Editorial Search Archive

Stand up a Python FastMCP server around Stanford's Evo 2 foundation model so AI agents can run biosafety-gated in-silico genome analysis, sequence generation, and protein design.

Cisco and Rockwell's converged industrial architecture connects PLC telemetry to cloud AI; this LangGraph workflow ingests OPC UA / MQTT signals through an edge gateway into a time-series store, runs anomaly detection and predictive maintenance, updates the MES, confirms safety interlocks locally, and routes every machine-affecting action through a human gate.

HoneyBook's new Claude connector turns proposals, contracts, invoices, and client messaging into an API an agent can drive; this LangGraph workflow drafts documents in the owner's voice, tracks money status, auto-follows-up on a cadence, and escalates unpaid invoices to a human before the relationship sours.

AWS's DevOps agent traces CI/CD failures back to the exact commits and PRs that caused them; wrap that capability in a LangGraph workflow that ingests failures, correlates blame via the GitHub API, triages root cause, opens auto-fix PRs, and gates merges behind a regression check and a human approval node.

Microsoft Defender's real-time agent protection inspects tool invocations before they run - session context, tool-call allowlists, credential scoping, anomaly detection, egress control - under a read-write agent security model.

WhatsApp's Scam Alert runs a scam-classification model on the device, never uploads message content, and learns only from differentially private aggregates - the reference implementation of private AI safety at planetary scale.

The European Commission's July 16, 2026 DMA orders require Google to open 11 Android features to rival AI assistants by Android 18 (Aug 1, 2027) and share anonymized search data from January 2027 - or face fines up to 10% of global turnover.

Pathway's BDH-CQ is a 150M-parameter non-transformer reasoning model scoring 29.5% on ARC-AGI-1 at $0.0007 per task - 11x cheaper than GPT-5.6 Luna even after OpenAI's 80% price cut.

Ramp's 2026 data splits adoption from spend: Anthropic wins 43.5% of US business clients yet only 6% of their token dollars touch frontier Claude Fable 5, while GPT-5.6 Sol carries 25% of OpenAI's token usage.

BNB Agent Studio v2 turns AI agents into paid workers: ERC-8183 carries the flow from work to wallet settlement, Altana enforces onchain spending limits and allowlists, and a single overnight agent earned $0.31 across nine tasks.

Build a TypeScript FastMCP server that lets AI agents earn via ERC-8183, pay via x402, and spend only inside Altana on-chain limits with Paymaster gas on BSC Testnet.

Build a Python FastMCP server that turns KTX market data, AI signals, portfolio tools, order execution, and prediction markets into MCP tools for live agents.