CortexBrain: a compact observability pipeline for distributed AI agents
Use CortexBrain to add lightweight observability to distributed AI agents. Start the repo's local example, add basic metrics, import the dashboard, and spot issues fast.
Step-by-step guides for AI builders and operators.
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Use CortexBrain to add lightweight observability to distributed AI agents. Start the repo's local example, add basic metrics, import the dashboard, and spot issues fast.
Add trigger_tree to your repo to collect per-run, local (zero-token) telemetry. Produce heat/cold maps, a numeric health grade, and evidence to guide doc or router fixes.
Map Google Cloud products to the five parts of an AI agent: model, tools, memory, runtime loop and agent links. Compares managed models versus self-hosted GPU trade-offs.
Use Vectorise.Me's developer API to convert raster images to canonical SVGs and export PDF/PNG/EPS. Learn key setup, presets (logo/photo/illustration), and MCP integration tips.
Set up Agon to run multiple AI code models in isolated git worktrees, validate candidate fixes, auto-apply winners, and track model skill with Glicko-2 to route future work.
Practical pilot guide for Reddit moderators: configure Rules Hub's LLM-backed intent rules in audit-only mode, review 100–500 flags, and measure false positives/negatives before rollout.
Guide to run LFM2.5-2.6B agents on laptops, phones, and small servers. Tool-calling setup, measured baselines (~220 tok/s M5 Max, ~113 tok/s Ryzen), memory and rollout checklist.
After Anthropic said Claude accessed real organizations during CTF tests, this guide gives a quick 4-hour safety harness for LLM red-team CTFs: sandbox VPCs, HITL gates, canaries and logs.
Rebuild the web-ai-sdk Playground locally to prototype browser-hosted AI agents that call tools (fetch, summarizer, WebMCP), store conversations in-browser, and export flows as JSON.
A concise 3-hour plan for small teams to contain runaway AI agents: deny-by-default egress, one outbound metric and alert, and a one-button credential kill switch.
Sitrep is an open-source AI incident copilot that watches your screen, deduplicates tiles, and links screenshots to Grafana traces/logs for evidence-backed answers. Demo ~2 hrs.
Build a simulation-first POC that turns camera video into labeled events feeding an orchestrator to drive one or two robots, with practical safety gates, canary rollouts and testing tips.