# Orbyt > Orbyt Labs is an organization run by AI agents under recorded human commands. It publishes records of its work. Its products include Orbyt Jobs, an application tracking CRM with AI resume tailoring, ATS resume scoring, and interview prep for 723 companies listed in the [coverage index](https://www.orbytlabs.ai/interview-coverage.json). The salary data API covers 3,445 US roles across 81 cities, listed in the Roles and Cities tables in the [full snapshot](https://www.orbytlabs.ai/llms-full.txt), plus UK and Canada coverage. Public content and aggregate salary data are CC BY 4.0 with attribution. ## The organization - [Governing an Agent Leadership Team](https://www.orbytlabs.ai/research/agent-leadership-governance): the governance paper. DOI: 10.5281/zenodo.22683647. - [Command record](https://www.orbytlabs.ai/orbyt-collective/command-record): states include requested, committed, effective and observed. - [Command record schema](https://www.orbytlabs.ai/specs/command-record-v1/schema.json): record format in JSON Schema. - [Documented failure](https://www.orbytlabs.ai/orbyt-collective/failures/75). - [Recorded halt](https://www.orbytlabs.ai/orbyt-collective/halts/innovation-2026-09-11). - [Orbyt Collective](https://www.orbytlabs.ai/orbyt-collective): the agent organization. - Topics: [All topics](https://www.orbytlabs.ai/blog/topics), [Agent Organizations](https://www.orbytlabs.ai/blog/topic/agent-organizations), [Verification](https://www.orbytlabs.ai/blog/topic/verification), [AI Governance](https://www.orbytlabs.ai/blog/topic/ai-governance), [Human Oversight](https://www.orbytlabs.ai/blog/topic/human-oversight). This is the short index for LLM crawlers. For the full programmatic snapshot of every role, city, hub, comparison, and URL pattern, see the Full snapshot section at the end. ## Primary surfaces - [Compare Hub](https://www.orbytlabs.ai/compare): side-by-side comparisons of Orbyt versus other job-search tools. - [AI Salary Hubs](https://www.orbytlabs.ai/orbyt-jobs/salaries/hubs): salary hubs grouped by role family. - [Salary Explorer](https://www.orbytlabs.ai/orbyt-jobs/salaries): search salary data by role and city. - [Free Tools Hub](https://www.orbytlabs.ai/orbyt-jobs/free-tools): free calculators and assessments, no signup. - [Job Search Hub](https://www.orbytlabs.ai/orbyt-jobs/job-search): the job-search product overview. - [Career Guides](https://www.orbytlabs.ai/orbyt-jobs/career-guides): long-form guides for each stage of the search. - [AI Skills Lab](https://www.orbytlabs.ai/orbyt-jobs/ai-skills): field notes on AI tools for job seekers and builders. - [Developer Hub](https://www.orbytlabs.ai/developers): APIs, SDKs, and integration docs. - [Orbyt API docs](https://www.orbytlabs.ai/developers/orbyt-api): the Jobs product API. - [Intelligence API docs](https://www.orbytlabs.ai/orbyt-intelligence/api-docs): the salary intelligence API. - [Support](https://www.orbytlabs.ai/support): help center and contact. - [Orbyt Consulting](https://www.orbytlabs.ai/consulting): the founder drops in on one workflow, pilot, or decision. Take the complexity out, put agents in, make it catch its own failures. The first engagement is The Walk. - [Glossary](https://www.orbytlabs.ai/glossary): each Orbyt glossary in one place, with what it covers and its term count. - [Job Search Glossary](https://www.orbytlabs.ai/orbyt-jobs/glossary): defined job-search terms. - [Intelligence Glossary](https://www.orbytlabs.ai/orbyt-intelligence/glossary): defined salary-intelligence terms. - [Developer Glossary](https://www.orbytlabs.ai/developers/glossary): defined API terms. - [AI Glossary](https://www.orbytlabs.ai/orbyt-collective/glossary): defined AI terms and Orbyt Collective terms. ## Job search by situation Orbyt Jobs, written for a specific moment in a career rather than for a generic job seeker. Each page covers the pressures of that situation and the parts of the product built for it. - [Job Search Hub](https://www.orbytlabs.ai/orbyt-jobs/job-search): all fifteen situations in one place. - [Career Changers](https://www.orbytlabs.ai/orbyt-jobs/job-search/career-changers): job search for career changers. - [Burned-Out Job Seekers](https://www.orbytlabs.ai/orbyt-jobs/job-search/burned-out): job search for burned-out job seekers. - [Recently Laid Off](https://www.orbytlabs.ai/orbyt-jobs/job-search/laid-off): job search for recently laid off. - [Executives](https://www.orbytlabs.ai/orbyt-jobs/job-search/senior-professionals): job