Azan Hyder azank1

Software engineer working on AI agents and the systems that check them

Azan Hyder. I turn research questions into working software, with a focus on systems that are measurable, inspectable, and useful beyond the demo.

Core focus

Metaorcha — many models, one harness. Building Orcha, an Apache 2.0 runtime where one goal becomes a verified multi-agent run across MCP, A2A, and Computer-Use.

Stage	Milestone
🟢 Now	v1 runtime: multiprotocol orchestration, shipping locally
🟡 Next	v1.2 harness: DAG execution, output verification, retry and fallback
🔵 Aim	network layer: peer discovery, fulfillment, reputation

What I build

🤖 AI and agent systems
_{Agent orchestration, MCP tool ecosystems, retrieval, and verification loops for more dependable model behavior.}

🔗 Decentralized systems
_{Experiments in governance, trust-minimized exchange, zero-knowledge proofs, and fairer economic coordination.}

📈 Quantitative research tools
_{Probabilistic models, backtesting systems, and analysis software that make assumptions visible.}

Writing

The Harness Layer on dev.to: research field notes on agent harnesses, each with sources, a limitations section and a reproducible artifact. Latest: When should an agent stop? (artifact in code-desk-cli/research). Practice pieces and short takes on X.

Selected work

Code Desks _{Run an office of AI coding sessions from your terminal: two hats, gated handoffs, and a meter that reads what each desk really used.} `Python` `Agents` `MIT`	Metaorcha · _metaorcha.ai _{Apache 2.0 runtime for multi-protocol agent orchestration.} `Python` `Agents`
CDV _{A frozen public research preview for judging AI-agent work with a deterministic floor, an LLM critic, and Bayesian stopping.} `Python` `LLM evaluation`	ML Trend Probability _{A machine-learning signal framework that tunes and stacks trading indicators into a trend-probability strategy.} `Python` `ML` `Quant`
SDCA RAQQR _{A Bitcoin market-risk model and backtesting library for accumulation and distribution strategies.} `Python` `Quant research`