CIAgent — Continuous Intelligence

Fully autonomous, git-native AI-driven software engineering harness.

Overview

CIAgent (Continuous Intelligence) is an autonomous-first software engineering harness that eliminates human-in-the-loop overhead while preserving the rigor of guided development. It receives a specification, resolves ambiguities through a single Clarify phase, then executes the full pipeline — research, plan, execute, verify — autonomously.

The git log IS the project memory. Every decision, escalation, lesson learned, and verification result is encoded in commit messages using structured ---ci--- YAML blocks. An agent's first impulse to gather context is git log, not file reads. Another agent with access to only commit messages (no code, no diffs) can reconstruct the project state completely.

Intelligence Backends

CIAgent supports 5 intelligence backends. Set the appropriate environment variable and use --backend to select:

Backend	Setup	Usage
OpenAI	export OPENAI_API_KEY=sk-...	ciagent run --backend openai
Anthropic	export ANTHROPIC_API_KEY=sk-ant-...	ciagent run --backend anthropic
Ollama Local	ollama serve (localhost:11434)	ciagent run --backend ollama-local
Ollama Cloud	export OLLAMA_CLOUD_API_KEY=...	ciagent run --backend ollama-cloud
Opencode	npm i -g opencode	ciagent run --backend opencode

Auto-detection (--backend auto, the default) tries: opencode → openai → ollama-local → ollama-cloud → anthropic.

Installation

From source (package not yet published to npm):

git clone https://git.cloudinit.dev/continuous-intelligence/ci.git
cd ciagent
npm install
npm run build
npm link

Quick Start

# Initialize from inline specification
ciagent init "Build a REST API for task management"

# Initialize from a specification file
ciagent init --spec ./specs/my-project.md

# Run the full autonomous pipeline
ciagent run --all

# Run a specific phase
ciagent run research
ciagent run plan
ciagent run execute
ciagent run verify

# Run with specific backends
ciagent run --all --backend openai
ciagent run --all --backend anthropic
ciagent run --all --backend ollama-local

# Execute an ad-hoc task
ciagent quick "Add authentication middleware"

# Check project status (reads from git log + branches)
ciagent status

# Discover improvement opportunities
ciagent ideate                        # Mechanical tier (always available)
ciagent ideate --category security    # Focus on specific categories
ciagent ideate --affected             # Cascade impact analysis
ciagent ideate --spec                 # Specification completeness analysis
ciagent ideate --external             # npm audit + dependency staleness
ciagent ideate --cross-project        # Cross-project pattern mining
ciagent ideate --project all          # Run across all active projects
ciagent ideate --output json          # JSON output mode
ciagent ideate --output markdown      # Markdown output mode

# Manage multiple projects
ciagent projects list                 # List all registered projects
ciagent projects add <slug> <name>    # Add a new project
ciagent projects set <slug>           # Set the active project

# Run with ideation stage
ciagent run --ideate                  # Insert IDEATE stage between RESEARCH and PLAN

# Run across all active projects
ciagent run --project all             # Execute pipeline for each project

# Review autonomous decisions (extracted from git log ---ci--- blocks)
ciagent audit
ciagent audit --verbose

# Debug an issue
ciagent debug "Tests failing on CI"

# Rollback a phase
ciagent rollback 1

# Ship a phase (verify, security, commit, tag)
ciagent ship 1

Git-Native Architecture (v0.10.0)

The Commit Schema

Every CIAgent-generated commit contains a ---ci--- YAML block with structured metadata:

feat(P01-01-02): create user registration endpoint

---ci---
phase: 1
milestone: v1.0
plan: 01-01
task: 01-01-02
status: execute
decisions:
  - id: D-003
    decision: Use bcrypt with 12 rounds for password hashing
    rationale: Industry standard; argon2 not available in target env
    confidence: 0.88
    alternatives: [argon2, scrypt]
requirements:
  covered: [AUTH-01]
---/ci---

- POST /auth/register validates email and password
- Checks for duplicate users
- Returns JWT token on success

What Lives Where

Where	What	Why
.ciagent/config.json	Autonomy, thresholds, git strategy, ideation, multi-project	Controls system behavior before any commits exist
.ciagent/PROJECT.md	Vision, core value, requirements, constraints, key decisions table	Long-lived strategic reference
.ciagent/ARCHITECTURE.md	System architecture, component boundaries, data flow	Long-lived technical reference
.ciagent/ROADMAP.md	Phase breakdown, milestone mapping, success criteria	Long-lived planning reference
.ciagent/REQUIREMENTS.md	v1/v2 requirements with REQ-IDs and traceability	Long-lived requirements reference
Git commit bodies	Decisions, escalations, lessons, compounds, verification results	Dynamic event stream — the audit trail
Git branches	Phase/milestone status	phase/NN-slug and milestone/vX.X-slug encode project structure

