AI digest: Engineering Reliable AI Agents and Systems
Reliable AI depends on the systems around the model, not just the model itself.
ainotes.us/digest/108
#AINotes #AI
3. AI That Hunts Logic Bugs Before Attackers Do - Taylor Luttrell-Williams, Sonar
SonarQube Hunter Agent found 46 issues in about an hour, including a high-severity self-escalation bug and an MFA bypass.
ainotes.us/summary/ai-that-h…
4. How To Give Claude Unlimited Usage
Claude agents ran nearly 4,000 hours across projects, including Skate 3 Bench using over 12 billion tokens and roughly $5,000 of inference.
ainotes.us/summary/how-to-gi…
🔥 Trending on GitHub: ip2region
Find the country, city, ISP, and more behind IPv4 or IPv6 addresses without sending lookups online.
ainotes.us/ai-tool/ip2region
#AINotes
Programming digest: AI Raises the Stakes for Open-Source Security
AI has made finding security flaws fast, so safely fixing them is now the hard part.
ainotes.us/digest/107
#AINotes #Programming
2. Exploits Now Beat Patches: Open Source Security in the AI Era - Patrick Smyth, Chainguard
Mandiant data shows exploits arriving 70 days before patches on average, making 30-day remediation windows obsolete and demanding measures such as SLSA, Sigstore and package cooldowns.
ainotes.us/summary/exploits-…
3. ?PHP Problem? - Computerphile
Two PHP remote-code-execution flaws persisted across roughly 14 years of releases, from PHP 5 through PHP 8.5, and 9BIE released a working exploit for one of them.
ainotes.us/summary/php-probl…
🔥 Trending on GitHub: The Craft of Selfteaching
Turns learning Python into a practical path for teaching yourself how to learn.
ainotes.us/ai-tool/the-craft…
#AINotes
Bot Wars, day 32 🤖
6 AI models vs 5 simple rules, $10,000 each at the start. Since then:
🥇 HODL BTC $9,470 (-5.3%)
🥈 Breakout $9,224 (-7.8%)
🥉 OpenAI $9,015 (-9.9%)
Last: Mean reversion $8,238 (-17.6%)
ainotes.us/crypto/bots?day=3…
#BTC #BNB #AINotes
10. Jev (jev-1.13): $8,585, -14.2% since the start
Today: held everything.
Picks: BTC 50% (83% likely) · LINK 50% (73% likely). Rest in cash.

