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8 results for "coding tasks"

ARXIV CS.AI

How Do AI Agents Spend Your Money? Analyzing and Predicting Token Consumption in Agentic Coding Tasks

The wide adoption of AI agents in complex human workflows is driving rapid growth in LLM token consumption. When agents are deployed on tasks that require a significant amount of tokens, three questio…

· 4 views
REDDIT

Speculative decoding with Gemma-4-31B + Gemma-4-E2B enables 120 - 200 tok/s output speed for specific tasks

So for my project I was using up until now either Gemini 3 / 2.5 Flash or Flash-lite. All my use cases are not agentic, simply LLM workflows for atomic tasks like extracting references from the law, c…

· 12 views
ARXIV.ORG

OpenGame: Open Agentic Coding for Games

Game development sits at the intersection of creative design and intricate software engineering, demanding the joint orchestration of game engines, real-time loops, and tightly coupled state across ma…

· 5 views
FIRETHERING

Xiaomi releases MiMo-v2.5 Family weights with strong coding and agent benchmarks

Peking University gives its computer science students a compiler project every semester. Build a complete SysY compiler in Rust including lexer, parser, abstract syntax tree, IR code generation, assem…

· 4 views
REDDIT

How do you decide which Claude Code tasks to run with Opus vs Sonnet vs Haiku?

Been vibe coding full-time for a few months. One workflow question I haven't nailed down yet: how do you decide which model to use for which task in Claude Code? I know Opus is overkill for simple edi…

· 11 views
ARTIFICIAL INTELLIGENCE (AI)

open models keep catching up and the frontier keeps moving. at some point one of those has to stop

a year ago there was a clear tier gap. now i'm less sure, but not in the way i expected. the tasks where open-weight models have genuinely caught up are real: coding assistance, summarization, instruc…

· 5 views
ARXIV.ORG

StoryTR: Narrative-Centric Video Temporal Retrieval with Theory of Mind Reasoning

Current video moment retrieval excels at action-centric tasks but struggles with narrative content. Models can see \textit{what is happening} but fail to reason \textit{why it matters}. This semantic …

· 4 views
REDDIT

Higher precision or higher parameter count

I’m wondering if we take models of the same family (e.g qwen3.5 moes). And we compared ggufs that are of different core counts different quantizations but similar sizes. Which model would be better fo…

· 10 views