Snack On AI

Your Daily AI Snack On - AI Research, Tools, Tutorials & Insights

Join 10,000+ AI Engineers & Enthusiasts, Subscribe & Grow Together

SnackOnAI Blog

Attention Residuals: Moonshot AI Fixed the Residual Connection That Every Deep LLM Has Been Getting Wrong Since 2017

Jul 27, 2026

•

14 min read

Attention Residuals: Moonshot AI Fixed the Residual Connection That Every Deep LLM Has Been Getting Wrong Since 2017

Every transformer you have ever used accumulates layer outputs the same way: add them all together with fixed weight 1. Layer 3 contributes exactly as much as layer 47. Layer 1's token embedding contributes the same as the layer right before the output.

Mohinish S

SnackOnAI Blog

LLM Observability Is Not a Dashboard Problem. It Is a Five-Layer Integration Problem That Nobody Has Solved Yet.

Jul 26, 2026

•

10 min read

LLM Observability Is Not a Dashboard Problem. It Is a Five-Layer Integration Problem That Nobody Has Solved Yet.

You can monitor a web service with four metrics: request latency, error rate, CPU utilization, and memory usage. Those four numbers tell you almost everything you need to know. An LLM in production breaks all four of those assumptions simultaneously. A model can produce fluent, syntactically correct output that is factually wrong.

Mohinish S

SnackOnAI Blog

SIE: Superlinked's Inference Engine Solves the Wrong Problem That Every Other Serving Stack Was Built For

Jul 25, 2026

•

13 min read

SIE: Superlinked's Inference Engine Solves the Wrong Problem That Every Other Serving Stack Was Built For

vLLM, SGLang, and TGI are built for one large model spread across many GPUs. Agents need the opposite: many small models sharing one GPU, switching on demand with sub-second cold start.

Mohinish S

SnackOnAI Blog

DevOps Open Agent: The AI Troubleshooter That Refuses To Trust Its Own AI

Jul 24, 2026

•

9 min read

DevOps Open Agent: The AI Troubleshooter That Refuses To Trust Its Own AI

Most "AI-powered" DevOps tools fail because they trust the LLM too much. This one is interesting because it treats the LLM as a hostile witness.

Mohinish S

SnackOnAI Blog

OpenShip: The Self-Hosted Deployment Platform That Builds Locally and Ships Containers, Leaving Your Servers Free to Do One Job

Jul 23, 2026

•

9 min read

OpenShip: The Self-Hosted Deployment Platform That Builds Locally and Ships Containers, Leaving Your Servers Free to Do One Job

Your production server runs Coolify. Coolify runs your apps. Also Coolify runs the CI. Also Coolify runs the dashboard. Also Coolify runs the build agent and the queue and the metrics collector.

Mohinish S

SnackOnAI Blog

Paperclip: The Agent Orchestration Layer That Solves the Problem Nobody Talks About, Which Is That Nobody Talked to the Agents Before Sending Them to Work

Jul 22, 2026

•

17 min read

Paperclip: The Agent Orchestration Layer That Solves the Problem Nobody Talks About, Which Is That Nobody Talked to the Agents Before Sending Them to Work

The tagline is exact: "If OpenClaw is an employee, Paperclip is the company."

Mohinish S

...

Snack On AI

Attention Residuals: Moonshot AI Fixed the Residual Connection That Every Deep LLM Has Been Getting Wrong Since 2017

LLM Observability Is Not a Dashboard Problem. It Is a Five-Layer Integration Problem That Nobody Has Solved Yet.

SIE: Superlinked's Inference Engine Solves the Wrong Problem That Every Other Serving Stack Was Built For

DevOps Open Agent: The AI Troubleshooter That Refuses To Trust Its Own AI

OpenShip: The Self-Hosted Deployment Platform That Builds Locally and Ships Containers, Leaving Your Servers Free to Do One Job

Paperclip: The Agent Orchestration Layer That Solves the Problem Nobody Talks About, Which Is That Nobody Talked to the Agents Before Sending Them to Work

Snack on the latest in AI delivered to your inbox.

Quick Links

Subscription

Socials