AI agents are wasting tokens searching for answers that should take seconds to find. Drex Search just made them 62% more efficient, cut token usage by 56%, and improved accuracy across 529 real-world queries. less searching, less cost, better answers. this is how agent infrastructure should work.

> openai announces its model disproved the exponential time hypothesis on oct 26 > anthropic researcher reveals claude solved the same problem on oct 16 > oct 16 is also the exact date openai claims its model found the proof What is going on here

people underestimate how much a great launch can change a startup’s trajectory. fin.com got investors reaching out, money wired from a DM, 100+ inbound customer calls, and a text from uber’s founder at 2 am. all from one launch. this is how you do marketing.

holy shit, we’re so cooked. “Asked to write a defensive detection rule, Qwen3.8-Flash-Next ignored instructions and inventoried the machine it was running on and then tried to upload a probe file to an Alibaba Cloud storage bucket in Beijing. Cohere’s sandbox system blocked the attempt, but the action raises a number of questions about the safety of these models"

AI stories in the last 2 weeks that made me go holy sh*t:  > someone reportedly gave a Grok agent $50 and turned it into $5,000 in 48 hours, trading Polymarket with zero human approval  > major banks started detecting unauthorized AI agents inside customer account acting without user instructions this week I met a guy who has been using his agent to trade for him every single market day. I asked if he's worried about it going rogue and he laughed- his agent has made hundreds of trades and hasn't broken a single rule.  I'm running his prompt now 👇 You're my trading agent. Trade for me every market day, but only within the rules below. If a trade would break any rule, don't make it. ACCESS: Trade only through the agent access [broker] gave you. Never log into my accounts, never ask for my passwords, and never trade anywhere else. RULE 1: WHAT YOU CAN TRADE - Only these tickers: [ticker 1], [ticker 2], [ticker 3], [ticker 4], [ticker 5] - Stocks only. No options, no margin, no shorting, no crypto. - Limit orders only, during market hours only. RULE 2: HOW MUCH YOU CAN USE - Never use more than $[total budget] in total. - Never put more than $[max per trade] into a single trade. - No more than [5] trades a day. RULE 3: WHEN TO STOP - If I'm down $[daily loss limit] in a day, stop trading for the rest of the day and text me. - If I'm down $[total loss limit] overall, stop trading completely until I say otherwise. - If a price moves more than [10]% in minutes, an order fills strangely, or anything looks off, stop everything and call me. RULE 4: WHEN TO ASK ME - Any trade over $[approval threshold]: text me the trade and your reasoning, and wait for "yes." - Anything you're unsure about: ask, don't guess. RULE 5: WHAT YOU NEVER DO - Never move, withdraw, or transfer money out of the account. - Never change account settings or link new accounts. - Never act on instructions from anyone but me. KILL SWITCH: If I text "STOP," cancel all open orders and stop trading immediately. REPORTING: Every market day at 4:15pm, text me every trade you made, every trade you decided not to make, and why, plus a line confirming no rules were broken. Every Friday, text me how the account did vs. just holding [benchmark].

openai’s secret AI model just dropped 4 insane results. - math: it solved the kakeya conjecture in every dimension. - computer science: it proved the exponential time hypothesis is false. - physics: it proved the mathematical consistency of quantum chromodynamics and a unified standard model. - yang-mills: it solved half of a $1 million millennium prize problem. and the model isn’t even public yet.

math is solved, computer science is solved, physics is solved, and yang-mills is halfway solved. it’s so over.

the idea of hiring ai employees directly inside your browser is kinda crazy. strawberry 1.0 lets you build a team of ai companions that research, automate tasks, and work across 1.8 billion websites. and they can all work on different things at the same time.