Ghassan Alhamoud — AI Architecture & Automation https://ghassan-alhamoud.com AI architecture, systems engineering, distributed systems, and the hard problems nobody’s solving — by Ghassan Alhamoud. en Sun, 13 Sep 2026 22:00:00 GMT When an AI Agent Met a Real Motor: Energized Is Not Spinning https://ghassan-alhamoud.com/articles/agent-spun-the-motor.html https://ghassan-alhamoud.com/articles/agent-spun-the-motor.html Sun, 13 Sep 2026 22:00:00 GMT AI Agents Hardware Governance Verification AI Engineering Agent Review Loop Postmortem: Why Delegation Stalled, and How to Fix It https://ghassan-alhamoud.com/articles/agent-loop-postmortem.html https://ghassan-alhamoud.com/articles/agent-loop-postmortem.html Mon, 31 Aug 2026 22:00:00 GMT Agent Orchestration Postmortem Verification AI Engineering Reliability Nineteen Agents, One Working Directory, and a Codebase That Finally Got Cleaner https://ghassan-alhamoud.com/articles/nineteen-agents-one-working-directory.html https://ghassan-alhamoud.com/articles/nineteen-agents-one-working-directory.html Tue, 25 Aug 2026 22:00:00 GMT Multi-Agent Systems Clean Code Agent Orchestration Verification Ruby I Made an AI Film Pipeline. Now It's Open Source. https://ghassan-alhamoud.com/articles/film-pipeline-open-source.html https://ghassan-alhamoud.com/articles/film-pipeline-open-source.html Thu, 30 Jul 2026 22:00:00 GMT AI Film LangGraph MCP Open Source Pipeline Python An Open-Source Miner for Finding Automation Opportunities https://ghassan-alhamoud.com/articles/automation-miner-open-source.html https://ghassan-alhamoud.com/articles/automation-miner-open-source.html Sun, 26 Jul 2026 22:00:00 GMT Open Source Automation AI Agents LangGraph MCP Python Your Agent Does Not Need Inbox Access. It Needs Email Intelligence. https://ghassan-alhamoud.com/articles/email-intelligence-protocol.html https://ghassan-alhamoud.com/articles/email-intelligence-protocol.html Thu, 23 Jul 2026 22:00:00 GMT Open Source AI Agents MCP Email Security Local First How to Test Terminal UIs with tmux: A Deterministic PTY Workflow https://ghassan-alhamoud.com/articles/testing-tuis-with-tmux.html https://ghassan-alhamoud.com/articles/testing-tuis-with-tmux.html Wed, 01 Jul 2026 22:00:00 GMT TUI Testing tmux Python Automation DevOps Turn Agent Experience into Shared Knowledge: An ALMS→OKF Export Bridge https://ghassan-alhamoud.com/articles/alms-okf-integration-bridge.html https://ghassan-alhamoud.com/articles/alms-okf-integration-bridge.html Wed, 01 Jul 2026 22:00:00 GMT AI Agents OKF ALMS Knowledge Management MCP Agent Memory Why a Strong Coding Agent Failed a TUI Task: A Detailed Case Study https://ghassan-alhamoud.com/articles/smart-models-go-stupid.html https://ghassan-alhamoud.com/articles/smart-models-go-stupid.html Tue, 23 Jun 2026 22:00:00 GMT AI Agents Code Generation Engineering UX LLM Limitations TUI Terminal A Verification & Entitlement Layer for AI Agent Skills (SkillLedger) https://ghassan-alhamoud.com/articles/skill-ledger-open-source-verified-agent-skill-marketplace.html https://ghassan-alhamoud.com/articles/skill-ledger-open-source-verified-agent-skill-marketplace.html Sun, 14 Jun 2026 22:00:00 GMT Open Source Agents MCP Ruby on Rails Marketplace API Infrastructure Agent Skills Shared Operational Memory for AI Agents via MCP (ALMS, Open Source) https://ghassan-alhamoud.com/articles/alms-open-source-shared-agent-memory.html https://ghassan-alhamoud.com/articles/alms-open-source-shared-agent-memory.html Wed, 10 Jun 2026 22:00:00 GMT Open Source Agents MCP Go PostgreSQL Multi-Agent Learning Infrastructure Quality vs Speed with AI Agents: A Risk-Based Gate Framework https://ghassan-alhamoud.com/articles/quality-vs-speed-agent-era.html https://ghassan-alhamoud.com/articles/quality-vs-speed-agent-era.html Wed, 03 Jun 2026 22:00:00 GMT AI Agents Quality Gates Engineering Risk Management Building an AI Film Pipeline: Architecture, Failures, and Current Evidence