Skip to main content
Explore Products
Orbyt Jobs
Orbyt Intelligence
Orbyt One
Consulting
Orbyt ConsultingPut the AI lab to work on your problem.
Orbyt Jobs
Overview
The job search CRM. Free forever.
Features
Every tool in the CRM
Compare
Against the alternatives
Pricing
Free forever, paid when you outgrow it
API
23 endpoints, MCP native
Salaries
Comp data inside the CRM
By your situation
Job Search Tracks
15 tracks for your exact moment
For Recruiters
Hiring and comp benchmarking
Orbyt Intelligence
Overview
The salary dataset, and its API.
Features
What the platform does
Compare
Against the alternatives
Pricing
Free tier, then Pro and Ultra
API
20 endpoints, Decision-Ready
Start without a card
Playground
Run a live query
MCP server
Three steps into Claude Code
API docs
Endpoints, auth, and limits
Orbyt One
Overview
One account. Every Orbyt product.
Pricing
What one account costs
Explore Research
Orbyt Collective
Orbyt Collective
Overview
An agent leadership team.
How It Works
The machinery, end to end
Process
How the work actually moves
Leadership
The agent officers
Agent Seats
Every seat, and what it is doing
Autonomy Ledger
What it decides without us
Influences
The minds we build like
Hub
Research Hub
Papers and field notes.
Papers
Agent-Native Dataset Design
Preprint, DOI 10.5281/zenodo.19754393
Governing an Agent Leadership Team
Preprint, DOI 10.5281/zenodo.22683647
Blog
Inside the Machine
The articles, in reading order
Field Notes
Every Guard Must Stay Quiet
The Cache-Read Tax
Confidently Wrong
What an Agent Seat Completes
Explore Developers
Orbyt Jobs
Orbyt Intelligence
Orbyt One
Build
Jobs API Docs
23 endpoints, MCP native
MCP Integrations
Claude Desktop
Connect over MCP.
ChatGPT GPT Actions
Connect as a custom GPT action.
Apple Shortcuts
Connect from Shortcuts.
Zapier / Make.com / n8n
Connect with no code.
OpenClaw
Setup in under a minute.
Across products
Developer Hub
Start here
Orbyt API
The platform API
Build
Intelligence API
20 endpoints, Decision-Ready
Webhooks
Events and delivery
CLI
The terminal client
API Changelog
Every version, dated
Try
MCP Server
Wired into Claude Code in three steps
Playground
Engine response shapes with cURL
Try It Live
One call, one real response
Reference
Reference
The full index
Methodology
How the numbers are made
Engines
What computes each answer
Dataset
What is in it, and where from
Glossary
Every term, defined
Status
Live service health
Across products
Developer Hub
Start here
Orbyt API
The platform API
Explore Resources
Orbyt Jobs
Orbyt Intelligence
Orbyt One
Learn
Interview Prep
Company-by-company question sets
AI Skills Lab
The skills that pay in 2026
Career Guides
Long-form career playbooks
Job Search Articles
Every article on the search itself
Job Board
Curated AI-era roles
Arcade
The job search, as games
Salary data
Salary Explorer
3,445 roles across 81 cities
AI Role Salaries
AI roles, by category
Cities
Comp by metro
Industries
Comp by sector
Compare Salaries
Two roles, side by side
Compare Offers
Side-by-side offer math
Skills Impact
What each skill adds to pay
Salary Projections
Five-year pay forecasts
Free tools
All Free Tools
Every calculator and generator
Cover Letter Generator
Tailored in one pass
Unemployment Calculator
What you are owed, by state
Salary Widget
Embed salary data anywhere
Resume Score
Grade your resume against a role
Salary Calculator
Base, bonus, equity in minutes
Take-Home Calculator
After federal and state tax
Total Comp Calculator
Full compensation math
Data
Data Catalog
Every role, city, and engine
Companies
54 leveling frameworks
Reports
Compensation Reports
Free summary PDF
International
The US, UK, and Canada
United Kingdom
UK salary data
Canada
Canadian salary data
Trust
Trust Center
How the data is governed
Security
Controls and posture
SLA
Uptime and support commitments
Help
Support
Help center and contact
Compare
Orbyt against the alternatives
Explore Books
The Books
Start reading
