autonomous-systems

I built a three-layer agent harness and called it "autonomous." Observer collected the data. Strategist picked the theme. Marketer wrote the article. They all followed strategy.md , the file that holds my rules. The cron fired every Monday at 09:00 and the articles showed up by lunch. I felt very clever about it. Then I read my own Strategist logs across three weeks and noticed something. The sam…

How I built a daily research pipeline with Hermes Agent that finds SMEs with legacy APIs, scores them on MCP readiness, and pre-audits their public API surface — all running autonomously on my own infrastructure. The Problem: Finding Companies That Need MCP MCP (Model Context Protocol) is the emerging standard for connecting legacy APIs, databases, and manual workflows to AI agents. But finding c…

Your SOC ingests 10,000 alerts daily. Analysts triage, correlate, escalate. They close tickets. They maintain playbooks that decay the moment a new TTP surfaces. Mean time to detect (MTTD) stretches into hours. Mean time to respond (MTTR) stretches into days. When a real breach unfolds, the attacker moves faster than your runbooks can execute. Agentic AI doesn’t merely accelerate that loop. It re…

International audience

International audience

Forthcoming/in press

International audience

This is a submission for the GitHub Finish-Up-A-Thon Challenge What I Built CrowdShield AI is a live platform built on the creative north star of delivering an automated "Autopilot for Stadium Operations". Borrowing heavily from high-density telemetry dashboards and digital twins, the interface is optimized for low-light command center environments. It processes dense real-time streams to track o…

This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Guild is a free, locally-running autonomous coding agent that works while you're away and backs off when you're present. The problem: cloud-based AI coding agents (Copilot, Cursor, Claude Code) require paid APIs, constant babysitting, and hog your machine. I wanted an agent that: Runs for free on local hardware Works …

Agentic coding feels magical until you lose the context that built it. I switched development environments and lost an AI chat. At first, it felt like a minor inconvenience. The files were still there. The app still worked. Nothing was technically broken. But when I reopened the project, I realized something unsettling: I no longer understood parts of my own codebase. During Google I/O 2026, Goog…

Inspired by Khairallah AL-Awady's thread on agentic workflows for solo founders — @eng_khairallah1 on X Every solo founder hits the same ceiling. Revenue is coming in, but not enough to justify hiring. So you keep doing everything: marketing, research, customer support, operations, bookkeeping. You become the bottleneck for your own business. The shift happening in 2026 is that the smartest early…

This is a submission for the GitHub Finish-Up-A-Thon Challenge What I Built Eve Agent V2 Unleashed is a self-hosted autonomous AI coding agent that runs entirely on your own hardware - no cloud accounts, no subscriptions, no data leaving your machine. She has two layers that work together: The Soul Layer - fine-tuned local models running on your GPU that carry Eve's personality baked directly int…

Access to quality tutoring still remains out of reach for millions of students in rural schools, NGO programs, and low-resource educational settings in many parts of the world. Most AI tutoring systems require continuous internet access and cloud infrastructure conditions that simply do not exist in these environments. This paper describes Vedixa, an offline-first adaptive tutoring system built a…

The Matthew Effect Index (MEI) is a new cohort-level effect-size index first developed in serious games analytics, measuring divergence between two cohorts produced by an information-gating mechanism. Like any new measurement instrument, MEI requires principled validation before its readings can be trusted. This primer demonstrates pipeline validation through a battery of five null controls, each…