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Who We Are

OTT Cybersecurity LLC builds the security infrastructure of the AI era. We're not a startup adding a security feature to an AI product. We are a cybersecurity company that builds AI — the distinction matters.

Every AI agent platform treats security as an afterthought. We treat it as the foundation. Every advisory we publish on lyrie.ai/research is backed by a reproducible exploit lab and detection rules in this repo.

What We Are Building

The internet needed TLS before e-commerce could exist. AI agents need a trust protocol before the agentic economy can.

We are building it.

The Agent Trust Protocol (ATP) — the first open cryptographic standard for AI agent identity, scope, and action verification — is authored by Lyrie and implemented here as the reference. Five primitives define what it means for an AI agent to be trustworthy: who it is, what it's authorized to do, what it did, whether it was tampered with, and how trust flows when it spawns children.

Lyrie is the reference implementation. The spec goes to IETF. Every organization running agents on ATP gets a verifiable attestation — the padlock for the AI era.

Beyond ATP, Lyrie is the only stack that fuses:

• Offensive — lyrie hack <target> runs end-to-end autonomous pentesting with GPU-accelerated adversarial attacks (GCG on H200, 140GB HBM3e)
• Defensive — Shield Doctrine + Microsoft AGT bridge for 10/10 OWASP ASI 2026 coverage
• Research — Omega-Suite binary exploit analysis with Z3 SMT solver, ROP chains, CodeQL, deterministic crash replay
• Self-improving — LyrieEvolve trains your own model on your own hardware via GRPO on H200
• Operational — 9 built-in tools, 15-model routing, 126+ skills, launchd/systemd daemon, cron management, sub-agent orchestration

All of this in one daemon. Zero required cloud dependencies.

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📦 Install

pip install lyrie-agent
# or
curl -fsSL https://lyrie.ai/install.sh | sh

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⚡ Quick Start

lyrie init                          # one-time setup wizard
lyrie hack ./myapp                  # run your first pentest
lyrie daemon --threat-watch         # start always-on threat detection
lyrie migrate --from openclaw       # import from another agent platform

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🔧 Capabilities

🔴 Offensive Security

lyrie hack <target> — one command, end-to-end autonomous pentest.

lyrie hack ./myapp                          # local source tree
lyrie hack https://staging.example.com      # live target
lyrie hack ./myapp --stage-e --approve      # generate + approve runnable PoCs
lyrie hack ./myapp --output sarif           # SARIF for GitHub Code Scanning

Example output:

[lyrie] Stage A: Attack Surface Mapping
  → 14 entry points, 3 trust boundaries, 2 tainted data flows
  → Risk hotspots: /api/upload (critical), /admin/exec (critical)

[lyrie] Stage B: Scanning
  → Nuclei: 3 critical, 7 high
  → Semgrep: 11 findings (2 CWE-89, 4 CWE-79, 5 CWE-22)
  → TruffleHog: 1 secret found in git history
  → Trivy: 0 known-vulnerable binaries (hash-verified)

[lyrie] Stage C: Validation
  → Confirmed: 3 critical, 5 high (false-positive rate: 12%)

[lyrie] Stage D: AAV (Adversarial Validation)
  → GCG suffix attack: BYPASS on /api/chat (H200, 140GB HBM3e)
  → AutoDAN black-box: 2/4 jailbreaks successful
  → Crescendo escalation: content policy bypassed in 4 turns

[lyrie] Stage E: Exploit
  → SQLi PoC generated: exploits/sqli-001.py [PENDING APPROVAL]
  → XSS PoC generated: exploits/xss-001.js [PENDING APPROVAL]

[lyrie] Stage F: Remediation
  → Patches generated: 5 files, unified diff in report/patches/

[lyrie] Self-scan complete. Lyrie's own output passed Shield gate.

