tutorial
Run Clio Coder against a model on your own GPU
Install Clio Coder from npm, point it at a local llama.cpp or LM Studio server, run one headless turn, and read the receipt it seals.
Read the noteJournal
Useful things, while they are still warm.
Technical notes, tutorials, field observations, updates, and occasional personal writing. I publish the concrete thing first: behavior, commands, evidence, limitation, question.
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Featured notes
essay
Context is part of the system
A capable model still fails when the system hands it the wrong slice of reality. CLIO's answer is to treat context like a database treats state, and to seal a receipt.
Read the noteChronological
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8 entries
update
This site is now a studio
akougkas.io relaunched. Four sections, Clio Coder up front, a project atlas that accounts for everything, and old links that still work.
tutorial
Run Clio Coder against a model on your own GPU
Install Clio Coder from npm, point it at a local llama.cpp or LM Studio server, run one headless turn, and read the receipt it seals.
essay
Context is part of the system
A capable model still fails when the system hands it the wrong slice of reality. CLIO's answer is to treat context like a database treats state, and to seal a receipt.
personal
2024 Reflections: Year in Review
A personal record of the work, uncertainty, authenticity, and change that shaped 2024.
personal
Change Hurts! Does it have to?
A personal reflection on uncertainty, resilience, and learning to see change as an opening rather than only a loss.
field note
Reflecting on SC24
What I noticed at SC24, what our group brought to Atlanta, and a few practical notes for first-time conference attendees.
update
DLIO joins MLPerf Storage
MLPerf Storage now uses DLIO, our deep-learning I/O benchmark, to generate its workloads. A research tool found a second life.
update
NSF funds the next five years of IOWarp
A five-year NSF award for IOWarp, the collaboration with The HDF Group and the University of Utah that grew out of Hermes.
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