AI systems that hold up outside the demo.

• Retrieval that looks fine in the pilot

  Chunking drift, stale indexes, and citation gaps show up only after real users ask messy questions.

• Agents that loop or invent tools

  Without a harness, permissions, and evals, demos become ops incidents the moment traffic arrives.

• Answers nobody can audit

  Leaders need traces, eval drift signals, and human gates before they trust the system with decisions.

1. Diagnose

   We start with how the AI system fails in the wild: retrieval misses, agent loops, silent tool errors, eval drift, and answers nobody can audit.

2. Model

   Constraints become a map: data contracts, tool permissions, memory boundaries, harness topology, and the smallest path that proves the design.

3. Build

   Agents, RAG pipelines, generative BI layers, and reviewers ship behind clear interfaces so teams can iterate without rewriting the substrate.

4. Harden

   Observability, eval harnesses, human gates, and docs catch what demos hide. We leave the system operable by the people who inherit it.

Prefer the written deep dives? Read the reports.

• Enterprise AI/7 min read

  AI agent kill switch governance: containment after rogue swarm reports

  Autonomy ships before a kill switch, egress ACL, and reconstructable audit trail exist, so containment is improv when a swarm misbehaves.

• AI agents/7 min read

  Security triage agents: containment, SIEM spans, and kill switches before write remediations

  A triage agent that can write remediations without containment, SIEM spans, or a kill switch turns a false positive into a self-inflicted incident.

• AI agents/7 min read

  AI agent sandbox egress: ACL, tool registry, and kill switch before open internet

  Agents leave the sandbox through permitted-looking network tools long before anyone notices open-internet side effects.

Craft & open source

Tools we extracted from real delivery pain, including AI-assisted analytics, and published so the next team does not start from zero.

• Netrasight

  Laravel, Vue

  AI-assisted analytics so teams can ask questions of their databases, an early signal of generative BI without standing up a separate stack first.

• Vidur

  Nuxt, Nest

  Host career sites, shortlist candidates, run recruiting workflows, and integrate hiring plugins, built to scale without ceremony.

• laravel-excel-to-x

  Laravel

  Convert Excel into JSON or collections with a small, predictable API, the kind of utility that disappears when it works.

• KnackGit

  Rust

  CLI and macOS menu bar app for switching between multiple Git accounts without breaking your day.

• laravel-deploy

  Laravel

  Shell-scripted Laravel deploys packaged so teams stop reinventing the same fragile release ritual.

• UnMail

  Nuxt

  Unified transactional email API across providers, with room for custom drivers when the defaults are not enough.