Let Someone Else Run the Worker Pool: Reliability Notes on a Hosted AI Task Platform
Long-running AI tasks are a distributed-systems problem. Here is how to think about reliability when you offload the worker pool to MonkeyCode's hosted platform.
Tutorials
Loop Engineering: Fine-Tuning the Guardrail That Fired Wrong
The check had been green for a week. It greps every diff under src/ for import mock, because...
Manticore Search 28.4.4: Faster KNN, better conversational search, easier installs and more faceting controls
Manticore Search 28.4.4 has been released. This release brings faster KNN rescoring, more flexible...
Deliver a Full-Stack Task End to End on a Hosted AI Development Platform
A full-stack task is more than a model call. Here is how to run one end to end on MonkeyCode's hosted platform, from requirement to reviewable change.
Empero AI Releases Qwythos-9B-v2: Addressing Looping and Enhancing Robustness in a 1M-Token LLM
What Changed Empero AI has launched Qwythos-9B-v2, a significant update to its Qwythos-9B...
I Asked in a Chainlink Discord: "Is Chainlink Building Any AI?" The Answer Sent Me Down a Rabbit Hole for Three Days.
I Asked in a Chainlink Discord: "Is Chainlink Building Any AI?" The Answer Sent Me Down a...
A lightweight workflow for keeping up with AI conference papers
If you follow ML research, you know the feeling: ICLR, NeurIPS, ICML and CVPR each drop thousands of...
How to Convert Scanned PDF Books into AI-Ready Markdown for Audiobook Generation
Generating an audiobook with AI can look deceptively simple: Extract the text. Send it to a...
The LLM Thought a Dollar Was Still ₦450: Building a Car Pricing Engine for a Market With No Data
How I built an AI valuation engine for Nigerian used cars, and what it taught me about why you should...
Getting Started with ChromaDB : Vector Database
If you've been exploring AI and large language models, you've probably heard about vector databases....
From Career Confusion to Career Clarity: Building Supernova AI with Google Gemini
What should I pursue after graduation? Which skills should I learn? Which certifications...
My Agent's Memory File Wasn't Wrong. It Was Just Six Weeks Stale.
I built a cross-session memory system for my agent a few weeks back — four markdown files it reads...
Live captions for events should not be this hard (or costly) to organise
There is a point in every event plan where the spreadsheet starts lying to you. On paper, everything...
FFmpeg MCP Server for Zed: Video Processing in Your AI Editor
Originally published at ffmpeg-micro.com Zed is a fast, Rust-native code editor with built-in MCP...
What Nobody Tells You About Running 9 Autonomous Agents on a Real Gym
What Nobody Tells You About Running 9 Autonomous Agents on a Real Gym We spent 107 days...
When the Agent Is Wrong: Surface Real Kubernetes Errors, Not Model Guesses
AI agents can explain failures, but Kubernetes tool stderr should remain the source of truth for incident workflows.
Read-Only First: A Safer Adoption Model for Agentic Platform Engineering
A practical rollout model for adopting AI agents in Kubernetes and platform operations without starting with risky remediation.
Designing ChatOps Sessions for Kubernetes Agents
Lessons on mapping Slack or Teams threads to agent sessions, handling context, and controlling where Kubernetes agents can be used.
Guardrails Before Write Access: Building Agentic Kubernetes Operations with Human Approval
Lessons from building a chat-driven Kubernetes agent workflow with risk classification, RBAC boundaries, approval gates, and safer exec handling.
The (no longer) missing multi-agent pattern: triggering dynamic workflows from an agent
When building multi-agent systems, rigid state graphs quickly fall apart in the face of dynamic user...
Why AI Agents Are Replacing Traditional SaaS
A few weeks ago I was setting up a new project and needed to do the usual dance: create a Notion doc,...
The Leaderboard Is Dead. Here's What I Actually Reach For.
The Leaderboard Is Dead. Here's What I Actually Reach For. Let It Break — part 2 Tags: #ai...
Vercel + Lovable, GPT-5.6 multiagent, curl security patch — Dev Signal #64
This week landed a rare combination: a mandatory security patch, a legitimately interesting model...
AI Customer Success Tools: 7 Platforms That Reduce SaaS Churn and Drive Expansion Revenue in 2026
Companies with a net revenue retention (NRR) rate above 120% grow three times faster than those below...