Public repository archive

The lab remains inspectable.

These projects show the systems, controls, and evaluation work behind the practice. They are not client testimonials, production guarantees, or evidence of customer adoption.

Open BlueDot IT on GitHub
AI automation

Odinn-Forge

Local-first, single-user AI assistant with inspectable memory, approved tools, web research, and local activity history.

Demonstrates: Agent product engineering with explicit approvals, inspectable state, and visible tool activity.

Operational safeguards: Cloud providers and websites can still receive prompts or normal web traffic; local-first does not mean universally private.

TypeScript · Node.js · pnpm · Ollama

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AI automation + security

DemonClaw

Rust-native agent runtime for controlled purple-team and defensive operations with policy gates, constrained WASM execution, memory, and tamper-evident evidence.

Demonstrates: Security boundaries, approvals, evidence, and operational controls integrated into an agent runtime.

Operational safeguards: Controlled execution and WASM constraints reduce authority but do not make arbitrary code risk-free; use remains authorized and supervised.

Rust · Wasmtime/WASI · PostgreSQL · pgvector

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AI automation

SignalGate

OpenAI-compatible loopback routing layer for OpenClaw that selects model tiers using embeddings, KNN, and capability gates.

Demonstrates: Observable model routing, capability-aware decisions, bounded failover, and safe handling for tool-driven automation.

Operational safeguards: Provider and capability support is bounded by the implemented adapters; the project does not claim universal model or tool compatibility.

Python · FastAPI · llama.cpp · OpenAI-compatible API

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Security engineering

Ares

Operator-supervised security assessment runtime for authorized engagements with deterministic scope, risk, approval, evidence, and reporting controls.

Demonstrates: Security workflow orchestration where model requests remain inside deterministic operator and evidence controls.

Operational safeguards: Use is limited to authorized engagements; the repository notes that its first public PyPI release is not yet available.

Python · SQLite · CLI · OpenAI-compatible models

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Security engineering

ExploitRank

Exploit Intelligence Engine that ingests, normalizes, and scores vulnerability records and exploit-candidate evidence.

Demonstrates: Security data ingestion, evidence normalization, scoring, and remediation-oriented reporting.

Operational safeguards: It scores candidate evidence; it is not an exploit executor or proof of real-world exploitability.

Python · NVD API · SQLAlchemy · FastAPI

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Engineering and evaluation

agent-benchmarks

Reproducible benchmark harness for command-line AI agents using isolated workspaces, deterministic assertions, and outcome-verified reports.

Demonstrates: Evidence-based evaluation, reproducible fixtures, and explicit separation of capability coverage from verified outcomes.

Operational safeguards: The harness is not a security sandbox, and one successful trial is not statistically strong evidence by itself.

TypeScript · Node.js · pnpm · JSON assertions

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