29 July 2026 · 8 min read
The 47th CV.
What building an AI agent for the job market taught me about volume, precision, and building on another developer's open-source project. Notes on forking Santiago Fernández de Valderrama's career-ops into applyd, tuning it for the UK market, and drawing the boundary between deterministic code and language-model calls.
3 July 2026 · 5 min read
Dashboards inform, agents act.
Putting a Model Context Protocol endpoint on a churn model: what changes when an LLM agent can query survival hazards, SHAP drivers, and causal treatment effects directly, and why the data layer underneath decides whether the agent can be trusted.
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