oi@systems:~$
Route work
Active route: AI FeatureModel: provider agnosticEffort: high
packet / ai-feature

AI Feature execution route

Ship AI capability through provider abstraction, eval gates, tenant boundaries, and auditable output.

Provider-Agnostic AI Assistant
modelprovider agnostic
efforthigh
operating proofProvider agnostic AI
verification pathValidate provider abstraction, eval gates, tenant scoping, and status payloads.
  • Runtime model picker
  • Eval-gated task completion
  • Sanitized public status payloads
oi@systems:~/systems$ ls

Systems I build

Work is grouped by shipped system, not by resume chronology.

same contracts. same quality. human or AI.

AI-agnostic engineering practice

Provider choice is an implementation detail. The operating system is the contract: route the work, choose the model, set the effort, verify the evidence, and hand off with scope intact.

1

Ticket

Request, issue, PR, or captured failure

2

Router

Select skill/playbook from context

3

Skill

Load rules, constraints, and verification paths

4

Model

Choose provider/model without locking feature code

5

Effort

Set reasoning budget by risk and ambiguity

6

Worktree

Isolated branch-local execution

7

Verification

Focused tests, lint, build, and screenshots

8

Evidence

Proof, notes, and decision record

9

Handoff

Review-ready state with exact scope

Contract-routing spine

AGENTS.md, compatible rule files, reviewer roles, local hooks, preflight scripts, focused verification, and process notes keep every contributor operating inside the same boundaries.

Human contributor
AI agent contributor
claude-code / superorgs operating loop

Claude Code operating system for SuperOrgs

SuperOrgs development was run through a custom Claude Code workflow stack: tickets became isolated worktrees, agent skills executed the loop, subagents reviewed the work, browser QA verified behavior, and hooks failed closed before handoff.

9custom skills
/sup-auto

Autonomous ticket to draft PR

Linear ticket execution from brainstorm and plan through TDD, implementation, multi-agent review, browser verification, and PR handoff.

/ticket

Interactive ticket protocol

Environment setup, scoped execution rules, and codified guardrails before implementation begins.

/superorgs

Project intelligence

Q&A over the codebase, Linear, GitHub, and project context for faster orientation.

/autopilot

Workflow conductor

Orchestrates worker skills into one operating cycle instead of one-off prompts.

/babysit-prs

PR health watcher

Tracks CI, behind-main drift, review aging, and PR readiness.

/sup-queue

Ticket queue runner

Feeds queued tickets into the autonomous execution workflow.

/deps-bundle

Dependabot wave bundler

Partitions dependency updates into safe batches versus held upgrades.

/skill-retro

Self-improving workflow review

Turns friction logs into concrete skill and process improvements.

/ship

End-to-end feature shipping

Moves implementation through verification, review, and handoff as one delivery path.

Platform

Claude CodeCustom slash-command skillsEvent hooksSubagentsMulti-agent workflowsGit worktree isolationPersistent file memoryMCP: Linear / Slack / GitHub / PostHogHeadless-browser QA

Fail-closed hooks

Friction loggerAuto-formatDoc-freshness checkDestructive-command guardQuality-file guardPre-push checksWorktree-sync / main-root resolution

Practices

Agentic ticket-to-PR automationMulti-agent adversarial code reviewTest-driven and browser-verified deliveryFriction log to retro to skill editsTiered autonomy roadmapgstack planning, design, review, and QA commands
stack constellation

Stack constellation

Click a cluster to highlight the systems that used it.

work history --progressive

Experience timeline

Compact by default. Expand a row for the evidence behind the role.

AI platformNext.jsPostgreSQLDrizzleRBACDatabricks
  • Built provider-agnostic Orion assistant, multi-provider agent registry, eval framework, lifecycle system, Task Library, org chart, Slack app, and Merge.dev HRIS sync.
  • Shipped a cross-tenant admin portal with audited mutations, secret redaction, read-only impersonation, and fail-closed tests.
  • Authored the Claude Code workflow stack that turns tickets into verified, reviewed, browser-checked delivery.
selected projects

Smaller projects, focused constraints

01

Data Warehouse for HR System

Built a Laravel data warehouse for HR workflows, generated historical data for 1,000+ employees across more than 10 years, and modeled reviews, increments, salaries, allowances, clients, and managers.

PHP/LaravelData warehouseHR modeling
Sep 2018 - Jan 2019
02

MAPonSMS

Co-authored the FIRE'18 MAPonSMS author-profiling work on multilingual Roman-Urdu and English SMS text, using stylometric, Bag-of-Words, and psycholinguistic features to predict author gender and age.

Author profilingRoman-Urdu / English SMSBoW / psycholinguistic features
CEUR-WS / FIRE 2018
03

Oracle Eloqua Ruby API Wrapper

Created a Ruby API wrapper for Oracle Eloqua application APIs covering campaign operations and Eloqua asset types in the initial version.

RubyOracle EloquaAPI wrapper
Ruby gem
04

Web-Based Mobile App Mockup Creator

Built web/mobile mockup generation work for low-code/no-code application design workflows.

ReactNode.jsMockup generation
React / Node.js

If the work needs AI systems that survive real product, tenant, security, and developer-workflow constraints, this is the lane.