Agentic AI builder · Multi-agent systems, context engineering, evals · 11 yrs backend 📍 Abu Dhabi, UAE

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I write field notes on what actually ships in production — not demo-ware. I build the tools I wish existed while doing that work.

The ones I'd point you to first.

• 🔌 truspec — Local-first, spec-synced, agent-native API client. Your collection is plain text; your agent, CI, and editor run it and fail the build when code drifts from your OpenAPI spec. Offline, no account.
• 🥊 agentic-arena — Compare, explore, and choose the right agentic framework.
• 🧪 claude-adversarial-qa-skill — A Claude Code skill that drives a repo to measured, resumable test-hardening convergence (coverage + mutation + fuzzing + load/soak).
• 📖 ummah-library — Open-source Quran platform and Islamic knowledge ecosystem (AGPL-3.0).

Agentic systems — multi-agent orchestration (chaining, routing, parallelization, orchestrator-workers, evaluator-optimizer), context engineering, MCP & agent-to-agent protocols, structured outputs & function calling, tool design and role scoping for LLMs.

Evals — error analysis, axial coding, binary judgments, LLM-as-judge calibration. The part that decides whether a demo becomes a product.

Retrieval & memory — hybrid search (BM25 + vectors), reranking, Letta-style Core / Recall / Archival memory.

Agent safety & tooling — adversarial testing, sandboxed execution, browser / computer-use agents.

Production infra for agents — the durable, idempotent execution layer that keeps agentic systems reliable in production: PostgreSQL, Elasticsearch, Redis, Celery, Kubernetes.

Latest essays  ·  all posts →

• Your Agent Is Already in Production. You Just Can’t See It.  _{Jun 2, 2026}
• The MCP Supply Chain Is on Fire — and Anthropic Says That’s by Design  _{May 21, 2026}
• Why Your Agent Bill Is 30× Your Chatbot Bill — and How to Get It Back Down  _{May 19, 2026}
• The Agentic Org Chart: When Multi-Agent Systems Actually Work  _{May 15, 2026}
• If You Can’t Eval It, You Don’t Have a Product  _{May 14, 2026}

Agentic — OpenAI Agents SDK Claude Claude Code MCP RAG Structured Outputs Python TypeScript

Infra — PostgreSQL Elasticsearch Redis Celery Docker Kubernetes GitHub Actions Cloudflare Vercel

⭐ If any of these save you time, a star helps more people find them.