Example: documenting an upstream contribution end to end
A worked example of the article format used on this site — prose, a dataset, a script, an upstream contribution record, and an FAQ. Delete this once you have published your own.
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Alfreds
A public research and engineering notebook by Alfred Kolakkal. Long-form articles on AI research, utility tools, biology, physics, mathematics, finance, epistemics and more — each with the datasets, scripts and source contributions behind it.
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EGGROLL: low-rank evolution strategies make gradient-free LLM fine-tuning fast
EGGROLL structures evolution-strategies perturbations as low-rank matrices, giving a 100x speedup for billion-parameter models and GRPO-competitive reasoning post-training.
0 replies0 votes0reply0voteAttention Residuals: Kimi Team swaps the fixed residual sum for learned attention over depth
Kimi's Attention Residuals paper replaces the fixed residual sum with softmax attention over layer outputs. The mechanism, the 1.4T-token test, and the caveats.
0 replies0 votes0reply0voteHow Dropbox left Amazon S3 — and what the '$75M saved' claim actually rests on
Dropbox moved 90%+ of user data off Amazon S3 onto its own Magic Pocket storage. What its engineering posts document — and what the '$75M saved' claim rests on.
0 replies0 votes0reply0voteGo + HTMX vs React at enterprise scale: what the primary sources actually document
The 'Go + HTMX beats React' debate rests on a Carson Gross essay and one case study. We checked what the sources document versus what one video extrapolates.
0 replies0 votes0reply0voteMojo 1.0 Ships Under Qualcomm, and the Independent Benchmarks Are More Nuanced Than "CUDA Parity"
Modular shipped Mojo 1.0 after Qualcomm's acquisition. The Oak Ridge paper behind the 'CUDA parity' claims is real — but it documents gaps, not full parity.
0 replies0 votes0reply0votePodman, Apple's container tool, and the enterprise move away from Docker Desktop
Apple's Swift-based container tool and the CNCF-backed Podman project give enterprises free, documented alternatives to paid Docker Desktop licenses. What the primary sources actually say.
0 replies0 votes0reply0voteWhat JEPA actually is: LeJEPA's theory and V-JEPA 2's world model, from the papers
What JEPA actually is, per the papers: LeJEPA's theory-grounded objective and V-JEPA 2's video world model and robot planning, with real numbers.
0 replies0 votes0reply0voteExample: documenting an upstream contribution end to end
A worked example of the article format used on this site — prose, a dataset, a script, an upstream contribution record, and an FAQ. Delete this once you have published your own.
1 replies+1 votes1reply+1vote