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indexbox. io > blog > hsco-bench-new-benchmark-evaluates-llms-for-hardware-software-co-design-in-socs

HSCO-Bench: Evaluating LLMs for End-to-End Hardware-Software Co-Design on FPGA So Cs - News and Statistics

6+ hour, 6+ min ago  (416+ words) Index Box Search across reports, market insights, and blog stories. Researchers from Columbia University and IBM Research have introduced a new benchmark for evaluating large language models in the domain of hardware-software co-design for systems-on-chip, as detailed in a technical…...

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DEV Community
dev. to > amashukov > the-missing-pop-how-i-ported-a-yul-contract-to-huff-by-reading-every-opcode-16l0

The Missing POP: How I Ported a Yul Contract to Huff by Reading Every Opcode

1+ hour, 14+ min ago  (1350+ words) A war story about hand-managing the EVM stack, two words of litter left behind a CALL, and the debug trace that finally made the drift visible. I had a contract that worked. Then I rewrote it in a second language…...

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dev. to > rileykim > quick-tip-benchmarking-multimodal-apis-in-under-10-minutes-36f

Quick Tip: Benchmarking Multimodal APIs in Under 10 Minutes

1+ hour, 13+ min ago  (720+ words) Look, I'm a backend engineer. I don't have time to read through 40 pages of model cards before picking an API. I just need to know: which multimodal model handles my use case without breaking the bank or my sanity? So…...

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dev. to > _cbd692d476c5faf3b61bcf > i-tested-ktransformers-on-my-laptop-5-hidden-features-that-made-671b-models-actually-work-2efn

I Tested KTransformers on My Laptop " 5 Hidden Features That Made 671 B Models Actually Work "

5+ day, 22+ hour ago  (314+ words) In May 2026, a Git Hub project with 17, 179 stars quietly achieved what cloud providers spend millions. .....

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dev. to > _cbd692d476c5faf3b61bcf > smolagentss-5-hidden-uses-nobody-told-you-about-1cdd

smolagents's 5 Hidden Uses Nobody Told You About "

3+ day, 10+ hour ago  (70+ words) Hugging Face just open-sourced a 27, 000-star agent framework where agents write their own Python code. .....

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dev. to > _cbd692d476c5faf3b61bcf > swe-agents-5-hidden-uses-nobody-told-you-about-2a5p

SWE-agent's 5 Hidden Uses Nobody Told You About "

2+ hour, 14+ min ago  (669+ words) Princeton researchers just released an open-source AI agent that autonomously fixes Git Hub issues " and it's reshaping how developers think about automated software engineering. SWE-agent, developed by researchers from Princeton University and Stanford University, has earned 19, 310 Git Hub Stars since…...

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dev. to > guyoung > boxagnts-introduction-2-ai-agent-toolbox-in0

Box Agnts Introduction (2) " AI Agent Toolbox

2+ hour, 30+ min ago  (643+ words) Box Agnts' middle layer " the Agent Toolbox " is the brain and hands of the system. It consists of six core modules responsible for three things: understanding your intent, dispatching the right tools, and feeding back execution results. This article takes…...

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dev. to > torkian > from-chatbot-to-agent-tool-calling-with-nvidia-nim-6a8

From Chatbot to Agent " Tool Calling with NVIDIA NIM

4+ hour, 57+ min ago  (513+ words) In Parts 1 through 4 we built a useful tool: a USC campus assistant that knows when to retrieve, when to refuse, and which endpoint to call. It is still a chatbot. The model writes a string; we print it. Everything interesting…...

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lesswrong. com
lesswrong. com > posts > vo Mux9bh CSx S9v RMq > improving-petri-scheming-audits-with-environment-blueprints

Improving Petri scheming audits with environment blueprints " Less Wrong

4+ hour, 55+ min ago  (459+ words) This is a short write-up of work conducted as part of the MATS 9. 0 program. We thank Victoria Krakovna for mentorship and Fred Bruford for research management. The pipeline to generate a blueprint works as follows: Writers and reviewers across these…...

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dev. to > bn3020 > i-built-a-token-level-debugger-for-comparing-two-llms-5cn3

I built a token-level debugger for comparing two LLMs

5+ hour, 4+ min ago  (94+ words) Same prompt, two models, different outputs. No tooling was actually showing me where they diverged. Built tokenflame that gives entropy heatmaps, tokenizer diffs, divergence markers, token-by-token replay. One command, one HTML file. pip install tokenflame Same prompt, two models, different…...

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