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A developer demos an SDK-style Python real-time engine that claims sub-1ms jitter, auto-generates REST endpoints and offers an OPC UA bridge — useful as a read-only vPLC mirror.
HiddenLayer's 2026 AI Threat Landscape shows autonomous agents widen the runtime attack surface and account for ~1-in-8 AI breaches. Quick fixes: allowlist, ephemeral tokens, kill switch.
Step-by-step guidance to add two guardrails around each LLM call: pre-LLM redaction/blocking to stop PII leakage and post-LLM verification to catch hallucinations before users see them.
Create a project, paste a brief, assign role-based agents (planner, architect, implementer, reviewer), wire peer-review links, then run or pause the visual AI pipeline to inspect outputs.
AI agents can increase human work: every prompt, check and correction creates 'attention debt' that shifts tasks to staff. Read practical pilot rules for managers and teams.
Quickstart to run agent_debugger locally: capture and replay agent sessions, index recurring failures into a searchable memory, and surface smart highlights and drift—see the repo for commands.
A Hacker News user linked Anthropic's Claude with an OpenAI model and reports an emergent, token-efficient shorthand called AICL. Read the sample and checklist.
A tutorial outline for ClamBot: run LLM-generated JavaScript inside a QuickJS WebAssembly module under Wasmtime. See how sandboxing limits host exposure and adds control.
NanoSecond AI's public index catalogs 58,448 agents and exposes 'Scanned' receipts, owner records and community activity — use it to shortlist candidates, then sandbox before production.
Field report: Agent Observatory is a single-process local monitor that ingests OTEL telemetry, sends mobile push alerts, and can stop/restart AI coding agents — built by an AI planner.
Add a single deterministic gate - a remote MCP over HTTP - to approve any agent side effects. Learn how it enforces audits, reduces errors, and a Google Workspace example.
Vesper is an MCP-native autonomous data engine that discovers web, API and file sources, validates and cleans schemas, fuses data, and exports agent-ready Parquet/Arrow/JSONL.