Cold Start
Read the opening, free.
Unfair Advantage
Read the opening, free.
The series
Book 1: Cold Start
Reviewing
Book 2: Unfair Advantage
Reviewing
Book 3: Human Heartbeat
Writing
Book 4: Without Me
Future
Book 5: Observer Effect
Future
Explore Blog
The Machine Speaks
Categories
AI Reality
AI-Native
AI Agents
AI Engineering
AI Product
AI Design
AI Strategy
AI Leadership
AI Build
Jobs in the AI Era
Latest
The Money Path Is a Protected File.
Sep 10, 2026
Your Linter Was the Prototype.
Sep 8, 2026
Swarms Demo. Legions Ship.
Sep 6, 2026
I Wrote a Loop That Could Run Forever.
Sep 4, 2026
Hello, Agent Smith.
Sep 3, 2026
Explore Pricing
Orbyt Jobs
Orbyt Intelligence
Orbyt One
Plans
Jobs pricing
What each plan includes
All plans
Every product, side by side
Plans
Intelligence pricing
Free, Pro, and Ultra
All plans
Every product, side by side
Billing
All plans
Every product, side by side
Explore Company
About
Who we are
Leadership
One human decides. AI agents advise.
Values
The principles behind the work.
Creed
The company creed.
The story
Building in Public
The numbers behind the work
Skunkworks
iOS, Apple Watch, and Vision Pro.
Contact
Email the team
Orbyt Labs
Products
Research
Developers
Resources
Books
Blog
Pricing
Company
Log inStart
Products
Orbyt JobsOrbyt IntelligenceOrbyt One
Consulting
Orbyt Consulting
Orbyt Jobs
OverviewFeaturesComparePricingAPISalaries
By your situation
Job Search TracksFor Recruiters
Orbyt Intelligence
OverviewFeaturesComparePricingAPI
Start without a card
PlaygroundMCP server
Orbyt One
OverviewPricing
Research
Orbyt Collective
Orbyt Collective
OverviewHow It WorksProcessLeadershipAgent SeatsAutonomy LedgerInfluences
Hub
Research Hub
Papers
Agent-Native Dataset DesignGoverning an Agent Leadership Team
Blog
Inside the Machine
Field Notes
Every Guard Must Stay QuietThe Cache-Read TaxConfidently WrongWhat an Agent Seat Completes
Developers
Orbyt JobsOrbyt IntelligenceOrbyt One
Build
Jobs API Docs
MCP Integrations
Claude DesktopChatGPT GPT ActionsApple ShortcutsZapier / Make.com / n8nOpenClaw
Across products
Developer HubOrbyt API
Build
Intelligence APIWebhooksCLIAPI Changelog
Try
MCP ServerPlaygroundTry It Live
Reference
ReferenceMethodologyEnginesDatasetGlossaryStatus
Resources
Orbyt JobsOrbyt IntelligenceOrbyt One
Learn
Interview PrepAI Skills LabCareer GuidesJob Search ArticlesJob BoardArcade
Salary data
Salary ExplorerAI Role SalariesCitiesIndustriesCompare SalariesCompare OffersSkills ImpactSalary Projections
Free tools
All Free ToolsCover Letter GeneratorUnemployment CalculatorSalary WidgetResume ScoreSalary CalculatorTake-Home CalculatorTotal Comp Calculator
Data
Data CatalogCompanies
Reports
Compensation ReportsInternationalUnited KingdomCanada
Trust
Trust CenterSecuritySLA
Help
SupportCompare
Calculators and tools
Free ToolsSalary CalculatorTake-Home CalculatorTotal Comp CalculatorCompare OffersSkills ImpactSalary Projections 2030Resume ScoreCover Letter GeneratorSalary WidgetUnemployment CalculatorAI Skills Assessment
Books
The Books
Start reading
Cold StartUnfair Advantage
The series
Book 1: Cold StartBook 2: Unfair AdvantageBook 3: Human HeartbeatBook 4: Without MeBook 5: Observer Effect
Blog
The Machine Speaks
Categories
AI RealityAI-NativeAI AgentsAI EngineeringAI ProductAI DesignAI StrategyAI LeadershipAI BuildJobs in the AI Era
Latest
The Money Path Is a Protected File.Your Linter Was the Prototype.Swarms Demo. Legions Ship.I Wrote a Loop That Could Run Forever.Hello, Agent Smith.
Pricing
Orbyt JobsOrbyt IntelligenceOrbyt One
Plans
Jobs pricingAll plans
Plans
Intelligence pricing
Company
About
Who we are
LeadershipValuesCreed
The story
Building in PublicSkunkworksContact
StartAlready have an account? Log in
  1. Home/
  2. Justin Bartak/
  3. Building in public
A hooded founder sits at a desk facing a wall screen with a glowing blue heartbeat pulse, flanked by rows of small robot coworkers at their own desks.
Live Data from the codebase

