified Persistence Layer: Transition from file-based JSONL state to a high-performance SQLite engine with FTS5 semantic search.
Pillar XVI: Federated Mesh Synthesis (FMS): Inter-project knowledge sharing via cryptographically signed .mfb (MindForge Bundles).
Pillar XVII: Autonomous Skill Evolution (ASE): Automated mining of "Golden Traces" to synthesize reusable .skill.md artifacts.
Pillar XVIII: Orbital Governance: Hardware-locked security gates requiring HSM/Biometric attestation for high-impact mutations (>95).

Pillar XI: Post-Quantum Agentic Security (PQAS): Lattice-based (Dilithium-5) signatures and ZK-Proof bypasses for Tier 4 agent identities.
Pillar XII: Proactive Semantic Homing: Autonomous "Intent Hunting" where agents proactively claim tasks and peer-heal logic drift (>80) in the mesh.
Pillar IX: Autonomous Resource Harvesting (ARH): Real-time token arbitrage and dynamic task routing based on MIR (Min-Intelligence-Requirement).
Pillar X: Neural Drift Remediation (NDR): Semantic density heuristics and automated reasoning recovery to break logic loops and hallucinations.
Agentic Learning Loop: Mandatory "Read Before, Record After" protocol for all agentic actions, ensuring a persistent, self-improving engineering memory.

AgRevOps ROI Engine (Pillar VIII): Real-time value attribution ($100/hr dev saving mapping) for every autonomous reasoning cycle.
FIM Expansion: Aggregation of collective project health metrics via PillarHealthTracker.
CADIA Optimizer (Pillar II Upgrade): Dynamic risk scoring (0-100) and session entropy guardrails to prevent rogue behaviors.
Homing Signal Injection: Automated capture of high-efficacy SCS homing instructions as durable, sharable knowledge.

Interactive Temporal Steering (Pillar VII): Hindsight injection and temporal slider navigation via the Nexus Dashboard.
ROI Engine (Pillar VIII): Automated financial governance and cumulative agentic ROI tracking.
Velocity Forecaster: Statistical ETA prediction for milestones based on live telemetry.

Unified NexusTracer: Single, high-fidelity ART protocol singleton with a core asynchronous drive.
Merkle-Style Audit Integrity: Hardened SRE and ZTAI logs with cumulative Merkle-hash chains.
MCA Circuit Breakers: Stateful provider blacklisting in the CloudBroker with automated failure remediation.

Sovereign Reason Enclaves (v5.8): ZK-Proof compliance certificates for confidential reasoning cycles.
Multi-Cloud Arbitrage (v5.7): Intelligence-first routing using persistent Task-to-Model success matrices.

Sentinel Execution (v5.6): Binary Runtime Attestation and Reasoning Entropy Scoring (RES).
Predictive Agentic Reliability (v5.5): Advanced loop detection (Semantic Mirroring) and self-healing triggers.
Dynamic Blast Radius (v5.3/v5.4): Real-time impact analysis and circuit-breaker safety in the federated sync.
Semantic Vector Consensus (v5.2): FIM v2 with cosine-similarity conflict resolution.
Enterprise Edition Protocols (v5.1): 14 advanced agentic protocols (Brainstorming, Swarm, Parallel Mesh) integrated from Superpowers.

Enterprise Mesh (v4.3): Autonomous FinOps and Proactive Equilibrium (Wave Monitoring).
Identity & Memory (v4.2): Zero-Trust Agentic Identity (ZTAI) with Ed25519 signing.
MindForge Nexus (v4.1): Hierarchical ART tracing and trace context propagation.
Mesh Dynamic Swarms (v4.0): Parallel, task-aware specialist clusters and micro-persona factory.

Context Sharding (SRD): 40% reduction in token waste via relevance-dense Hot/Warm/Cold context tiers.
Adversarial Decision Synthesis (ADS): Zero-drift architectural logic through Red-Blue model debate.
Temporal Vision: Full-fidelity history navigation, hindsight injection, and automated state repair.
RAG 2.0 (Auto-Shadowing): Background pattern retrieval from the local knowledge graph.

Multi-Runtime Support: Official adapters for Claude Code, Antigravity, Cursor, Gemini, and Copilot.
RAG 2.0: Typed-edge Local Knowledge Graph with proactive context shadowing and TF-IDF search.
Temporal Vision: Full-fidelity history navigation, state snapshotting, and hindsight injection.
Self-Building Skills: Automated skill capture from documentation and phase outputs via /mindforge:learn.

Unified 4-Pillar Workflow: Standardized plan → execute → verify → ship lifecycle.
Specialized Persona Library: 32+ high-performance engineering agents with defined capability matrices.
Zero-Trust Logic: Initial protocol enforcement and audit-trail persistence.

Security

MindForge never stores credentials in files. Review:

docs/security/SECURITY.md
docs/security/threat-model.md