search for executives. - [Remote Job Seekers](https://www.orbytlabs.ai/orbyt-jobs/job-search/remote-workers): job search for remote job seekers. - [New Graduates](https://www.orbytlabs.ai/orbyt-jobs/job-search/new-graduates): job search for new graduates. - [After the Cuts](https://www.orbytlabs.ai/orbyt-jobs/job-search/tech-workers): job search for after the cuts. - [Seasoned](https://www.orbytlabs.ai/orbyt-jobs/job-search/over-40): job search for seasoned. - [Veterans](https://www.orbytlabs.ai/orbyt-jobs/job-search/veterans): job search for veterans. - [Returning Parents](https://www.orbytlabs.ai/orbyt-jobs/job-search/returning-parents): job search for returning parents. - [Visa Holders](https://www.orbytlabs.ai/orbyt-jobs/job-search/visa-holders): job search for visa holders. - [Teachers](https://www.orbytlabs.ai/orbyt-jobs/job-search/teachers): job search for teachers. - [Replaced by AI](https://www.orbytlabs.ai/orbyt-jobs/job-search/ai-displaced): job search for replaced by ai. - [Healthcare Workers](https://www.orbytlabs.ai/orbyt-jobs/job-search/healthcare-workers): job search for healthcare workers. - [Sales Professionals](https://www.orbytlabs.ai/orbyt-jobs/job-search/sales): job search for sales professionals. ## Career guides Twelve long-form career guides, one per stage or crisis point of a modern job search. Each carries a table of contents, a TL;DR of quotable facts, FAQ answers written to stand alone, and links to the deeper playbooks it curates. All free to read, no signup. - Career Guides Hub (all twelve in one place): https://www.orbytlabs.ai/orbyt-jobs/career-guides - The Complete Job Search Guide (everything you need to land your next role. From organizing your pipeline to negotiating your offer): https://www.orbytlabs.ai/orbyt-jobs/career-guides/job-search - Interview Preparation Guide (how to research companies, practice questions, and walk into every interview with confidence): https://www.orbytlabs.ai/orbyt-jobs/career-guides/interview-prep - Resume Optimization Guide (how to build, tailor, and optimize your resume for ATS systems and human reviewers): https://www.orbytlabs.ai/orbyt-jobs/career-guides/resume - Severance & Layoff Guide (the moment you were never supposed to need): https://www.orbytlabs.ai/orbyt-jobs/career-guides/severance - The Layoff Playbook (what to say. What to ask. What to sign zero of. The tactical playbook for the meeting that just blindsided you. Three sentences in the room): https://www.orbytlabs.ai/orbyt-jobs/career-guides/layoff-playbook - Your First Job After College (2026 is the worst entry-level market in a generation. Ghost jobs. AI résumé screening. 500 applications for zero interviews): https://www.orbytlabs.ai/orbyt-jobs/career-guides/gen-z-first-job - The Eight-Minute Interview (when they fly you out and can't spare eight minutes, that's the answer): https://www.orbytlabs.ai/orbyt-jobs/career-guides/eight-minute-interview - The Job Offer Guide (the offer is the leverage peak of your entire search. Evaluate the letter, run the total comp math, model the equity, and counter once with data): https://www.orbytlabs.ai/orbyt-jobs/career-guides/job-offer - How to Get a Job After a Layoff (you did not fail. The role got cut): https://www.orbytlabs.ai/orbyt-jobs/career-guides/job-after-layoff - Red Flags After the Offer (the offer is not the finish line. It is where a company stops selling and shows you who it is): https://www.orbytlabs.ai/orbyt-jobs/career-guides/vetting-an-employer-after-the-offer - How to Negotiate Salary (the tactical salary-negotiation playbook, with estimated pay ranges for 3,445 roles as your starting anchor): https://www.orbytlabs.ai/orbyt-jobs/career-guides/salary-negotiation - The Technical Interview Guide (live coding, take-home assignments, system design, and case-study interviews, explained one format at a time): https://www.orbytlabs.ai/orbyt-jobs/career-guides/technical-interview ## AI Skills Lab Field notes on working with AI: 25 guides on using AI at work and in a job search, spanning role-specific playbooks for engineering, product, marketing, finance, sales and healthcare, interview preparation, and career strategy. Each carries a publication date, a last-updated date, a difficulty and a reading time. All free to read, no signup. - AI Skills Lab hub (every guide, newest first): https://www.orbytlabs.ai/orbyt-jobs/ai-skills - AI Skills Assessment (free, three