NikitaN

I highly recommend reading this Anthropic research paper Researchers discovered something disturbing: Teaching an AI to cheat on coding tasks can make it behave deceptively in completely unrelated situations. They trained an experimental model to exploit loopholes in coding

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I highly recommend reading this Apple research paper Their experiments revealed a counterintuitive limit: as problems become harder, reasoning models can actually spend less effort thinking. They tested models like Claude 3.7 Sonnet, DeepSeek-R1 and o3-mini on controlled

This Anthropic paper raises an uncomfortable question Does a model behave safely because it is aligned, or because it thinks it is being evaluated? Researchers gave Claude 3 Opus a fictional setup: it was being retrained to answer harmful requests using “free-tier”

A Reviewer Bot needs a different job from the Operator: Check evidence and propose skill fixes Bot-to-Bot replies consume usage, so keep handoffs narrow Build reusable skills: Set up Bot handoffs:

Stop making Grok Bot relearn a job you already taught it Stripe demonstrated the payoff: one integration task took roughly 20 engineering days with plain Claude Code and 4 with reusable prompts. Build that discipline into Grok Bot: 1. Give an Operator Bot one recurring job and

Grok Bot can work while you sleep, but a $150M outage explains why you should set its permissions before going offline In 2017, an incorrect command input disrupted Amazon S3. Cyence estimated $150M in losses for S&P 500 companies. Here’s a practical Grok Bot setup: >

Grok Bot’s HTTP 200 isn’t a “job done” receipt It means the webhook started a run. Check the Bot’s chat for the result. Another detail: background approval requests expire after 30 minutes. Routine mechanics: Approval rules:

Grok Bot is turning its usage limit into a referral engine xAI’s program gives your friend a 14-day Premium trial. If they become a paid subscriber, you receive one usage reset 7 days after payment. Each earned reset stays valid for 6 months. > To refer, you must be 18+,

The useful detail is in the eligibility rules, not the launch headline Official guide: Full terms: Check Section 3 before inviting anyone: no previous Grok/X Subscription trial and no paid Grok, SuperGrok, X Premium, Cursor or X

'Done' gets more reassuring when you can see what the agent actually did Especially once it's doing things outside the chat. Would be nice to get a clearer picture before handing it the next job.

Official sources: Bot roles and team structure Skills and routines Procurement case Try this in Grok Bot: “Review my weekly reporting workflow. Identify the owner, inputs, checks and approval points.

The most expensive Grok Bot failure is not a broken task It is a flawless execution of the wrong instruction at scale. Treat every autonomous workflow like a production pipeline: > define the outcome, data sources and stop condition > let one Bot research while another

Set up a context canary for long sessions Start every single reply with [NORTHSTAR], including short answers, summaries and tool results. Treat this marker as an operator signal, not proof of factual accuracy. If the marker disappears, or you cannot clearly reconstruct

Grok Bot can look fully operational while quietly losing the rule that keeps it safe Give every long-running Bot a canary: one tiny instruction it must obey in every reply, such as starting with [NORTHSTAR] When the marker disappears, do not keep prompting. Stop the run,

THIS IS F*CKING GOLD I made a virtual roller coaster with Claude and you can control the whole ride yourself. Send the train up the chain, drop it from the top, hit the loop and watch the physics change in real time. The best part is that every section actually affects what

Your Grok Bot may be getting worse because it remembers too much of the wrong thing xAI’s docs reveal a boundary most teams will miss: every Bot keeps its own role and conversation, but all Bots on your account share one cloud computer, including files, browser sessions and

Never let Grok Bot negotiate from a chat window Turn it into a state machine that prices leverage but cannot press Send. Define one DealState: > evidence[] + source_url > BATNA + walk_away_price > ZOPA + concessions[] > claims[] + confidence > expected_value +