Branch Strategy

main
 └── milestone/v1.0-mvp
      ├── phase/01-authentication       # in progress if not merged
      ├── phase/02-task-management
      └── phase/03-realtime-notifications

• Branch exists + not merged = phase in progress
• Branch merged to milestone = phase complete
• Milestone branch merged to main = milestone complete

Context Reconstruction Protocol

An agent starting a session gathers context in this order:

1. git log --oneline -20 — recent activity
2. git branch -a — phase/milestone structure
3. git log -1 --format="%b" — latest ---ci--- block
4. .ciagent/config.json — autonomy + thresholds
5. .ciagent/PROJECT.md — vision + constraints (when needed)
6. .ciagent/ROADMAP.md — phase plan + success criteria (when needed)
7. .ciagent/REQUIREMENTS.md — REQ-IDs + traceability (when planning)
8. .ciagent/ARCHITECTURE.md — system structure (when researching)

Steps 1-3 take <1 second and provide 80% of the context needed.

The Reconstruction Test

An agent with access to only commit messages (no code, no diffs, no .ciagent/ files) can reconstruct:

Reconstructable	How
Project specification	Init commit body
Current phase	---ci---.phase field + branch status
Current milestone	Branch names + ---ci---.milestone field
All decisions with rationale	git log --grep="decisions:" --format="%b"
Decision confidence	Each decision has confidence: 0.XX
Alternatives considered	Each decision has alternatives: [...]
Requirements coverage	git log --grep="requirements:" --format="%b"
Lessons learned	git log --grep="lessons:" --format="%b"
Compounded solutions	git log --grep="compound:" --format="%b"
Escalation history	git log --grep="escalation:" --format="%b"

Commit Types

In addition to conventional commit types, CIAgent uses:

Type	When Used
decision	Autonomous decision logged (no code change)
compound	Compounded solution captured
escalation	Escalation raised or resolved
verify	Verification pass/fail
wip	Work-in-progress checkpoint

Autonomy Levels

Level	Behavior
full	No human interaction after Clarify. Escalate only irreversible decisions.
supervised	Escalate on every Escalation Gate plus verification failures.
guided	Escalate on every Decision Gate.

Configuration

CIAgent uses .ciagent/config.json for project configuration:

{
  "autonomy": {
    "level": "full",
    "escalation_hooks": ["deploy", "delete_data", "merge_to_main"],
    "clarify_budget": 10,
    "decision_confidence_threshold": 0.6,
    "max_revision_iterations": 3,
    "max_verification_retries": 2,
    "escalation_timeout_ms": 300000
  },
  "model_profile": "quality",
  "parallelization": {
    "enabled": true,
    "max_concurrent_agents": 5,
    "min_plans_for_parallel": 2,
    "max_concurrent_projects": 3
  },
  "verification": {
    "automated_only": true,
    "escalate_visual": true,
    "escalate_external_integration": true,
    "test_first": false
  },
  "security": {
    "auto_accept_low_severity": true,
    "auto_mitigate_medium_severity": true,
    "escalate_high_severity": true
  },
  "git": {
    "branching_strategy": "phase",
    "auto_commit": true,
    "auto_push": false
  },
  "ideation": {
    "enabled": true,
    "categories": ["security", "quality", "architecture", "coverage", "improvement"],
    "confidence_threshold": 0.6,
    "max_ideas": 20,
    "external_signals": {
      "npm_audit": true,
      "osv_advisories": true,
      "dependency_staleness": true
    },
    "cross_project": {
      "enabled": false,
      "similarity_weight": 0.5
    },
    "chaos": {
      "enabled": true,
      "scenarios": ["backend_unavailable", "requirement_change", "test_coverage_drop"]
    }
  }
}

Architecture

Pipeline

SPECIFY → CLARIFY → RESEARCH → IDEATE → PLAN → EXECUTE → TEST → VERIFY → COMPLETE
                 ↕               ↕        ↕         ↕     ↕      ↕
            (questions)    (auto-decide) (ideas) (auto-run) (auto-test) (auto-verify)

Git-Native Core Modules

Module	Purpose
commit-parser	---ci--- YAML block extraction and parsing from commit messages
commit-builder	Structured commit message generation for all commit types
git-context	Project state reconstruction from git log + git branch
git-branch	Phase/milestone branch lifecycle management
ciagent-files	.ciagent/ long-lived reference file management with update discipline

Decision Engine

Every autonomous decision is classified by confidence:

• High (>0.85): Auto-decide, commit as ---ci--- block
• Medium (0.60-0.85): Auto-decide with assumption logging, flag for review
• Low (<0.60): Escalate to human

Decisions are committed to git as decision type commits. The audit trail is git log --grep="decisions:".

