Skills needed to get hired as a $10k/mo AI engineer:
AI-specific skills:
> Prompt engineering > Multi-agent systems > MLOps / AI deployment in production > NLP / transformer models > LLM limitations: context window, latency/cost > Responsible AI / AI safety
> Strong communication (especially with non-technical stakeholders) > Problem-solving > Self-directed / autonomous work > Ability to explain complex things simply
90% of vibe-coded apps have at least one critical vulnerability
15 security rules every vibe coder needs before shipping:
1. Never build authentication with AI alone use proven auth providers 2. Keep every secret in environment variables, never inside your code 3. Set session expiration so stolen tokens cannot live forever 4. Verify every package AI suggests before installing it 5. Sanitize all user inputs before they touch your database 6. Add rate limits to your APIs to stop bots and abuse 7. Always enforce permissions on the server, never trust the frontend 8. Make storage private by default so users only access their own files 9. Restrict CORS to your real domains instead of allowing everything 10. Remove debug logs before deploying to production 11. Validate redirect URLs so attackers cannot hijack them 12. Set spending limits on AI APIs to avoid runaway costs 13. Verify webhook signatures before processing external events 14. Log critical actions like payments, role changes, and deletions 15. Keep test and production environments completely separate
recently, Binance announced the launch of the Booster and Alpha programs in partnership with @opinionlabsxyz
campaign had two parts: Booster has already ended, while Alpha hasn't announced its start date yet
Alpha Airdrop:
this is a separate event simpler and faster
> you'll need Binance Alpha Points > the details (token allocation, required points) will be announced just hours before trading begins > most of the information will be revealed shortly before TGE
this gives us near-certain confirmation that the TGE is coming
historically, projects that announced an airdrop through Binance Alpha have gone on to list in 99.99% of cases
official announcement: https://www.binance.com/en/support/announcement/detail/66221f001e614356bee3dc04af8d855e
prediction markets often disagree on probabilities for the same event
how it works in practice:
> find the same event on both platforms > check YES price on one side and NO price on the other > if YES + NO < 1.00 spread exists
there’s a tool designed specifically to help spot these kinds of discrepancies: https://oxygendelta.com/
how the tool actually works:
> it automatically matches identical events between Opinion and Polymarket > parses live orderbooks (not just last traded price) > lets you choose bid / ask / mid mode > calculates whether YES on one side + NO on the other creates a spread > checks liquidity depth so the setup is executable > lets you set your budget and calculates exact share sizing
instead of manually calculating anything, the tool shows:
> how many shares to buy on each platform > how much capital goes to each leg > payout if YES wins > payout if NO wins > net locked spread
NFA, just an explanation of how the mechanism works
> top 3 by volume > $25M raised > direct backing from CZ > built-in points system > confirmed airdrop > potentially the first major prediction market to launch a TGE > token already trading on pre-market at ~$480M FDV > intuitive UI > clear revenue model and unlikely to fade post-TGE