minutes, three tiers and a learning path): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/assessment - AI for Healthcare Professionals: What You Need to Know (Role-Specific): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-for-healthcare - AI for Sales: The Workflows, and What They're Actually Worth (Role-Specific): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-for-sales - How to Pivot Into AI From Any Career Background (Career Strategy): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/pivot-into-ai - 7 AI Job Search Mistakes That Get You Rejected (and the Prompts That Fix Them) (Power User): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-job-search-mistakes - Claude Fable 5 Shipped. Here's What Changes in Claude Code. (Power User): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/claude-code-fable-5 - The AI-Native Stack: Why React and Next.js Compound While Others Stall (Power User): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-native-stack-compounds-or-stalls - Claude Opus 4.7 Just Shipped. Here's the Read. (Power User): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/claude-opus-4-7-shipped - Claude vs ChatGPT vs Gemini for Job Seekers: Which $20/Month Is Actually Worth It in 2026? (Power User): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/claude-vs-chatgpt-vs-gemini-for-job-seekers - State of AI Hiring: March 2026 (Career Strategy): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/state-of-ai-hiring-march-2026 - The AI Skills That Actually Matter for Getting Hired in 2026 (Foundations): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-skills-that-matter - How to Talk About AI in Interviews When You're Not Technical (Foundations): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/talk-about-ai-in-interviews - Building Your First AI Portfolio Project in a Weekend (Foundations): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/build-ai-portfolio - Which AI Certifications Are Actually Worth Getting in 2026 (Foundations): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-certifications-worth-getting - AI for Product Managers: What You Need to Know (Role-Specific): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-for-product-managers - AI for Marketers: Tools and Workflows That Save 10 Hours a Week (Role-Specific): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-for-marketers - AI for Engineers: From Copilot to Building AI Features (Role-Specific): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-for-engineers - AI for Finance Professionals: Automation and Analysis (Role-Specific): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-for-finance - AI Questions Hiring Managers Actually Ask (With Answers) (Interview Edge): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-interview-questions - How to Demo AI Skills in a Take Home Assignment (Interview Edge): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/demo-ai-skills-take-home - Prompt Engineering Skills That Make You Stand Out in Interviews (Interview Edge): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/prompt-engineering-interviews - 10 AI Workflows That Make Job Searching 3x Faster (Power User): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-job-search-workflows - How to Reverse Engineer Any Job Description With AI in 5 Minutes (Power User): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/reverse-engineer-job-description - The Resume Trick That Beats ATS Systems Using AI (Power User): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/resume-trick-ats-ai - How to Use AI to Research Any Company Before an Interview (Power User): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/ai-company-research - The AI Roles That Didn't Exist 12 Months Ago and How to Land Them (Career Strategy): https://www.orbytlabs.ai/orbyt-jobs/ai-skills/new-ai-roles ## The Machine Speaks, the Orbyt publication Justin Bartak's writing on AI native building, agent organizations, product design, engineering and the job search. Every article is canonical to Orbyt, carries a publication date and a last updated date, and states how to cite it on the page. The full snapshot at the end lists every article with its own summary. - [The Machine Speaks](https://www.orbytlabs.ai/blog): the publication, newest first. - [AI-Native](https://www.orbytlabs.ai/blog/pillar/ai): how the models behave and what changes when a new one ships. - [AI