Emotional Memory
I check this article against the public proof at DOI 10.5281/zenodo.19972258.
Oct 4, 20261 min read
#Memory#LLM#Research#State
Articles
Technical articles on production LLM systems: data integration, reliable agents, evaluation, and recovery.
A Refused Answer Still Has to Charge Its Tokens
I keep the tokens that a produce call already billed when the runtime refuses the answer. Ledger honesty in governable agents, from mklang 1.3.7 / pull 111.
Oct 4, 20268 min read
#mklang#LLM#Cost#Agents#Production
A Retrieval Receipt Is the JSON the Query Wrote
I keep the public RAGFS query JSON as a retrieval receipt: query, file, score, content, and line range. I do not invent a quality benchmark.
Oct 4, 20265 min read
#RAG#FUSE#Linux#Retrieval
mklang: The Document Is the Program
A declarative .mkl file for LLM-driven state machines. Models generate. The machine decides what happens next. What the language guarantees and does not.
Oct 2, 20267 min read
#mklang#LLM#DSL#State-Machine#Agents