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How Heap Insertion Works β€” Sift Up Explained Insert a new element into a max-heap and you immediately break the order. The fix has one name: sift up (also called bubble up). Append to the end β€” shap
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The Heap Property Explained in 60 Seconds One rule, applied at every node β€” that's what makes a heap a heap. Max-heap: every parent must be β‰₯ both its children. Not just the root β€” every node, every
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RAG 101 - How to Make AI Answer from YOUR Documents How AI "Reads" Your Documents πŸ“βœ¨ Want an AI that actually knows your business? Meet RAG. 🀝 Most AI models stop learning the day they finish tra
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Modify a list while iterating it in Java β€” and you get two very different outcomes depending on which collection you're using. ArrayList is fail-fast. It tracks a modCount counter. The moment somethi
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You’re overpaying for AI training. πŸ’Έ Here’s how LoRA drops fine-tuning parameters by 99% without losing performance. Instead of updating 16 million weights, we update just 65k. Freeze the model, inj
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That for-each loop you write every day in Java? It's powered by an Iterator. And Java actually has four of them β€” including a legacy one from 1996 still hiding in old codebases, and one that splits wo
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The array is hiding a secret. 🀫 Arrays aren't just flat lists β€” they can represent complete binary trees if you know the math. No pointers. No extra memory. Just O(1) index formulas: β†’ Left child:
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The Industry's New Cheat Code: DPO πŸ§ βš–οΈ The standard way to align an LLM is officially obsolete. RLHF needed two models β€” one to generate, one to judge. Millions of GPU hours. DPO skips all of it.
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Sorting a million numbers just to find the top 3? That's O(N log N) β€” and you throw most of it away. Java's PriorityQueue is a min heap. The smallest element is always at the root. offer: O(log N) p
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Same O(N log N). But Quick Sort wins in the real world β€” here's why. Merge Sort copies the array at every level. Quick Sort sorts in-place. One contiguous block. The CPU cache loves it. Pivot locks p
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How AI Learns to Be Safe and Handle Toxicity (RLHF) GPT-3 had no values. Ask it anything and it would complete the sentence β€” helpful, harmful, toxic. It didn't care. RLHF is the three-phase process
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You're Using Java Queues Wrong (ArrayDeque) Still typing new Stack<>() in your Java projects? Stop. πŸ›‘ It's a trap. java.util.Stack extends Vector β€” every method is synchronized. On a single thread,
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About @_k5kc_

K5KC is a Instagram growing creator. With 17 followers and 12 posts, _k5kc_'s account shows a follower-to-following ratio of 4.3:1. View all content anonymously on Pictame - no login required.

_k5kc_'s engagement rate sits at 6.37%. That's 27% above what you'd typically see for accounts with 1K-10K followers (average 5%) β€” a sign of a genuinely connected audience.

Out of the last 12 posts, 100% are videos and 0% are photos. New posts appear roughly every 3 days β€” a steady, reliable rhythm. Captions lean detailed, averaging 614 characters.

6.37% engagement rate β€” 27% above average for 1K-10K follower accounts.
New content every 3 days β€” a steady rhythm.
4.3:1 follower-to-following ratio.

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@_k5kc_

K5KC

Public
Posts
12
Followers
17
Top Hashtags
#k5kc#llm#java#heap#javacollections#javaiterator#finetuning#aitraining

Explore the most impactful hashtags used in recent posts. These tags highlight the core interests and trending topics that define this profile's digital influence and content strategy.

Following
4
Avg. Likes
1
Avg. Comments
0
Engagement
5.88%

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