Research, experiments, and implementation notes filed under agents.
Hugging Face Funes Turns Agent Sessions Into Owned Memory
Hugging Face's funes is a practical local-first memory layer for coding agents: index raw session traces, keep provenance, and share through a dataset only when you choose.
Cloudflare Connects AI Vulnerability Hunting To Production Evidence
Cloudflare's Vulnerability Discovery and Remediation service is a useful pattern for AI security work: rank findings with production traffic, WAF context, validation, and human review.
OpenAI Agents SDK Makes Sandboxes A First-Class Boundary
OpenAI's Agents SDK update is a practical reminder that production agents need explicit workspaces, isolated compute, durable state, and credential boundaries.
Codex Turns Agent Runtime Into Platform Work
OpenAI's Codex platform post is a practical reminder that useful agents need runtime boundaries, product-owned context, streaming, and approval flows, not just a chat box.
Cloudflare BotBase Makes Bot Identity Operational
Cloudflare's BotBase for Operators is a practical reminder that agent and crawler teams need identity, behavior declarations, and verification before traffic gets blocked.
Ollama Brings Local Models Into Claude Desktop
Ollama's Claude Desktop support gives builders a simple way to route desktop AI work to local or Ollama-hosted open models, with a practical smoke test before trusting the...
WebMCP Makes Websites Easier For Agents To Use
Cloudflare's WebMCP preview can add browser-discoverable tools to a site at the edge, giving agents a structured path through web apps instead of fragile click automation.
VS Code Agent Host Makes Coding Sessions Less Tied To One Window
VS Code 1.134 moves agent sessions toward a dedicated Agent Host process, making long-running coding work easier to share, resume, and run near the workspace.
Cloudflare Bot Preference Sync Keeps AI Crawler Policy Honest
Cloudflare's Bot Preference Sync turns AI bot policy into a generated robots.txt block, reducing drift between what a site says to crawlers and what it enforces at the...
Docker Sandboxes Put CI Agents Behind a Smaller Boundary
Docker's GitHub Agentic Workflows integration gives coding agents a microVM sandbox with a private Docker daemon, making CI automation more useful without handing it the whole runner.
Cloudflare OAuth Makes Agent Permissions Less All-Or-Nothing
Cloudflare's optional OAuth scopes give agent and MCP builders a practical way to request broad capability while letting users approve a narrower task-based grant.
Coding Agent Allowlists Are Not A Security Boundary
A practical look at why trusted-command allowlists can fail for coding agents, and what teams should move into the sandbox boundary instead.
Docker Sandboxes Make ESP32 Agent Workflows Less Risky
A practical look at reproducible ESP32 firmware builds, remote serial flashing, and safer AI-assisted hardware loops with Docker Sandboxes.
What MCP Traffic Detection Can—and Cannot—Protect
Where Cloudflare's MCP traffic detection helps, where it cannot, and which controls still belong at the server.
A Workable Artifact Layout for LeRobot Training Runs
Using manifests, checksums, and Hugging Face Storage Buckets to keep mutable robotics runs under control.
Testing Nemotron 3.5 Lightning in a Local Agent Loop
A small Ollama-based test of NVIDIA Nemotron 3.5 Lightning as a local tool-calling worker.
Muse Glimmer Shows What a Practical Local-Agent Stack Looks Like
How Muse Glimmer, LoRA, QLoRA, and quantization fit together when you build a local agent for real work.