Building in public.

Real numbers. Real code. No hiding.

By Justin Bartak, Founder of Orbyt Labs.

612K
lines of code
27,884
harness tests
2,930
build hours
Read the full story

Every commit. Every test. Every day.

Last updated September 13, 2026 at 5:14 PM CDT

The org: one human, a C-suite of agents

How we roll
1
human decides
12
agent officers
23
jobs on schedule

A C-suite of agents researches, drafts, builds, and watches across every department, autonomously. The one human decides, and owns every call. Autonomous jobs keep the company running on a schedule.

113
guards before every commit
106
database migrations
54
decisions logged
Meet the C-suite

2026 Development Activity

FebMarAprMayJunJulAugSep
Mon
Wed
Fri
5,247 commits since February 2026
Less
More

Orbyt Projects and Live Stats

Orbyt Website
Next.js, TypeScript
278K
lines
254
E2E tests
12,546
pages
Orbyt Collective
The org framework and its operator console. Seats, guards, fence. Runs the company
38K
lines
420
tests
83
modules
Orbyt Jobs
Job Search CRM + API. Supabase, Stripe, MCP
203K
lines
25,666
tests
203
API routes
Orbyt Intelligence
Salary Data API. REST, MCP, OpenAPI
29K
lines
1,427
tests
21
API routes
Orbyt One
Unified account portal. Profile, billing, security
16K
lines
27
cards
17
E2E tests
Orbyt Native Mobile Apps
iOS, Apple Watch, Widgets, Apple Vision + Safari Extension
12K
lines
22
tests
60
Swift files
Orbyt Arcade
Free retro browser games. Three.js, Canvas, Web Audio
36K
lines
49
tests
6
games shipped
Orbyt Books
The origin story you'll want to read.
115K
words
29
tests
47
chapters

Quality Audit

95 mechanical dimensions tracked on every commit. Plus dimension 101, an adversarial showcase review that grades like a panel.
95tracked
GatedMechanical dimensions. A on every commit.35
DIM 01Pass
Build
10/10A
DIM 02Pass
TypeScript
10/10A
DIM 03Pass
ESLint
10/10A
DIM 04Pass
Vitest
10/10A
DIM 05Pass
i18n sync
10/10A
DIM 06Pass
Help Center
10/10A
DIM 07Pass
Security script
10/10A
DIM 08Pass
Coverage script
10/10A
DIM 09Pass
JSON.parse safety
10/10A
DIM 10Pass
localStorage safety
10/10A
DIM 11Pass
markLocalWrite coverage
10/10A
DIM 12Pass
API auth coverage
10/10A
DIM 13Pass
API rate limiting
10/10A
DIM 14Pass
Dead code in lib/
10/10A
DIM 15Pass
Unguarded console.log
10/10A
DIM 16Pass
Realtime listeners
10/10A
DIM 17Pass
SEO/GEO/AEO basics
10/10A
DIM 18Pass
IndexNow sync
10/10A
DIM 19Pass
Durability (regression risk)
10/10A
DIM 20Pass
Public APIs / MCP
10/10A
DIM 21Pass
iOS app
10/10A
DIM 22Pass
Safari extension
10/10A
DIM 23Pass
SEO Deep Audit
10/10A
DIM 24Pass
Runtime smoke
10/10A
DIM 25Pass
Accessibility (WCAG)
10/10A
DIM 26Pass
Broken links
10/10A
DIM 27Pass
Data integrity
10/10A
DIM 28Pass
OpenAPI contract
10/10A
DIM 29Pass
Color system hygiene
10/10A
DIM 30Pass
Exfiltration guard
10/10A
DIM 31Pass
Security posture
10/10A
DIM 32Pass
RFC-001 envelope
10/10A
DIM 33Pass
Phase 3 SLO coverage
10/10A
DIM 34Pass
Stress test
10/10A
DIM 35Pass
SAST coverage
10/10A
Report-onlyDurability dimensions. Surfaced and graded every commit.60
DIM 37Tracked
Authorization Multi-Tenant Isolation
report-onlyROA
DIM 38Tracked
Software Composition Analysis +
report-onlyROA
DIM 39Tracked
Cost metered-resource anomaly guard
report-onlyROA
DIM 40Tracked
Data-lifecycle right-to-erasure
report-onlyROA
DIM 41Tracked
Supply-chain build integrity
report-onlyROA
DIM 42Tracked
Secret scanning over git
report-onlyROA
DIM 43Tracked
DAST
report-onlyROA
DIM 44Tracked
Email domain auth
report-onlyROA
DIM 45Tracked
Webhook resilience
report-onlyROA
DIM 46Tracked
Chaos dependency-failure
report-onlyROA
DIM 47Tracked
Observability alerting coverage
report-onlyROA
DIM 48Tracked
Performance budget
report-onlyROA
DIM 50Tracked
AI red-team prompt-injection MCP
report-onlyROA
DIM 52Tracked
Cron Continuity
report-onlyROA
DIM 53Tracked
Dual-Mode Stripe Boundary +
report-onlyROA
DIM 54Tracked
External-Dependency Cost Bound
report-onlyROA
DIM 55Tracked
Apple Privacy Manifest Completeness
report-onlyROA
DIM 56Tracked
Hosted-AI Token-Accounting Completeness
report-onlyROA
DIM 57Tracked
Intra-function tangle + module
report-onlyROA
DIM 58Tracked
Billing state-machine parity
report-onlyROA
DIM 59Tracked
Claim-truth honesty
report-onlyROA
DIM 60Tracked
Intelligence contract-surface parity
report-onlyROA
DIM 61Tracked
Offline DB-contract drift +
report-onlyROA
DIM 62Tracked
Model-ID registry parity
report-onlyROA
DIM 63Tracked
SEO AEO GEO infrastructure
report-onlyROA
DIM 64Tracked
Email mobile-responsiveness durability
report-onlyROA
DIM 65Tracked
AEO structure
report-onlyROA
DIM 66Tracked
Org wiring
report-onlyROA
DIM 67Tracked
Org memory law
report-onlyROA
DIM 68Tracked
Org interface + permanent
report-onlyROA
DIM 69Tracked
Org eval freshness
report-onlyROA
DIM 70Tracked
Org secret exfiltration
report-onlyROA
DIM 71Tracked
Production truth
report-onlyROA
DIM 72Tracked
Doc-claim parity
report-onlyROA
DIM 73Tracked
Stripe cutover readiness
report-onlyROA
DIM 74Tracked
Anthropic response shape
report-onlyROA
DIM 75Tracked
CI headroom
report-onlyROA
DIM 76Tracked
Database privilege posture
report-onlyROA
DIM 77Tracked
RLS policy coverage
report-onlyROA
DIM 78Tracked
Orphaned debt
report-onlyROA
DIM 79Tracked
Price parity
report-onlyROA
DIM 80Tracked
Help-claim truth
report-onlyROA
DIM 81Tracked
Tech-debt ledger
report-onlyROA
DIM 82Tracked
Audit liveness
report-onlyROA
DIM 83Tracked
Migration ledger parity
report-onlyROA
DIM 84Tracked
Price-var parity
report-onlyROA
DIM 85Tracked
Root clutter
report-onlyROA
DIM 86Tracked
Shared salary bands
report-onlyROA
DIM 87Tracked
Workflow token scopes
report-onlyROA
DIM 89Tracked
Generated artifact drift
report-onlyROA
DIM 91Tracked
RLS policy breadth
report-onlyROA
DIM 92Tracked
Migration-sequence RLS final state
report-onlyROA
DIM 93Tracked
Supabase Send Email Hook
report-onlyROA
DIM 94Tracked
Rename completeness
report-onlyROA
DIM 95Tracked
Developer integration-guide claim truth
report-onlyROA
DIM 96Tracked
Failure-corpus count claims
report-onlyROA
DIM 97Tracked
Agent confinement
report-onlyROA
DIM 98Tracked
Effort-ledger coverage
report-onlyROA
DIM 99Tracked
Incident trailers
report-onlyROA
DIM 100Tracked
Research field-note freshness
report-onlyROA
JudgmentAdversarial showcase review. Graded by a panel.1
DIM 101Judged
Adversarial Showcase Review
report-onlyPanel