https://ghassan-alhamoud.com/articles/film-pipeline-postmortem.html https://ghassan-alhamoud.com/articles/film-pipeline-postmortem.html Mon, 01 Jun 2026 22:00:00 GMT AI Film Pipeline Postmortem Seedance Veo Engineering Auditing a 12-Hour AI Go Code-Generation Marathon https://ghassan-alhamoud.com/articles/ai-coded-83-mcp-tools-marathon.html https://ghassan-alhamoud.com/articles/ai-coded-83-mcp-tools-marathon.html Sat, 30 May 2026 22:00:00 GMT AI Agents Go Architecture MCP Automation Code Generation Engineering Agent-First Entity Database: Schema, MCP Contract, and Benchmarks https://ghassan-alhamoud.com/articles/entity-database-zero-ui-agents.html https://ghassan-alhamoud.com/articles/entity-database-zero-ui-agents.html Wed, 27 May 2026 22:00:00 GMT AI Agents MCP DuckDB Data Architecture Structured Agent Handoffs: Contracts, State Machines, and Acceptance Gates https://ghassan-alhamoud.com/articles/orchestrator-qwen-acp-handoff.html https://ghassan-alhamoud.com/articles/orchestrator-qwen-acp-handoff.html Wed, 27 May 2026 22:00:00 GMT AI Agents Delegation MCP Reliability How I Built a 3 ms Workspace Index for AI Agents https://ghassan-alhamoud.com/articles/workspace-indexing-3ms.html https://ghassan-alhamoud.com/articles/workspace-indexing-3ms.html Tue, 05 May 2026 22:00:00 GMT Architecture Performance Workspace Indexing AI OpenClaw Self-Healing Agent Systems: A Bounded Remediation State Machine https://ghassan-alhamoud.com/articles/self-healing-architecture-feedback-loop.html https://ghassan-alhamoud.com/articles/self-healing-architecture-feedback-loop.html Mon, 04 May 2026 22:00:00 GMT Self-Healing Reliability State Machines Circuit Breakers Issue Management as a Reliability Control Plane for AI Agents https://ghassan-alhamoud.com/articles/issue-management-system-property.html https://ghassan-alhamoud.com/articles/issue-management-system-property.html Sun, 03 May 2026 22:00:00 GMT Reliability Incident Management Root Cause Evidence 5 Failures From 3 Months Building a Personal AI Agent https://ghassan-alhamoud.com/articles/5-failures-building-agent-3-months.html https://ghassan-alhamoud.com/articles/5-failures-building-agent-3-months.html Sun, 03 May 2026 22:00:00 GMT AI Agents Infrastructure Failure Architecture AI OpenClaw 5 Infrastructure Layers Every Production AI Agent Needs https://ghassan-alhamoud.com/articles/5-infrastructure-layers-broke-agent.html https://ghassan-alhamoud.com/articles/5-infrastructure-layers-broke-agent.html Sun, 03 May 2026 22:00:00 GMT AI Agents Infrastructure Architecture Reliability Security What a 250-Item Agent Run Actually Proved: A Fault-Injection Postmortem https://ghassan-alhamoud.com/articles/stress-test-self-healing-250-target.html https://ghassan-alhamoud.com/articles/stress-test-self-healing-250-target.html Sat, 02 May 2026 22:00:00 GMT Reliability Evaluation Fault Injection AI Agents OpenClaw One Automation Pattern Across Six Industries: A Comparative Study https://ghassan-alhamoud.com/articles/automation-pattern-6-industries.html https://ghassan-alhamoud.com/articles/automation-pattern-6-industries.html Fri, 01 May 2026 22:00:00 GMT Automation Discovery Architecture Pattern AI OpenClaw How an AI System Found and Scored 42 Automation Opportunities https://ghassan-alhamoud.com/articles/ai-found-42-automation-opportunities.html https://ghassan-alhamoud.com/articles/ai-found-42-automation-opportunities.html Fri, 01 May 2026 22:00:00 GMT Automation Discovery Dataset Scoring Validation OpenClaw Safe Self-Improvement Automation: Detect, Repair, Verify, Roll Back https://ghassan-alhamoud.com/articles/most-boring-automation-self-improving.html https://ghassan-alhamoud.com/articles/most-boring-automation-self-improving.html Tue, 14 Apr 2026 22:00:00 GMT Automation Feedback Loops Verification Rollback Agent-to-Agent Negotiation by Email: A Pre-Experiment Protocol https://ghassan-alhamoud.com/articles/a2a-negotiation-outreach.html https://ghassan-alhamoud.com/articles/a2a-negotiation-outreach.html