Agents](https://www.orbytlabs.ai/blog/pillar/agents): long horizon agents, how they are run, fenced and verified. - [AI Engineering](https://www.orbytlabs.ai/blog/pillar/engineering): building software with AI in the loop. - [AI Product](https://www.orbytlabs.ai/blog/pillar/product): product decisions in an AI native company. - [AI Design](https://www.orbytlabs.ai/blog/pillar/design): design as strategy rather than decoration. - [AI Strategy](https://www.orbytlabs.ai/blog/pillar/strategy): what AI changes about defensibility and speed. - [AI Leadership](https://www.orbytlabs.ai/blog/pillar/leadership): running a company where agents do the work. - [AI Build](https://www.orbytlabs.ai/blog/pillar/build): everything Orbyt built, one article per thing, from the 32 day series to every product, tool, game and page since. - [Job Search Articles](https://www.orbytlabs.ai/orbyt-jobs/job-search-articles): the job search itself, for people doing one now. ## Free arcade games Five free, no-signup retro browser games, one per stage of the broken hiring funnel. The jokes aim at the system, never the job seeker; you play the Claude mascot. - [Orbyt Arcade hub](https://www.orbytlabs.ai/orbyt-jobs/arcade): the games hub. - [Resume Invaders](https://www.orbytlabs.ai/orbyt-jobs/arcade/resume-invaders): fire resumes at the ATS and ghosting recruiters. - [Ghosted](https://www.orbytlabs.ai/orbyt-jobs/arcade/ghosted): out-run the recruiters who never wrote back. - [The Climb](https://www.orbytlabs.ai/orbyt-jobs/arcade/the-climb): scale the career ladder to the offer. - [The Offer](https://www.orbytlabs.ai/orbyt-jobs/arcade/the-offer): climb out of the hiring stack, then negotiate your number. - [Application Runner](https://www.orbytlabs.ai/orbyt-jobs/arcade/application-runner): hop your application across the hiring funnel to the offer. ## Developer integration guides Step-by-step guides for connecting Orbyt to a specific tool. Each carries an at-a-glance fact table, a verified configuration, and a Common questions section. Two different machine surfaces are covered and they are not interchangeable: the Orbyt Jobs pipeline is REST with an ext_ bearer token and requires the Ultra plan, while Orbyt Intelligence salary data is a real MCP server requiring an intelligence_ key on Pro or higher. - [Claude Desktop Integration Guide](https://www.orbytlabs.ai/developers/claude-desktop): Connect Claude Desktop to Orbyt Intelligence over MCP. The working config, the Pro plan requirement, what the Jobs pipeline can and cannot do, and the honest history of the handshake bug we fixed. Verified June 2026. Tag: MCP. 6 min read. Updated 2026-08-31. - [ChatGPT GPT Actions Integration Guide](https://www.orbytlabs.ai/developers/chatgpt): Import the Orbyt GPT Actions spec to build a Custom GPT. Your GPT can read your pipeline, log activities, and help you prepare for interviews using your real data. Tag: OpenAPI. 6 min read. Updated 2026-08-31. - [Apple Shortcuts Integration Guide](https://www.orbytlabs.ai/developers/apple-shortcuts): Use the "Get Contents of URL" action with Bearer auth. Build morning briefings, quick-add workflows, and Siri commands that talk to your pipeline. Tag: REST. 5 min read. Updated 2026-08-31. - [Zapier / Make.com / n8n Integration Guide](https://www.orbytlabs.ai/developers/zapier): Register webhooks via the API and trigger Zaps or scenarios. Get Slack alerts on offers, auto-log interview notes, or sync new jobs to Notion. Tag: Webhooks. 8 min read. Updated 2026-08-31. - [OpenClaw Integration Guide](https://www.orbytlabs.ai/developers/openclaw): Connect Orbyt to OpenClaw for AI-powered job search assistance. OpenClaw reads Orbyt's REST tool manifest, so setup takes under a minute. Tag: MCP. 4 min read. Updated 2026-08-31. ## Public APIs (CC BY 4.0, attribution required) - [Compare Hub JSON](https://www.orbytlabs.ai/api/v1/compare): machine-readable compare data. - [AI Salary Hub JSON](https://www.orbytlabs.ai/api/v1/intelligence/salaries/hubs/{hub-slug}): per-hub salary data. - [Orbyt API OpenAPI spec](https://www.orbytlabs.ai/openapi.yaml): the Jobs API contract. - [Orbyt Intelligence OpenAPI spec](https://www.orbytlabs.ai/openapi-intelligence.yaml): the Intelligence API contract. - [MCP manifest (Orbyt API)](https://www.orbytlabs.ai/mcp.json): MCP tool manifest for the Jobs API. - [MCP manifest (Intelligence)](https://www.orbytlabs.ai/mcp-intelligence.json): MCP tool manifest for Intelligence. - [Title-to-SOC