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Strict Tool Contracts: 18 Wrong Answers per 1,000 vs 240
A simulation puts identical models 13.6x apart on confidently wrong answers, and shows one tail verifier beating three sampled across the chain.
Inherent Says Its 27B Agent Beat Claude Opus and GPT-5.5
Inherent's Faraday, on a 27B Qwen 3.6, reportedly beat frontier agents at paper replication. Plus Ora's harness benchmark pointing the same way.
Claude Code vs eve: Same Models, eve Takes 7% Fewer Steps
Ora benchmarked Claude Code against Vercel's eve on live sites using the same models: 7% fewer steps, 2x native success, 9% more valid endpoints.
Fourteen Code Hosts Scanned: Zero MCP Server Cards Found
An independent scan of 14 code hosts on August 22 found zero MCP server cards, zero API catalogs and a top score of Level 1 of 5 across the sample.
CUSTODY Ships to Fence In AI Agents Inside Company Networks
Jake Williams released CUSTODY to constrain enterprise AI agents, as new harness code shows why capability envelopes stop injection that classifiers miss.
BM25 Beats Agentic Search at Scale, 50.5 vs 30.7 Accuracy
A scaling study reports BM25 at 50.5 accuracy versus 30.7 for an agentic retriever, on 39x fewer query tokens. The crossover sits near 10M corpus tokens.
Build a Tool-Calling AI Agent in Node.js, No Framework
A walkthrough of the OpenAI Responses API tool-calling loop in plain Node.js, plus the risk tiers and authorization rules that keep it safe in production.
Vercel Bills Deployment Storage at $0.10 per GB per Month
Vercel's rollback history now has a price tag: $0.10 per GB per month, 10 GB included on Hobby. How to trim the bill without losing instant rollback.
OpenAI's Apple Messages Plug-In Lets ChatGPT Text For You
OpenAI's new Apple Messages plug-in lets ChatGPT search, draft, send and delete your texts. What the company says runs locally, and the toggle to avoid.
CoSnitch Shows Prompt Injection Is Now A Recon Problem
A named attack coaxed Copilot into mapping its own architecture. One commentator argues the real fix is boring: treat the assistant's context like a network segment.
Apple Asks Court To Freeze OpenAI's Jony Ive AI Device
Apple has asked a court to temporarily halt OpenAI's Jony Ive AI device development in an escalating trade-secrets fight — here's what each side has put on the record.
Binance Agent OS Lets AI Agents Trade Your Real Money
Binance's Agent OS lets ChatGPT, Claude Code and Cursor agents trade for you. Sub-accounts block withdrawals by default, but nothing caps agent losses.
Pixel Watch 5 Review: Is the $399 Upgrade Worth It?
The Pixel Watch 5 costs $399 and scores 8/10 at WIRED. Faster chip, offline Gemini, and four Health Guardian tools that do not ship until September.