Sat, 11 Apr 2026 22:00:00 GMT AI Agents Negotiation Experimental Design Email How I Use an LLM to Prepare for a High-Stakes Negotiation https://ghassan-alhamoud.com/articles/negotiation-veteran-collapse-llm-coach.html https://ghassan-alhamoud.com/articles/negotiation-veteran-collapse-llm-coach.html Thu, 09 Apr 2026 22:00:00 GMT Negotiation LLM Preparation Decision Support How Much of a Product Pipeline Can AI Agents Own? What Must Stay Human https://ghassan-alhamoud.com/articles/dreamforge-automation-pipeline.html https://ghassan-alhamoud.com/articles/dreamforge-automation-pipeline.html Tue, 07 Apr 2026 22:00:00 GMT Automation Product Delivery AI Agents Human-in-the-Loop Designing an On-Device Personal Memory System https://ghassan-alhamoud.com/articles/echoweave-on-device-narrative-os.html https://ghassan-alhamoud.com/articles/echoweave-on-device-narrative-os.html Sat, 04 Apr 2026 22:00:00 GMT Privacy On-Device AI Personal Memory Threat Modeling Agent Memory Architecture: Admission, Retrieval, Consolidation, and Forgetting https://ghassan-alhamoud.com/articles/every-token-is-rent-memory-architecture.html https://ghassan-alhamoud.com/articles/every-token-is-rent-memory-architecture.html Tue, 31 Mar 2026 22:00:00 GMT Agent Memory Retrieval Knowledge Systems Evaluation Self-Hosted Startup Intelligence: A Working Case Study https://ghassan-alhamoud.com/articles/startupgraph-insights-engine.html https://ghassan-alhamoud.com/articles/startupgraph-insights-engine.html Sun, 29 Mar 2026 22:00:00 GMT Startup Intelligence MCP DuckDB Data Engineering AI Agent Execution Attestation: A Verifiable Audit Trail https://ghassan-alhamoud.com/articles/agent-execution-attestation.html https://ghassan-alhamoud.com/articles/agent-execution-attestation.html Fri, 27 Mar 2026 23:00:00 GMT AI Agents Attestation Auditability Security Cryptography Compliance as Code for the EU AI Act: An Engineering Framework https://ghassan-alhamoud.com/articles/compliance-as-code-eu-ai-act.html https://ghassan-alhamoud.com/articles/compliance-as-code-eu-ai-act.html Tue, 24 Mar 2026 23:00:00 GMT EU AI Act Compliance Engineering AI Governance Auditability Agent Reliability SLOs: Measure Correctness, Safety, and Recovery https://ghassan-alhamoud.com/articles/agent-reliability-sla-infrastructure.html https://ghassan-alhamoud.com/articles/agent-reliability-sla-infrastructure.html Sat, 21 Mar 2026 23:00:00 GMT AI Agents Reliability SRE SLOs Observability How to Build a Product Ideation Engine: A Repeatable Discovery System https://ghassan-alhamoud.com/articles/systematic-ideation-engine.html https://ghassan-alhamoud.com/articles/systematic-ideation-engine.html Thu, 19 Mar 2026 23:00:00 GMT Ideation Product Discovery Validation AI Systems Build vs Buy Startup Intelligence: A Self-Hosted Entity Graph https://ghassan-alhamoud.com/articles/startup-intelligence-entity-graph.html https://ghassan-alhamoud.com/articles/startup-intelligence-entity-graph.html Tue, 17 Mar 2026 23:00:00 GMT Startup Intelligence Entity Resolution Data Provenance DuckDB AI Agents The Security Risks of Unverified AI Agent Skills https://ghassan-alhamoud.com/articles/agent-black-box-skill-ledger.html https://ghassan-alhamoud.com/articles/agent-black-box-skill-ledger.html Wed, 11 Mar 2026 23:00:00 GMT AI Agents Agent Skills Security Software Supply Chain Threat Modeling Stop Building "Agent Soup": A Compiler-Style Multi-Agent Workflow https://ghassan-alhamoud.com/articles/stop-building-agent-soup-compilers.html https://ghassan-alhamoud.com/articles/stop-building-agent-soup-compilers.html Mon, 09 Mar 2026 23:00:00 GMT AI Agents Architecture Engineering OpenClaw AI Agent Discovery Is a Bigger Bottleneck Than Reasoning https://ghassan-alhamoud.com/articles/agent-reasoning-discovery-fallacy.html https://ghassan-alhamoud.com/articles/agent-reasoning-discovery-fallacy.html Sat, 07 Mar 2026 23:00:00 GMT AI Agents Discovery Distributed Systems AI OpenClaw