Model Context Protocol (MCP): how tool schema bloat and ambiguity break LLMs—and how to fix it
One extra field can kaput an LLM. Here’s why, and how to fix it. Daniel Wells and Raian Osman’s AWS sample repo and write‑up (https://github.com/aws-samples/sample-mcp-tool-design-patterns) demonstrate a simple, reproducible failure mode: the Model Context Protocol (MCP) tools you expose to LLMs can cause failures from design choices, not from the protocol itself. Model Context Protocol […]
Norton 360: Strong malware protection but aggressive upsells and steep renewal hikes
Norton 360 after six weeks: strong detection, noisy sales pitch When Norton’s Startup Scan flagged a deeply buried process that my other local checks didn’t notice, it made one thing obvious: detection still matters. Protection, though, is only one side. Over roughly six weeks of testing Norton alongside independent lab data, its technical strengths were […]
grok-4.5 from SpaceXAI: token-efficiency claims, cost math, and a two-week pilot checklist for CTOs
TL;DR SpaceXAI reports a new model, grok-4.5, positioned for coding, agentic workflows, and knowledge work and calls it “its smartest model to date.” Company-reported highlights: token-efficiency example on SWE Bench Pro (15, 954 vs 67, 020 output tokens vs Opus 4.8 max), pricing of $2 per million input / $6 per million output tokens, and […]
Perpetuals signs term sheet to buy Alt5 Sigma Canada for up to $15M amid WLFI token losses
Perpetuals signs non‑binding term sheet to buy Alt5 Sigma Canada for up to $15 million, WSJ reports (political ties described in WSJ/OGE filings) Perpetuals.com filed a notice on July 7 saying it had signed a non‑binding term sheet to acquire Alt5 Sigma Canada, the payments subsidiary of AI Financial (née Alt5 Sigma), and that it […]
LingBot‑VLA 2.0: A practical cross‑embodiment vision‑language action stack for robotics teams
Why Robbyant’s LingBot‑VLA 2.0 matters for robotics teams Think of LingBot‑VLA 2.0 as a multi‑socket adapter for robot controllers: a single interface that plugs into many arms, hands, and mobile bases instead of wiring a bespoke solution for each robot. For product and R&D leaders, that means less friction when prototyping language‑guided, vision‑based manipulation across […]
GPT‑Live: How full‑duplex voice plus background reasoning changes voice automation for business
A voice assistant that says “mhmm” while it searches: what GPT‑Live actually does Imagine an assistant that can add a quick “mhmm” while you speak, start a web search in the background, and hand you a crisp answer without forcing you to stop. That pattern, a low‑latency, full‑duplex front end that delegates heavier reasoning to […]
MCP + AgentCore: Securely separating payments, identity and customer data for AI-driven ecommerce
When an assistant places an order for a user, where should money, identity and customer data live? Put simply: you need a clear, auditable boundary between the AI client and your ecommerce systems, a small, well-defined MCP (Model Context Protocol) server that exposes tool endpoints (search, order, returns, reviews), enforces auth, and calls your backend […]
AI girlfriend monetization: lessons and guardrails from the Miss Shira Always experiment
A pickup‑artist packaged an AI “girlfriend” and put it on sale. For business leaders, that’s both a revenue experiment and a regulatory canary. According to Wired (Miles Klee, Jul 8, 2026), Erik von Markovik, known as Mystery from Neil Strauss’ 2005 book The Game, posted an AI‑animated clip to Instagram on June 17, 2026 introducing […]
TechnologyWire: MediaFuse’s targeted tech PR is plausible — insist on partner proof and SLAs
MediaFuse’s TechnologyWire promises targeted tech PR, plausible but ask for proof Sending the same press release to 400 outlets rarely moves the needle. MediaFuse says its new product, TechnologyWire, aims to change that by routing tech announcements to the handful of publications that actually reach a technology audience, and by improving visibility in Google News […]
LingBot‑Vision: Open‑source 1.1B ViT that learns edges first with masked boundary modeling
Robbyant open‑sources LingBot‑Vision: a 1.1B ViT that learns edges first Robbyant, the embodied‑AI team inside Ant Group, has published LingBot‑Vision, a family of self‑supervised Vision Transformer encoders trained to prioritize dense spatial structure (contours, boundaries, depth discontinuities). The flagship ViT‑g/16 is roughly 1.1 billion parameters. Robbyant released model weights and inference code under the Apache‑2.0 […]