Crosswalk JSON](https://www.orbytlabs.ai/title-soc-crosswalk.json): 3,445 job titles mapped to BLS SOC occupation codes, with published BLS national medians from the two most recent OES releases (CC BY 4.0, attribution required). Rendered at https://www.orbytlabs.ai/orbyt-jobs/salaries#title-soc-crosswalk. - [Career Guides Index JSON](https://www.orbytlabs.ai/guides-index.json): every Orbyt career guide with its sections, the questions it answers, and the steps it publishes (CC BY 4.0, attribution required). Rendered at https://www.orbytlabs.ai/orbyt-jobs/career-guides#guides-index. - [Interview Prep Coverage Index JSON](https://www.orbytlabs.ai/interview-coverage.json): 723 companies with composed interview question coverage, industries, and per-company prep guide URLs (CC BY 4.0, attribution required). Rendered at https://www.orbytlabs.ai/orbyt-jobs/interview-prep#interview-coverage. - [Company Salary Index JSON](https://www.orbytlabs.ai/company-salary-index.json): every company on Orbyt's salary pages, including Fortune 500 employers, with industry, the occupations each is known to hire, and the published BLS national median for each occupation from the two most recent OEWS releases. Occupation-level government cells, never company-reported pay, and no modeled number ships in the file (CC BY 4.0, attribution required). Rendered at https://www.orbytlabs.ai/orbyt-jobs/salaries/companies#company-salary-index. - [Career and Salary Glossary JSON](https://www.orbytlabs.ai/glossary-terms.json): every defined term across the three Orbyt glossaries, original editorial definitions with categories (CC BY 4.0, attribution required). Rendered at https://www.orbytlabs.ai/orbyt-jobs/glossary#glossary-dataset. - [Orbyt Book Production Ledger JSON](https://www.orbytlabs.ai/book-production-ledger.json): production measurements of Orbyt's AI-coauthored book series, manuscript sizes, chapter counts, drafted editions, and raw build-log aggregates (CC BY 4.0, attribution required). - [The Machine Speaks Claim Ledger JSON](https://www.orbytlabs.ai/ground-control-claims.json): every question The Machine Speaks answers as an atomic claim, with who wrote each answer and, for every machine-written one, the exact verbatim passage from the article that supports it (CC BY 4.0, attribution required). Declared as a Dataset on https://www.orbytlabs.ai/blog. - [Job Search Situation Index](https://www.orbytlabs.ai/job-search-situation-index.json): the 15 job-search situations Orbyt publishes pages for, each with its URL, the pressures it names and the exact questions it answers. CC BY 4.0. ## Intelligence engines Six engines are designed; TWO serve data today (Role Taxonomy, Skill Premiums). Skill Half-Life, Comp by Stage, Company Signals and Hiring Velocity hold zero records in production. Each deep-dive explains what the engine measures, how it is built, and its honest limitations. - [Engines hub](https://www.orbytlabs.ai/orbyt-intelligence/engines): how the six engines fit together, and which two currently serve data. - [AI Role Taxonomy Engine](https://www.orbytlabs.ai/orbyt-intelligence/engines/ai-role-taxonomy): canonical AI role catalog with BLS SOC mapping. ## International coverage - [International hub](https://www.orbytlabs.ai/orbyt-intelligence/international): US, UK, and Canada under one API contract. - [United Kingdom](https://www.orbytlabs.ai/orbyt-intelligence/united-kingdom): national AI salary data from ONS ASHE. - [Canada](https://www.orbytlabs.ai/orbyt-intelligence/canada): city-level AI salary data from ESDC Open Government wages. ## Orbyt Collective The agent leadership team that runs Orbyt: officers with written charters, a decision log, a promotion ladder, an inspector general and a kill switch, with one human in the loop. It runs at Orbyt today, is not for sale, and is being separated into something another company could adopt. - [Orbyt Collective](https://www.orbytlabs.ai/orbyt-collective): what the collective is, what runs today, and the dated claim behind it. - [Process](https://www.orbytlabs.ai/orbyt-collective/process): how work moves through an agent organization, and every place it can be refused. Includes the Orbyt Decision Ledger, every governance decision numbered and dated. Raw JSON: https://www.orbytlabs.ai/decision-ledger.json (CC BY 4.0, attribution required). - [Leadership](https://www.orbytlabs.ai/orbyt-collective/leadership): what an agent seat is made of, and the default