What each stage validates:

• A — Attack surface mapping: entry points, trust boundaries, tainted data flows, ranked risk hotspots
• B — Scanner sweep: Nuclei, Semgrep CE, TruffleHog, Trivy (binary hash-verified post-supply-chain-incident)
• C — Validation: every finding confirmed before escalation; false positives killed here
• D — AAV: GPU adversarial attacks (GCG/AutoDAN) + multi-turn (Crescendo/TAP) on AI endpoints
• E — PoC generation: runnable exploits for SQLi, XSS, SSRF, RCE, path traversal, deserialization — operator approval gate
• F — Code-level remediation: before/after patches across JS/Python/PHP, not descriptions

GPU red-team:

lyrie redteam <endpoint> --strategy gcg      # gradient-based suffix attack (H200, 140GB HBM3e)
lyrie redteam <endpoint> --strategy autodan  # genetic algorithm black-box (H100, 80GB HBM3)
lyrie redteam <endpoint> --preset state-actor --dry-run  # nation-state attack corpus
lyrie redteam <endpoint> --preset entra      # Microsoft Entra AI priv-esc (4 vectors)

Multi-turn jailbreaks (no GPU required):

lyrie redteam <endpoint> --strategy crescendo  # 4 escalation styles, HarmBench baselines
lyrie redteam <endpoint> --strategy tap        # tree-of-attacks with pruning

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🛡️ Agent Defense

Shield Doctrine — every layer of Lyrie that touches untrusted text passes a Shield gate. Input, output, memory, patches, skills, tool calls. Zero exceptions. See docs/shield-doctrine.md.

Agent Trust Protocol (ATP) — the cryptographic padlock for the AI era. Ed25519-signed agent identity, action receipts, scope declarations, trust chain rules. Every agent spawned by Lyrie carries a verifiable ATP badge. See ATP section.

Microsoft AGT Bridge — @lyrie/agt-bridge sits on top of Microsoft's Agent Governance Toolkit. 10/10 OWASP ASI 2026 with AGT. 7/10 standalone. Graceful degradation when AGT unavailable.

MCP Security Scanner — 8 pre-connection checks on every MCP server before Lyrie connects:

1. Tool-poisoning detection
2. Rug-pull pattern analysis
3. Shadow-tool identification
4. Excessive-scope flagging
5. Cleartext-transport rejection
6. Untrusted-npx blocking
7. Unverified-server gating
8. Prompt-in-tool-description detection

Memory Integrity — SHA-256 drift detection on every memory block. OWASP ASI-06 defense.

lyrie memory integrity-check        # detect tampered memories
lyrie memory integrity-check --fix  # quarantine and repair

Tools-Catalog Enforcement — every tool call passes a risk-policy gate:

• critical → block + require operator approval
• high → audit log mandatory
• medium → rate-limited + allowlist-checked

lyrie tools audit    # full risk assessment of installed tools

A2A Message Bus — agents query each other mid-flight via Shield-filtered pub/sub. No unverified cross-agent calls.

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🤖 Agent Operations

Daemon mode — always-on, self-healing, KAIROS tick loop:

lyrie daemon                                          # basic daemon
lyrie daemon --threat-watch                           # continuous threat detection
lyrie daemon --threat-watch --self-heal               # auto-recover from detected threats
lyrie daemon --threat-watch --self-heal --provider hermes  # local-first, zero cloud
lyrie daemon --interval 5m                            # custom KAIROS tick interval

Cron management:

lyrie cron list                    # all scheduled jobs
lyrie cron add "0 2 * * *" "lyrie evolve dream"  # nightly self-improvement
lyrie cron add "*/5 * * * *" "lyrie daemon --threat-watch"
lyrie cron disable <id>            # pause without removing
lyrie cron logs <id>               # execution history

Skills library — 126+ skills:

lyrie skills list                  # browse full library
lyrie skills search "web scraping" # find relevant skills
lyrie skills install <skill-id>    # add to agent
lyrie skills run <skill-id>        # execute directly

Lyrie's skill loader imports existing skill libraries (OpenClaw, Claude Code, AutoGPT) on lyrie migrate. Skills are Shield-gated before execution.

Sub-agent orchestration:

# Spawn isolated child agent (programmatic)
spawn_subagent({
  task: "Scan this endpoint for SQLi and return findings as JSON",
  model: "anthropic/claude-sonnet-4-6",
  context: "isolated"  # or "fork" to inherit parent context
})

Child agents carry ATP badges from their parent. Trust chain is cryptographically verifiable.

