# Summary: "Harness Engineering — Leveraging Codex in an Agent-First World" Source: https:…

# API Endpoint Structure Guide ## Overview This document outlines the API endpoint structure for the Qwestly platform, following RESTful principles while implementing smart path inference for user-c

…app reason to centralize it here. --- **Document owner:** Engineering **Last updated:** May 1, 2026

# API Request Client Documentation This is a TypeScript utility that provides a clean, type-safe interface for making HTTP requests to your API endpoints. It includes built-in error handling, respons

# API Routes Guide NextJS provides a flexible way to create API endpoints using the App Router through route handlers. These are defined in your `app/api` directory and allow you to create serverless

…eate an issue in the qwestly-docs repository or contact the engineering team.

# Code Organizational - /lib vs /services This document outlines the architectural patterns and organizational structure for the Qwestly codebase, with particular emphasis on the distinction between

# Git Hooks Auto-Install With npm `prepare` This guide shows a general pattern for auto-installing Git hooks when developers run `npm install`. ## Why this works - Git hooks run automatically on Gi

# Engineering Documentation Welcome to Qwestly's engineering documentati…

# LinkedIn Profile API We use the [FreshData Web Scraping API](https://rapidapi.com/freshdata-freshdata-default/api/web-scraping-api2) from RapidAPI to scrape LinkedIn profile data. This is the backe

# LinkedIn Profile Scraper The LinkedIn Profile Scraper is a Chrome extension that extracts structured profile data from LinkedIn profiles and saves it directly to Qwestly's candidate database. ## O

…otherwise consider `api-python`. --- **Document owner:** Engineering **Last updated:** May 1, 2026

…. Check the component-specific documentation 2. Contact the engineering team via Slack

…hensive reference for Qwestly's log shipping system (user & engineering) --- ## System Overview The Qwestly Log Shipping System…

…entation at `/docs` 2. Review this documentation or contact engineering for help 3. Test endpoints with curl or Postman 4. Contact…

…oard-related issues: 1. Check this documentation or contact engineering for help 2. Review browser console for error messages 3. Te…

# Vercel Log Drain Engineering Documentation ## Overview This document describes the engi…

# Engineering Onboarding Guide Welcome to Qwestly! This guide will help…

…t of scope. - **Requirements** — product expectations and engineering constraints (APIs, performance, security, rollout). -…

# Server-Side Data Fetching with Client-Side Interactions Pattern ## Overview This pattern separates server-side data fetching from client-side interactions by using a `page.tsx` file for server-sid

…reative technologist with background in UX design and SW+HW engineering. My specialty is in concept ideation, prototyping, research…

…ollowing fields: - `preferred_functions` — checkbox grid (Engineering, Product, Design, Data, Marketing, Sales, Finance, Operatio…

…Recruiters can now filter candidates by: - **Function** (Engineering, Product, Design, etc.) - **Level** (Senior, Staff, Prin…

…preferred_functions` | `string[]` | Functional areas (e.g. "Engineering", "Product") | | `preferred_levels` | `('senior' \| 'staff'…

…ill make or break your agentic system in production: prompt engineering, cost control, security, and production observability. ---…

…LP is less natural | | Edge runtime deployment | Smaller AI engineering talent pool | ### Verdict **Go Python.** The ecosystem ad…

…stly, where I │ │ │ │ lead the engineering org │ │ │ │ building AI-powered…

…h, OpenAI SDK. | | [Bonus Topics](bonus-topics.md) | Prompt engineering for agents (system prompt structure, tool descriptions, cha…

…companies, schools, or titles ("Adobe", "Stanford", "VP of Engineering") — keyword signals are strong. - Searching user notes with…

…until contradicted) | | **goal** | "User is targeting VP of Engineering roles at Series B companies (50-200 people)." | Medium (unt…

…e:** Cohen Russell - **Position:** Intern - **Department:** Engineering/Development - **Employee Type:** [X] Intern - **Last Day of…

…n Russell - **Position:** Hourly Employee - **Department:** Engineering/Development - **Employee Type:** - [X] Part-time - [ ]…

…3. Role-Specific Access: 1. Production system access (engineering roles only) 2. AWS console access (senior engineering…

…sions * Media and regulatory communication if required **Engineering Team:** * Execute technical recovery procedures under CTO…

…tes penetration testing schedules and results sharing ## **Engineering & Operations** ### **Application/System Owners (Engineerin…

…approval, resource allocation, customer communication * **Engineering team**: Implement security controls, maintain systems ## *…

…ncident response and recovery ### **Operational Teams** **Engineering Team:** * **Operational Risk Identification:** Daily ident…

…Chief Executive Officer * **Technical Review Authority:** Engineering Leadership Team * **Business Review Authority:** Executiv…

…ing. | | Structured Layer | Token-level Embeddings, Feature Engineering | Extracts and analyzes specific, interpretable attributes…

…s). | | `job_family` | No | — | Filter by job family, e.g. `engineering`, `design`, `product`, `other`. | | `location_type` | No |…

…ly` | Can infer from title if clear ("Software Engineer" → "engineering"). Use "other" if ambiguous. | "Senior Engineer" → "enginee…

…rough Vanta. Negotiated from $12K→$8K/mo→$7K/yr. - **Prompt engineering** — Built system instructions, testing UAT flows - **Market…

…lue and practical experience in: * Software development and engineering practices * Startup operations and technology industry expo…

…tudy LangChain patterns in our codebase - Understand prompt engineering and AI workflows - Learn about document chunking and embedd…

# Cohen Russell - Summer Backend Engineering Internship ## **Welcome to Qwestly!** This 5-week program…

…e:** Cohen Russell - **Position:** Intern - **Department:** Engineering/Development - **Employee Type:** [X] Intern - **Last Day of…

…n Russell - **Position:** Hourly Employee - **Department:** Engineering/Development - **Employee Type:** - [X] Part-time - [ ]…

…thinking over implementation details - Pushed back on over-engineering (thin proxies becoming API routes, specific logic in abstra…

…aft) - Worked primarily with resource-constrained, junior engineering teams - May not have experience with more complex technic…

…Communicate technical concepts clearly - Partner with engineering on product decisions ### 2\. Growth Mindset & Adaptability…

…ence Locations ### 1. Technical Documentation ``` 📁 /docs/Engineering/log-shipping-implementation.md ↳ Complete technical spec…

…)** | None | Read-Only | Read-Only | Read-Only | Full | | **Engineering** | None | None | Read-Only | Limited | Read-Only | | **Ext…

…s - **CEO (Adam Boender):** Read-only access to reports - **Engineering Team:** Limited access via API endpoints - **External Audit…

….md) for the full convention. ## Related docs elsewhere - Engineering: `../Engineering/log-shipping-implementation.md` - CI/CD: `…

…iewer Wants The deepest question in the problem is about **engineering taste: where do you put the complexity?** | Complexity goe…

…and when ensembles outperform single models. 8. **Feature engineering** Create useful signal from raw data and justify transforma…

…sản phẩm - marketing - tiếp thị - design - thiết kế - engineering - kỹ thuật / kỹ sư - technology - công nghệ - CTO - giám…

…ement by a group of individuals or organizations * Solar geoengineering * Stochasticity. Randomly determined, random probability di…

# Qwestly Engineering Learning Series ## AI-Powered Code Editing, Agents, and Cus…

…ncepts 2. Structured Layer (Token-level embeddings, feature engineering) * Extracts interpretable attributes: skill proficienc…