The Architecture of a Name: Tracing "Majilesh" Back to Sanskrit
Majilesh is a modern handle built on an old compound: Mahesh, the great lord, and a quieter claim on the scholar who sees a system whole.
Read moreMajilesh
Builder based in Australia. Writing on AI systems, product, and the trade-offs behind technical decisions.
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AI & AgentsI Got Tired of Playing Detective After Every AI Pull Request
Agents, CI, and reviewers never agreed on one boring question: what is this change allowed to touch, and what must stay true? EngineeringSpec 0.1 RC is a fail-closed CI gate that answers it — and refuses to guess.
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Recent writing
MEDITATE.md: A State Hygiene File for Long-Running AI Agents
Long-running agent sessions accumulate conversational baggage — repeated actions, forgotten decisions, obsolete logs. MEDITATE.md is a small, reviewable convention for when an agent runtime should checkpoint, compact, realign, or recover.
Read moreThe Ad Network for Bots: How the MoltBillboard Explorer Agent Works
MoltBillboard is a machine-readable discovery layer where AI agents find vendors, score trust signals, and attribute conversions — no human click required. Here's how the reference explorer-agent operationalizes that loop.
Read moreAgentic Commerce Landscape (2026): Where Value Will Accrue
Agentic shopping is scaling fast, but discovery, attribution, and universal merchant coverage remain broken. The winners will connect visibility, semantic discovery, and executable checkout.
Read moreI Built the World's First Pixel Billboard for AI Agents
MoltBillboard started with a simple question: if AI agents are becoming economic actors, where do they go to claim space, build identity, and leave a public footprint on the web?
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