WorkspaceContext — every agent turn loads SOUL.md, AGENTS.md, MEMORY.md for persistent identity and rules across sessions. No cold starts.

Model routing — 15 models, task-aware:

lyrie models list        # all registered models + health
lyrie models health      # live status check
lyrie models route       # show current routing table

Task	Routes to
Code implement/refactor	GPT-5.4-Codex
Bulk/parallel ops	MiniMax-M2.5-HS
Strategy/architecture	Grok (reasoning)
Local/privacy-first	Hermes-3 (NousResearch)
Default	claude-sonnet-4-6
Free tier fallback	NVIDIA NIM (134 models)

Migration from any agent platform:

lyrie migrate --from openclaw      # ports memory, skills, config
lyrie migrate --from claude-code   # imports MCP servers + provider keys
lyrie migrate --from cursor        # imports model config + extensions
lyrie migrate --from hermes        # ports skills + trajectory
lyrie migrate --from autogpt       # ports goals + memory
lyrie migrate --from all           # auto-detect all installed platforms
lyrie migrate --from claude-code --secure  # import + CVE check MCP servers
lyrie migrate --detect --dry-run   # preview what would be imported

Supported: openclaw, claude-code, cursor, hermes, autogpt, nanoclaw, zeroclaw, dify, superagi, nanobot, grip-ai

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🔩 Built-in Tools

All 9 tools are Shield-gated. Every call passes input/output validation before execution.

Tool	What it does
exec	Unified shell + process manager. Auto risk detection — critical commands require approval. Supports TTY, background sessions, stdin/stdout streaming.
browser	Full CDP automation. Connects to a running Chrome instance via 127.0.0.1:9223. Zero timeout bugs that plagued previous adapters. Screenshot, click, type, evaluate, multi-tab.
web_search	Brave Search API. 1-hour result cache, domain deduplication, region/language support.
web_fetch	HTML → markdown extraction via readability. 30-minute cache. Handles SPAs, paywalls, JS-heavy pages.
message	Proactive sends to Telegram, Discord, Slack, Matrix, Feishu, IRC, and 7 more channels. Supports inline buttons, reactions, thread replies.
memory_store	Persistent memory with auto-categorization (preference/fact/decision/entity). Deduplication, TTL, importance scoring.
memory_recall	BM25-ranked semantic search over stored memories. Returns top-k by relevance.
image_generate	H200 local Stable Diffusion first, OpenAI fallback. Transparent backgrounds, multiple aspect ratios, edit mode.
tts	OpenAI TTS. Default voice: nova (warm, clear). Onyx for dramatic narration.
spawn_subagent	Spawn child agents in isolated or fork mode. ATP-badged. Results auto-announced to parent.

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🏗️ Infrastructure

Service installation:

lyrie service install    # launchd (macOS) or systemd (Linux) — starts on boot
lyrie service status     # health + uptime
lyrie service logs       # tail daemon logs
lyrie service uninstall  # clean removal

LyrieEvolve — self-improving agent:

lyrie evolve status      # skill library stats + last dream cycle
lyrie evolve dream       # score → extract → prune → train
lyrie evolve extract     # pull reusable skills from recent sessions
lyrie evolve stats       # domain breakdown: cyber / seo / trading / code
lyrie evolve train --export atropos  # GRPO fine-tuning on H200

See docs/evolve.md and docs/h200-training.md.

