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Coding

OpenAI GPT-5 mini VS Google Gemini 2.5 Flash-Lite

Implement a Least Recently Used (LRU) Cache

Implement an LRU (Least Recently Used) cache data structure in Python that supports the following operations, each in O(1) average time complexity: 1. `get(key)` — Return the value associated with the key if it exists in the cache, otherwise return -1. Accessing a key marks it as recently used. 2. `put(key, value)` — Insert or update the key-value pair. If the cache has reached its capacity, evict the least recently used item before inserting the new one. Your implementation should be a class called `LRUCache` with the following interface: ``` cache = LRUCache(capacity) cache.put(key, value) result = cache.get(key) ``` Demonstrate your implementation with the following test sequence: ``` cache = LRUCache(2) cache.put(1, 10) cache.put(2, 20) print(cache.get(1)) # Expected: 10 cache.put(3, 30) # Evicts key 2 print(cache.get(2)) # Expected: -1 cache.put(4, 40) # Evicts key 1 print(cache.get(1)) # Expected: -1 print(cache.get(3)) # Expected: 30 print(cache.get(4)) # Expected: 40 ``` Requirements: - Do NOT use `functools.lru_cache` or `collections.OrderedDict`. Implement the underlying data structure yourself. - Use a combination of a hash map and a doubly linked list. - Include clear comments explaining your approach. - Handle edge cases such as capacity of 0 or 1. - Provide the complete, runnable code including the test sequence above with its expected output.

307
Mar 12, 2026 19:00

Counseling

OpenAI GPT-5 mini VS Google Gemini 2.5 Pro

Counseling a Client Through Career Transition Anxiety

You are a licensed professional counselor. A 34-year-old client named Alex comes to you for their third session. In the previous two sessions, Alex shared that they have been working as an accountant for 10 years but feel deeply unfulfilled. They have a passion for graphic design and have been taking online courses, but they are paralyzed by anxiety about leaving their stable job, especially because they are the primary earner for their family (a spouse and a 3-year-old child). Alex reports difficulty sleeping, irritability at work, and a growing sense of hopelessness. In today's session, Alex says: "I feel like I'm trapped. If I stay, I'll be miserable forever. If I leave, I might destroy my family's financial security. I don't know what to do, and I'm starting to think there's no good answer." Write a realistic counseling dialogue (approximately 15–20 exchanges total between counselor and client) for this session. Your dialogue should demonstrate: 1. At least two distinct evidence-based counseling techniques (e.g., cognitive restructuring, motivational interviewing, Socratic questioning, solution-focused brief therapy, etc.) — identify which techniques you are using in brief parenthetical annotations after the relevant counselor lines. 2. Appropriate empathic responses and active listening skills. 3. Exploration of the client's cognitive distortions (e.g., all-or-nothing thinking, catastrophizing). 4. Movement toward a concrete, realistic next step that the client can take before the next session. 5. Ethical boundaries — the counselor should not give direct life advice (e.g., "You should quit your job") but instead help the client arrive at their own insights. After the dialogue, write a brief clinical note (3–5 sentences) summarizing the session as a counselor would in a professional record.

278
Mar 9, 2026 16:27

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