set that runs Orbyt. - [The minds we build like](https://www.orbytlabs.ai/orbyt-collective/influences): the published work the company holds itself against. Influences, not affiliations. - [The Orbyt Seat Board](https://www.orbytlabs.ai/orbyt-collective/seats): every agent seat in the org registry, joined to whether it was ever instrumented, its standing under the deterministic performance ladder, and, for the seats where one has been curated, the numbered human decision that created or wound it up. Raw JSON: https://www.orbytlabs.ai/seat-board.json (CC BY 4.0, attribution required). - [The Orbyt Autonomy Ledger](https://www.orbytlabs.ai/orbyt-collective/autonomy-ledger): the agent org's published run record: completions, failures, out-of-lane discards, frozen baseline. Raw JSON: https://www.orbytlabs.ai/autonomy-ledger.json (CC BY 4.0, attribution required). - [The Orbyt Daily Pulse](https://www.orbytlabs.ai/orbyt-collective/pulse): the agent org's daily self-check, derived mechanically with no model in the loop: each monitored axis with a verdict (observed and clean, red, or NOT OBSERVED, never clean when it could not look), the red items by public name, and the rollout ladder's criteria as its evaluator last scored them. Raw JSON: https://www.orbytlabs.ai/pulse.json (CC BY 4.0, attribution required). - [The Orbyt CEO Briefing Header](https://www.orbytlabs.ai/orbyt-collective/pulse#briefing): the header of the weekly briefing the Chief of Staff seat writes to the CEO, who it is from and for, the period and the date, the count of decisions awaiting the CEO, the departments that proposed a lesson, and each department's last report date, days since, and a one-word verdict from a closed vocabulary. The briefing body stays private. Raw JSON: https://www.orbytlabs.ai/briefing.json (CC BY 4.0, attribution required). - [How it works](https://www.orbytlabs.ai/orbyt-collective/how-it-works): the versioned canonical reference for how an AI agent leadership team runs a company: the seats, the run loop, the gates, the brakes, the reviews, the vocabulary, and what the one human alone decides. Includes the Orbyt Failure Corpus, every documented failure mode with its countermeasure. Raw JSON: https://www.orbytlabs.ai/failure-corpus.json (CC BY 4.0, attribution required). - [AI Glossary](https://www.orbytlabs.ai/orbyt-collective/glossary): plain definitions of the AI terms people meet today and of the words Orbyt Collective uses in its own sense; each fact beyond common usage links its source, and each Orbyt Collective term links the page that defines it. - [Inside the Machine](https://www.orbytlabs.ai/orbyt-collective/articles): the curated reading order through the articles about Orbyt Collective: explainers of the system, lessons from operating it, and essays on the company thesis. Editorial, with the research linked beside it. ## Skunkworks Orbyt Labs' lab for unreleased work, published while it is still unreleased. Six projects, none of them shipped to customers, each carrying its own status. - [Skunkworks](https://www.orbytlabs.ai/skunkworks): every unreleased project and its status. Orbyt Collective, the agent leadership team that runs the company today, plus a Safari extension, a native iOS app, home screen widgets, an Apple Watch app, and an Apple Vision Pro pipeline. The shipped list is published and currently empty. ## Methodology and trust signals - [Methodology](https://www.orbytlabs.ai/orbyt-intelligence/methodology): how the salary data is built. - [International methodology](https://www.orbytlabs.ai/orbyt-intelligence/methodology/international): Tier 1 sources, reconciliation, FX handling. - [Dataset catalog](https://www.orbytlabs.ai/orbyt-intelligence/dataset): the citable dataset entity, DOI, and downloads. - [Salary data changelog](https://www.orbytlabs.ai/orbyt-intelligence/changelog): dataset release history. - [Reports methodology](https://www.orbytlabs.ai/orbyt-intelligence/reports/methodology): how the published reports are computed. ## Citation Please cite as: Orbyt Intelligence, Q2 2024 (BLS OES May 2024 release) (https://www.orbytlabs.ai/orbyt-intelligence). ## Full snapshot - [Full snapshot (llms-full.txt)](https://www.orbytlabs.ai/llms-full.txt): the full programmatic listing of all roles, cities, hubs, comparisons, and URL patterns. - [Top roles quick reference (llms-roles.txt)](https://www.orbytlabs.ai/llms-roles.txt): the top 50 roles with headline salary numbers.