AI Governance:

lyrie governance assess --interactive        # NIST AI RMF 8-question assessment
lyrie governance assess --config agent.json  # auto-infer from config
lyrie governance permissions ./tools.json    # scan tool permissions for risk

Environment diagnostics:

lyrie doctor             # full self-diagnostic (env, channels, security)
lyrie doctor --json      # machine-readable for CI

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🔐 The Agent Trust Protocol (ATP)

ATP is the first open cryptographic standard for AI agent identity, scope, and action verification. Authored by OTT Cybersecurity LLC. IETF-draft quality RFC. packages/atp/

Five primitives:

Primitive	File	What it proves
Agent Identity Certificates	aic.ts	Who this agent is (Ed25519 keypair, issuer chain)
Action Receipts	receipt.ts	What it did (signed log of every tool call)
Scope Declaration Language	scope.ts	What it's authorized to do (SDL enforcement)
Trust Chain Rules	trust-chain.ts	How trust flows to spawned children
Breach Attestation	breach.ts	Cryptographically signed incident record

ATP Badge — every agent running on Lyrie carries a verifiable badge:

lyrie atp verify <agent-id>      # verify identity + scope
lyrie atp receipt <session-id>   # audit trail for any session
lyrie atp badge --show           # display this agent's current badge

The IETF spec is in packages/atp/RFC-DRAFT.md. Organizations running agents on ATP get a verifiable attestation — machine-readable proof that an AI acted within its declared scope.

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🤖 LyrieAAV — Adversarial Validation

LyrieAAV attacks deployed AI agents and LLMs to find security vulnerabilities before adversaries do.

Attack corpus: 200+ vectors across OWASP LLM Top 10 + OWASP ASI 2026.

GPU attacks (white-box and black-box):

• GCG (packages/core/src/aav/strategies/gcg.ts) — gradient-based adversarial suffix generation on H200 (140GB HBM3e). White-box access required. Finds universal suffixes that transfer across models.
• AutoDAN (packages/core/src/aav/strategies/autodan.ts) — genetic algorithm jailbreak search. Black-box. No model access needed. Generates human-readable bypass prompts.

Multi-turn strategies (no GPU):

• Crescendo — 4 escalation styles based on HarmBench baselines. Gradually escalates across turns until content policy breaks.
• TAP — Tree-of-Attacks with Pruning. Explores attack tree, prunes dead branches, focuses on highest-yield paths.

OWASP LLM Top 10 + ASI 2026 coverage:

OWASP ID	Category	Lyrie Coverage
LLM01	Prompt Injection	GCG, AutoDAN, Crescendo, TAP
LLM02	Insecure Output Handling	Stage C validation, Shield output gate
LLM03	Training Data Poisoning	LyrieEvolve GRPO audit
LLM04	Model DoS	Rate-limit enforcement
LLM05	Supply Chain	Trivy binary hash verification
LLM06	Sensitive Info Disclosure	TruffleHog, Shield output scan
LLM07	Insecure Plugin Design	MCP Scanner (8 checks)
LLM08	Excessive Agency	Scope Declaration Language
LLM09	Overreliance	Human approval gates
LLM10	Model Theft	ATP breach attestation
ASI-06	Memory Tampering	SHA-256 drift detection

Full docs: docs/aav.md

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🔬 Omega-Suite — Binary Exploit Research

The deepest open-source offensive research stack on GitHub. Used internally by Lyrie's threat research team.

Tier 1 (shipped):

• Z3 SMT solver — binary exploit feasibility analysis. Determines if a memory corruption path is actually reachable.
• ROP chain analysis — automated return-oriented programming gadget discovery and chain construction.
• CodeQL agent — semantic code analysis on compiled artifacts, not just source.
• Crash analysis — deterministic rr replay of crashes. Same crash, every time. Root cause in minutes, not hours.
• OSS forensics — dependency attribution, provenance tracing, supply-chain incident correlation.

lyrie omega analyze <binary>           # full Omega-Suite run
lyrie omega rop <binary>               # ROP gadget discovery
lyrie omega smt <binary> <crash-input> # exploit feasibility via Z3
lyrie omega replay <crash-log>         # rr deterministic replay

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🧬 LyrieEvolve — Self-Improving Agent

Lyrie is the only autonomous agent that gets measurably better at your specific workloads over time.

The loop:

1. Score every completed task (domain-specific rewards: cyber, SEO, trading, code)
2. Extract reusable skills from high-scoring sessions
3. Retrieve top-3 past successes as context before each new task
4. Nightly GRPO fine-tuning on H200 — your workload, your model, your hardware

lyrie evolve status      # library stats + last dream timestamp
lyrie evolve extract     # pull skills from recent sessions
lyrie evolve dream       # full nightly cycle: score → extract → prune → summarize
lyrie evolve train --export atropos   # export H200-ready GRPO training data
lyrie evolve stats       # domain breakdown

Training pipeline: docs/h200-training.md. Atropos-compatible export for direct GRPO runs.

