Skip to content

Instantly share code, notes, and snippets.

View initcron's full-sized avatar

Gourav J. Shah initcron

View GitHub Profile
@initcron
initcron / compose.yaml
Created July 6, 2026 09:18
Docker Compose with Hugging Face Model Downloaded Locally (pre downloaded)
# M3 · vLLM on CPU — serves SmolLM2 behind the same OpenAI /v1 contract as M2.
#
# Build the patched image (see Dockerfile), then: docker compose up -d
# Health: curl http://localhost:8009/health
services:
vllm-cpu:
build:
context: .
dockerfile: Dockerfile
image: vllm-cpu-optimized:latest
@initcron
initcron / agent-layer-with-threats.calm.json
Created June 2, 2026 16:31
Agent Layer with Threats added as Decorators
{
"nodes": [
{
"unique-id": "agent-layer",
"node-type": "system",
"name": "Agent Layer",
"description": "Core reasoning, coordination, and task-execution layer of the multi-agent system."
},
{
"unique-id": "agent-collaboration-patterns",
@initcron
initcron / agent-layer-plus-threats.calm.json
Last active June 2, 2026 15:57
Agent Layer with Threat Models (as decorators)
{
"nodes": [
{
"unique-id": "agent-layer",
"node-type": "container",
"name": "Agent Layer",
"description": "Core reasoning, coordination, and task-execution layer of the multi-agent system."
},
{
"unique-id": "agent-collaboration-patterns",
{
"nodes": [
{
"unique-id": "agent-layer",
"node-type": "container",
"name": "Agent Layer",
"description": "Core reasoning, coordination, and task-execution layer of the multi-agent system."
},
{
"unique-id": "agent-collaboration-patterns",
{
"nodes": [
{
"unique-id": "user",
"node-type": "actor",
"name": "User",
"description": "End user or automated process initiating requests to the multi-agent system"
},
{
"unique-id": "application",

Lab: AI-Augmented DevOps with AWS, GitHub MCP & Claude Permission Modes

Duration: 60 minutes Difficulty: Beginner–Intermediate Prerequisites: AWS CLI configured (aws configure), Claude Code installed, GitHub personal access token, Node.js 18+ Deliverable: Completed diagnosis report, GitHub issue filed, permission mode journal


Lab Objective

Hermes Agent: Feature Analysis & Enterprise Framework Comparison 2026
---
What Kind of System Is Hermes?
Before comparing frameworks, it's important to classify Hermes correctly. It is not the same category of thing as LangGraph or LangChain. Those are orchestration libraries — you build agent
systems with them. Hermes is a fully assembled agentic runtime — it ships with the agent loop, 40+ tools, 19 messaging platform adapters, an execution environment abstraction layer, a
skills marketplace, a context compression engine, multi-model routing, and an OpenAI-compatible API server, all integrated and configured out of the box.
The right comparison is less "LangGraph vs Hermes" and more:
Security & Enterprise-Readiness Report: Claw Code
Subject: claw-code (ultraworkers/claw-code, Rust, v0.1.0)
Comparators: IronClaw, OpenClaw, ZeroClaw
Hermes: Not present in this experiments/ workspace — excluded from comparison.
Date: 2026-04-07
---
TL;DR — Is Claw Code safe?
@initcron
initcron / SKILL.md
Created April 7, 2026 04:18
Sample SKill file for Kubernetes Diagnostics
name k8s-pod-health-investigator
description Investigate unhealthy pods in a Kubernetes namespace. Use when pods are in CrashLoopBackOff, ImagePullBackOff, OOMKilled, or showing high restart counts. Covers pod status, log analysis, deployment history, event correlation, and self-healing recommendations.
version 1.0.0
compatibility kubectl, HERMES_LAB_MODE=mock|live
metadata
hermes
category tags
devops
kubernetes
pods
health
crashloopbackoff
oomkilled
diagnosis
sre

Step 1.2

This alarm indicates acute resource pressure on your catalog-api instance. Here's the immediate
  triage:

  Critical Status

  - Instance: i-0abc123def456001 in us-east-1