# AGENTS.md — SOC2 Compliance Documentation ## Context This direct…

…ts, CI, docs, observability, tooling — was written by Codex agents, not humans. The practice of designing the environment agen…

…YSTEM_PROMPT`) Current flow description (lines 220-226 of `agents/prompts.py`): ``` 1. Introduce yourself briefly 2. Ask for…

…nly a ~20-line subclass — no existing code is touched. ``` agents/ ├── prompts.py ← ORCHESTRATOR_SYSTEM_PROMPT…

…ser request, figures out intent, and dispatches work to sub-agents or tool calls. No framework-specific opinions here — just t…

…roduction observability. --- ## 1. Prompt Engineering for Agents This is the single most important skill in building agenti…

…s** | 10 | 100 (soft) | Custom | **The hard constraint for agents is function timeout.** An agent loop with 2-3 tool calls a…

…e-playing, task delegation | Low | High | ⭐⭐⭐⭐ | | **OpenAI Agents SDK** | Python | Single-agent tool-use, simplicity | Low |…

…s `interrupt_before` pattern: ```python graph = StateGraph(AgentState) graph.add_node("call_llm", ...) graph.add_node("execut…

…tic frameworks in 2026 — LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Pydantic AI, Semantic Kernel, Dify, and more. Trade-of…

…t-side. ### 4.3 Orchestrator Prompt The system prompt in `agents/orchestrator.py` describes all tools and instructs the LLM…

…tart with a single orchestrator + tools, add specialist sub-agents as the prompt grows too complex. --- ## System Architectu…

…ritical design decision. Mixing them up leads to unreliable agents. ### Use a TOOL when: - **The data is structured**. User…

…python assert add(2, 2) == 4 # Always passes, forever ``` Agents are non-deterministic: ```python result = await agent.run(…

…ing prototype; now collaborating on bite-size interview sub-agents - **David** — brought in as intern Jul 2025, converted to f…

…06** using DeepSeek Flash - **Bite-size interview** — 5 sub-agents for different value propositions - **Centralized prompt exe…

…s for production prompts completed; bite-size interview sub-agents; document generation system | | Present | Qwestly agent int…

See [AGENTS.md](AGENTS.md).

…de Code tools (file read/edit/write, bash, glob, grep, git, agents, cron, skills, etc.) are provided by the **Claude Code harn…

…` (user) | | Claude | 80 | `.claude/` directories | | Codex/Agents | 70 | `.codex/` directories | | Gemini | 60 | `.gemini/` d…

…ty packages that follow the [Agent Skills standard](https://agentskills.io). They're simpler than MCP — a skill is just a fold…

…view-toolkit/` - **Mechanism**: Launches specialized review agents (code-reviewer, silent-failure-hunter, comment-analyzer, pr…

…lding within a connected set of repositories, leveraging AI agents with cross-repo context. ## Philosophy A workspace harnes…

…dically different outputs. A leader who can't read the code agents produce is flying blind. - **Judgment compounds.** When AI…

…lows is a fully managed platform for durable functions / AI agents (JS, TS, Python). Mark a function as a workflow by placing…

…— open standard from Zed/Anthropic/Cursor, like LSP for AI agents - **Avante.nvim** — Neovim plugin that spawns any ACP agent…

…ssuming humans would do most of the work. Then we built AI agents that could read and write our docs, search our meetings, ma…

…tly Engineering Learning Series ## AI-Powered Code Editing, Agents, and Custom Toolchains > Engineering Excellence > 2026 --…

…`is_system`) 3. **Update SSE streaming** in `qwestly-agent/agents/base.py`: - Read `part.tool_call_id` from Pydantic AI's…

…top is via launchd: ```bash launchctl load ~/Library/LaunchAgents/com.user.ttyd.plist # start launchctl unload ~/Library…

…nfig ├── workspace/ # Working directory │ ├── AGENTS.md # Agent behavior guide │ ├── SOUL.md…

# Agent Drafts & LinkedIn Profile Suggestion ## Overview The qwestly-agent can generate LinkedIn About sections using the same LangSmith prompt as the candidate app's admin LinkedIn Suggestions page

# QWESTLY INTERNSHIP AGREEMENT **This Agreement** is between Qwestly, Inc. ("Qwestly" or "the Company") and Cohen Russell ("Intern") and his parent/guardian ("Parent/Guardian"). ## **1. Internship T