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Essays

Technical essays and notes by Omar U. Espejel. The site is optimized for careful explanations, reusable figures, and research that can be checked.

Essay 10 min

Calibrating the SO-101 Is Hardware QA

A practical SO-101 leader/follower calibration walkthrough, with measured ranges, benchmark comparisons, encoder-wrap failure modes, and the no-motion checks to run before teleop.

roboticslerobotso101calibration
Essay 7 min

The Environment Contract Is Part of the Product

A postmortem on an auth flag regression in an agent-built app, and the deploy contract that stops stale environments from becoming releases.

agentsdeploymentinfrastructureenv
Essay 11 min

What a Proof Is Allowed to Mean

A guide to the missing receipt around proof artifacts: how proof bytes, statement meaning, verifier domain, and replay assumptions become one accepted object.

tableroverifiable aizkmlproof systems
Essay 13 min

Proof Validity Is Not Statement Validity

A proof can verify while the AI claim around it is still relabelable. In a local EZKL-style receipt test, the proof-only path rejected 1 / 7 relabels; the statement-envelope path rejected 7 / 7.

verifiable aizkmlstatement binding
Essay 13 min

Proof Pressure Is Not Just Matrix Multiply

The useful transformer-proving question is not whether the model contains arithmetic. It is where proof plumbing gets reused or repeated.

transformersstarkszkmlproof systems
Essay 19 min

Why Transformers Fit STARKs

Transformer decode is a repeated state transition over carried context. That shape does not make STARKs win automatically, but it makes the proof-boundary question natural.

transformersstarkszkmltrace systems
Essay 16 min

Why Documentation Structure Fits Agent Workloads

How curated manifests, canonical metadata, crawler boundaries, and simple health checks make documentation easier for AI agents to retrieve and cite.

agentsllms.txtdocumentationretrieval