want truly autonomous AI? Start by removing randomness from your code
Provide clear tools, success metrics, and recovery loops.
Let the model explore within that scaffold autonomy emerges from structure
What i just realised
Autonomy paradox: the more autonomous you want an AI to be, the more deterministic its code must be. Structured workflows + strict tool boundaries = safe, creative agents.
By seeing cursor2.0 and other agentic ai apps and also myself building ai agents
#AI #agents
spent the weekend building a file manager from scratch to nail down design patterns
here's what clicked for me:
• Strategy pattern = easy to swap local/cloud storage without touching core logic
• Observer pattern = notifications just work when files change
• Singleton = one event notifier for the entire app
the best way to learn LLD? build stuff that actually uses it
day 3 of learning Go: built a movie API with Gin + MongoDB
coming from Java's try-catch pyramids, Go's explicit error handling (if err != nil) is refreshing. context package for timeouts, struct tags for validation, defer for cleanup... everything feels intentional
also goroutines >> threads. fight me.
#golang #BuildInPublic
The new DeepSeek-OCR paper is a pretty big brain move. Using "context optical compression" to treat text as an image (vision tokens > text tokens) is a super clever way to slash token counts.
Seeing 10x+ compression for long docs... that's going to change the game for compute costs.
Seeing all the reports about that massive us-east-1 outage.
The fact that it all stemmed from a DNS issue with DynamoDB is wild. Really shows how foundational that service is to so many apps.
Hope everyone's post-mortems are productive today! 😂
#AWS#Outage#DynamoDB
The "D" in SOLID (Dependency Inversion) isn't just "use interfaces." The real "Inversion" is about ownership.
Your high-level business logic should own the interface contract. The low-level details (like the database module) just implement it.
High-level code shouldn't know details exist.
#Java #SOLIDPrinciples #SoftwareArchitecture #CleanCode
just got this epic playlist breaking down 96 top research papers dove into “Attention Is All You Need” and classic RNNs, and its a MASTERCLASS in understanding AI!
https://t.co/XFli5BAImE
If you r serious about levelling up in machine learning, bookmark this you will thank yourself later! 💡🤖 #AI #DeepLearning #MLpapers
Google just announced a big leap for students and teachers AI-generated textbooks that adapt to your learning needs. Excited to see how this changes the way we study! #EdTech
https://t.co/4h2O3kUMwu