19 Agents

Agent	Role	CIAgent Modification
orchestrator	Pipeline controller	Git-first context loading, ---ci--- commit generation
planner	Plan creation	Never sets autonomous: false
executor	Task execution	Never pauses for checkpoints
verifier	Output verification	Generates automated tests, not human UAT
researcher	Domain research	Logs assumptions, never flags for human
tester	Integration/e2e tests	Detects and runs existing test files, never writes tests
challenger	Plan stress-testing	Binding verdicts, only escalates <0.60
security-auditor	Security audit	Auto-dispositions threats (STRIDE + CWE)
debugger	Bug fixing	Auto-fixes when confidence > threshold
code-reviewer	Code review	3-persona review (security, performance, maintainability)
doc-writer	Documentation	Auto-updates ROADMAP/REQUIREMENTS/PROJECT.md
doc-verifier	Doc audit	Cross-checks docs vs. codebase (agent count, version, test count)
ideation-agent	Improvement ideas	Feeds uncovered requirements and repeated lessons into planning
roadmapper	Roadmap creation	Groups requirements by phase, generates success criteria
plan-checker	Plan validation	Checks structure, IDs, must-haves, wave order, requirement coverage
project-researcher	Ecosystem research	Detects frameworks, APIs, patterns, tooling from package.json
research-synthesizer	Research merge	Cross-references findings across .ciagent/ documents
solution-writer	Solution docs	Produces structured solution documents from plan + requirements
phase-researcher	Phase research	Extracts decisions, lessons, risks from git log for a specific phase

Ideation

CIAgent includes a built-in ideation engine that discovers improvement opportunities from git-native signals:

1. Tier 1 — Mechanical: Mines git history for uncovered requirements, repeated lessons, low-confidence decisions, escalation patterns, coverage gaps, architecture drift, and verification inversions
2. Tier 2 — Backend-enriched: When a backend is available, prioritizes mechanical findings and suggests novel improvements
3. Tier 3 — Cross-project: Mines patterns from other projects in the multi-project registry

ciagent ideate                          # All mechanical tiers
ciagent ideate --category security      # Security-focused ideas
ciagent ideate --affected               # Cascade impact from current changes
ciagent ideate --spec                   # Specification completeness analysis
ciagent ideate --external               # npm audit + OSV advisories
ciagent ideate --cross-project           # Cross-project pattern mining
ciagent ideate --project all             # Across all active projects
ciagent ideate --output json             # Machine-readable output

Multi-Project

CIAgent supports multi-project workflows with --project flags:

# Initialize multiple projects
ciagent projects add task-api "Task API"
ciagent projects add auth-svc "Auth Service"

# Run ideation across all projects
ciagent ideate --project all

# Run pipeline for a specific project
ciagent run --project task-api

# Run pipeline across all projects
ciagent run --project all

Commit messages include project tracking in ---ci--- blocks:

---ci---
phase: 5
milestone: v0.10
project: task-api
status: execute
---/ci---

Verification Layers

1. Structural: File existence, import/export wiring, no stubs
2. Behavioral: Test execution and requirement traceability — runs test framework, parses results, reports pass/fail per suite
3. Security: STRIDE threat pattern scanning with CWE mapping and confidence-based auto-disposition
4. Code Quality: 3-persona code review (security, performance, maintainability) with P0/P1/P2 findings

Specification Format

# Project: My Project

## Objective
Build a REST API for task management.

## Requirements
- User authentication (JWT-based)
- CRUD operations for tasks
- Real-time notifications

## Constraints
- Must use Node.js
- Must be production-ready

## Out of Scope
- Admin dashboard
- Mobile apps

Escalation Protocol

When CIAgent cannot proceed autonomously:

1. Irreversible Action: Deploy, delete, merge to protected branch
2. Verification Failure: Tests pass but functional verification fails
3. Low Confidence Decision: Critical decision below threshold
4. Security Escalation: High-severity threat detected
5. Specification Ambiguity: Multiple valid interpretations

Each escalation is committed as an escalation type commit. Resolved escalations produce a follow-up commit with the resolution. The full escalation history is available via git log --grep="escalation:".

Current Limitations

• Agent implementations: All 18 non-orchestrator agents have intrinsic mechanical logic. Full LLM-powered agent behavior requires an intelligence backend (OpenAI, Anthropic, Ollama, or Opencode).
• Package not published to npm: Install from source only until a publishing pipeline is configured.

Differences from Learnship

Dimension	Learnship	CIAgent
Project memory	.planning/ directory files (legacy)	Git log + ---ci--- commit blocks
Audit trail	.ciagent/audit/*.json files (legacy)	git log --grep="decisions:"
State management	STATE.md + STATE.md.json (legacy)	Reconstructed from git on demand
Phase discovery	Read .planning/phases/ directory (legacy)	git branch -a | grep phase/
Human Interactions	19+/lifecycle	1-2/lifecycle
Decision Making	Human decides, agent implements	Agent decides, human reviews post-hoc
Verification	Human UAT	Automated tests + escalation
Specification	Multi-round conversation	Single spec file

Repository

git.cloudinit.dev/continuous-intelligence/ci

License

MIT