SRE for AI Agents: Error Budgets, Trust, and 90 Trials

90 trials, 1.7 phantom files per change. Python shadow-replay experiment with reproducible dataset. DOI: 10.5281/zenodo.20645992

https://clouatre.ca/posts/sre-ai-agents-production/

Panniantong / Agent-Reach

Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.

https://github.com/Panniantong/Agent-Reach

sia

SIA is a Self Improving AI framework to autonomously improve the performance of any AI system (Model / Agent) on a benchmark task.

https://github.com/hexo-ai/sia

Odysseus

Self-hosted AI workspace.

https://github.com/pewdiepie-archdaemon/odysseus

debpalash / OmniVoice-Studio

The open-source ElevenLabs alternative for local voice cloning, design, create, dubbing and dictation Desktop App

https://github.com/debpalash/OmniVoice-Studio

Marin

Open-source framework for the research and development of foundation models.

https://github.com/marin-community/marin

Python Pro Hub – Python Error Fixes, Data Science & AI Tutorials

Fix Python errors fast. Tutorials covering data science, AI projects, Flask, Django, and automation for all skill levels.

https://pythonprohub.com/

How and why to run modified Python code using the ast module

Learn how to use Python's ast module to parse, transform, and execute code at runtime, using eval-type-backport as a real-world Python metaprogramming example.

https://pydantic.dev/articles/eval-type-backport

whichllm

Find the local LLM that actually runs and performs best on your hardware. Ranked by real, recency-aware benchmarks, not parameter count. One command, run it instantly.

https://github.com/Andyyyy64/whichllm

Jupyter Enterprise Gateway: From Notebook to Kubernetes Cluster Admin

Security researchers at elttam uncovered three critical vulnerabilities in Jupyter Enterprise Gateway that allow notebook users to escalate privileges and potentially take over an entire Kubernetes cluster. The post walks through the attack chain from a Jupyter notebook to cluster-wide compromise, highlighting the risks of running multi-tenant notebook infrastructure without strong isola...

https://www.elttam.com/blog/jupyter-enterprise-gateway

Nested Loops Aren’t the Problem. This Is.

This video explains why nested loops are often a design problem rather than an algorithmic necessity, typically resulting from poor data structures or misplaced responsibilities. Using a real-world refactoring example, it shows how restructuring code can reduce complexity and improve maintainability.

https://www.youtube.com/watch?v=095HrcWwHLI

obsidian-wiki

Framework for AI agents to build and maintain a digital brain through Obsidian wiki using Karpathy's LLM Wiki pattern.

https://github.com/Ar9av/obsidian-wiki

The 2026 way of using importmaps in Django

The post explains a modern Django approach to JavaScript using import maps, native browser modules, and a shared import map rendered by Django templates. It argues that import maps can eliminate the need for bundlers in many applications while still supporting cache-busted static assets and reusable third-party app JavaScript.

https://406.ch/writing/the-2026-way-of-using-importmaps-in-django/#the-2026-way-of-using-importmaps-in-django

OpenMed

Local-first healthcare AI that never leaves the device.

https://github.com/maziyarpanahi/openmed

django-q2 with Redis & Docker - for Background Tasks!

In this video, we'll look at how to setup django-q2 using a Redis task broker running in a Docker container. This gives a more efficient and production-ready setup than using the ORM.

https://www.youtube.com/watch?v=wjSFMK_IZS8

OpenMontage

World's first open-source, agentic video production system. 12 pipelines, 52 tools, 500+ agent skills. Turn your AI coding assistant into a full video production studio.

https://github.com/calesthio/OpenMontage

NVlabs / Sana

SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer

https://github.com/NVlabs/Sana