A comprehensive guide to building self-orchestrating, parallel-executing, consensus-building agent workflows that actually work
Picture this: You're building a complex multi-agent workflow in Claude Code. You need agents to coordinate, pass information, and execute in sequence. You reach for the obvious solution - have one agent call another using a Task tool.
Stop googling "best Go web framework" at 2am. I've done it for you.
This isn't another list of GitHub stars. This is what you actually need to know: which packages to use, when to use them, and what choosing them says about your project. Every opinion here comes from production scars.
When to use: You're building an API and want to ship this week
| #!/usr/bin/env python3.12 | |
| """ | |
| LiteLLM to Aider Configuration Generator | |
| This tool generates configuration files that allow Aider to work seamlessly with LiteLLM models. | |
| It can generate both model settings (YAML) and model metadata (JSON) files. | |
| The generated configurations correctly handle model names in the format "litellm/provider/model" | |
| by using Aider's extra_params feature to pass the proper model name format to LiteLLM. |
| <|begin_of_text|><|start_header_id|>system<|end_header_id|>Environment: ipython | |
| Cutting Knowledge Date: December 2023 | |
| Today Date: 13 Dec 2024 | |
| # Tool Instructions | |
| You may optionally call functions that you have been given access to. You DO NOT have | |
| to call a function if you do not require it. ONLY call functions if you need them. Do NOT call | |
| functions that you have not been given access to. |
| import matplotlib.pyplot as plt | |
| # Updated timeline data with BCE year representation, including all events | |
| timelines_simple = { | |
| # Ubaid Period | |
| "Ubaid Period": {"start": -6500, "end": -3800, "color": "salmon"}, | |
| # Sumerian periods | |
| "Early Sumerian Settlement": {"start": -4500, "end": -4000, "color": "skyblue"}, | |
| "Uruk Period (Sumerians)": {"start": -4000, "end": -3100, "color": "skyblue"}, | |
| "Early Dynastic Period (Sumerians)": { |
| <?php | |
| namespace App\Services\google; | |
| use Exception; | |
| use Illuminate\Http\Client\ConnectionException; | |
| use Illuminate\Support\Facades\Http; | |
| class Gemini | |
| { |
A simple webhook plugin for PocketBase.
Adds a new collection "webhooks" to the admin interface, to manage webhooks.
The webhook record in the following example send create, update, and delete events in the tickets collection
to http://localhost:8080/webhook.
| <?php | |
| class Pipeline { | |
| public function __construct( | |
| private mixed $data | |
| ) {} | |
| public function pipe(callable ...$callbacks): static { | |
| foreach ($callbacks as $callback) { | |
| $this->data = $callback($this->data); | |
| } | |
| return $this; |
