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.
A practical guide to choosing Go packages that remove mechanical work without replacing explicit application architecture.
Updated July 12, 2026.
Go packages should remove mechanical work without taking ownership of your application.
The useful packages handle things such as protocol details, parsing, database drivers, migration ordering, terminal control sequences, retry timing, and test comparison. The dangerous packages redefine your request model, persistence model, error model, lifecycle, or domain types.
| #!/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; |
