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DEAN / INTELLIGENCE ARCHIVEPUBLIC WORKING MEMORY
ARCHIVE / LABS

RESEARCH
LABS.

Experiments are where the archive is allowed to be wrong in public. Each lab has a question, a setup, observable failure modes and a link back into the concept graph.

Experiment registry

Questions turned into observable systems.

SORT: STATUS / UPDATED

LAB-0019 / ACTIVE

Long-Term Agent State

Testing which events deserve durable storage and which should decay after task completion.

34 iterations · 11 linked notes
LAB-0021 / ACTIVE

Retrieval Router

Combining lexical, vector, metadata and graph retrieval under one routing policy.

18 iterations · 7 operators
LAB-0017 / PAUSED

Small-Model Task Router

Routing extraction, classification and formatting tasks away from large models when confidence is sufficient.

62k requests · 4 routes
LAB-0014 / COMPLETE

Tool Retry Semantics

Studying idempotency, retry budgets and error classification for model-driven tool calls.

121 scenarios · 9 failure classes
LAB-0012 / COMPLETE

Context Compression

Evaluating summaries, structured state and selective retention under constrained windows.

28 runs · 6 policies
LAB-0008 / ARCHIVED

Graph-Augmented Retrieval

Using graph neighborhoods as additional retrieval candidates for concept-heavy questions.