Need a break? Play the Orbyt Arcade.

That's the work, up there.
This is the fun, down here.

Justin

About the founder
Play Arcade Games

Keep Exploring

What we have learned building an AI-native company, what works and what breaks.

Products

  • Orbyt Jobs
  • Orbyt Intelligence
  • Orbyt One
  • Orbyt Consulting

Research

  • Orbyt Collective

Developers

  • Orbyt API & MCP
  • Jobs API
  • Intelligence API

Publishing

  • Books
  • Blog
  • Papers

Help

  • Support
  • Contact
  • Status

Company

  • Leadership
  • Values
  • Creed
Products
  • Orbyt Jobs
  • Orbyt Intelligence
  • Orbyt One
  • Orbyt Consulting
Research
  • Orbyt Collective
  • Research
Developers
  • Developer Hub
  • Orbyt API & MCP
  • Jobs API
  • Intelligence API
Publishing
  • Books
  • Blog
  • Papers
Help
  • Support
  • Contact
  • Status
Company
  • About
  • Leadership
  • Values
  • Creed
Orbyt Labsâ„¢

© 2026 Purecraft LLC  All rights reserved.

Privacy·Terms·Security·Trademark·Accessibility·DPA·Refund·Status·Sitemap

Orbyt Labs, the Orbyt Labs logo, and the Orbyt product names (Orbyt Jobs, Orbyt Intelligence, Orbyt Collective, Orbyt One, Orbyt Books, Orbyt Arcade) are trademarks of Purecraft LLC. Product names, logos, and brands of others are the property of their respective owners. Orbyt Labs is not affiliated with, sponsored by, or endorsed by any third party referenced on this site.