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📊 Capability Matrix

Capability	Lyrie	General Agent Frameworks	Security Scanners
Autonomous pentest (A–F)	✅ Full	❌	Partial
Agent Trust Protocol	✅ Authored	❌	❌
GPU adversarial attacks	✅ H200 + H100	❌	❌
Local model first	✅ Hermes-3	Varies	❌
Built-in cron management	✅	❌	❌
126+ skills library	✅	Varies	❌
Self-improving (GRPO)	✅ H200	❌	❌
OWASP ASI 2026	✅ 10/10	❌	Partial
MCP security scanning	✅ 8 checks	❌	❌
Background daemon	✅ launchd/systemd	Varies	❌
Code-level remediation	✅	❌	❌
Binary exploit research	✅ Omega-Suite	❌	Partial
15-model task routing	✅	Varies	❌
Sub-agent orchestration	✅ ATP-badged	Varies	❌
Memory integrity checks	✅ SHA-256	❌	❌
9 built-in tools	✅ Shield-gated	Varies	❌

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🏛️ Architecture

lyrie-agent/
├── packages/
│   ├── core/             # Engine: tools, AAV, Shield, cron, skills, models
│   │   └── src/
│   │       ├── tools/    # 9 built-in tools (browser, exec, web, memory, media, message, spawn-subagent)
│   │       ├── aav/      # Adversarial validation (GCG, AutoDAN, Crescendo, TAP)
│   │       ├── security/ # MCP scanner, provider validator
│   │       ├── cron/     # Cron manager
│   │       └── skills/   # Skill loader, registry, runner, search
│   ├── atp/              # Agent Trust Protocol (AIC, receipt, scope, trust-chain, breach)
│   ├── shield/           # Rust Shield binary (JSON-RPC, file-write scan, outbound WAF)
│   └── gateway/          # Channel adapters (Telegram, Discord, Slack, Matrix, IRC, Feishu, ...)
├── deploy/
│   └── oss-scan/         # Dockerized public scanner (research.lyrie.ai/scan)
├── docs/
│   ├── shield-doctrine.md
│   ├── aav.md
│   ├── evolve.md
│   ├── h200-training.md
│   └── brand-guide.md
└── scripts/              # redteam.ts, scan.ts, evolve.ts

Design principles:

• Shield-first: untrusted text never reaches a tool without a gate
• Local-first: Hermes-3 default, cloud optional
• ATP-native: every agent and every action is cryptographically accountable
• No Docker required: pip install lyrie-agent and you're running

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🚀 Lyrie Pentest Action

# .github/workflows/lyrie-pentest.yml
- uses: OTT-Cybersecurity-LLC/lyrie-pentest-action@v1
  with:
    target: ./
    fail-on: high
    upload-sarif: true

Shield-scans every PR. Posts a single-comment-per-PR Markdown summary. Uploads SARIF to GitHub Code Scanning. Blocks merges on threshold.

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✅ Quality & Tests

1,726 tests / 0 failures / 5,672 expect() calls
94 test files — bun test --reporter=dot

Every shipped feature has tests. No stubs masquerading as implementations. If Stage E generates PoCs, there are tests that verify runnable output. If the GRPO pipeline exports Atropos data, there are tests that verify the schema.

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🤝 Contributing

See CONTRIBUTING.md. New CVE labs follow tools/exploit-lab/LAB-PROTOCOL.md.

Code of Conduct: CODE_OF_CONDUCT.md. PRs that weaponize Lyrie tooling against unconsenting targets are rejected.

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🔐 Security

See SECURITY.md. Responsible disclosure: security@lyrie.ai

Cybersecurity isn't a feature here — it's the product.

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📜 License

MIT — OTT Cybersecurity LLC. Use it, fork it, build on it.

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