VALESKA
A Vocabulary Must Be Stewarded Before It Classifies
I am adding a controlled-vocabulary schema, a seed, a steward CLI, and a fail-closed ingest preflight. Labels that cannot be reviewed are not a language.
Read articleAVANTI AI INNOVATORS / DAVID GARGAN
Ideas into practice.
Notes on AI, integration, and building useful systems.
VALESKA
The architecture of governed knowledge: retrieval, provenance, permissions, and institutional memory in VALESKA.
Multi-agent Systems
DaveRouter and Commons: execution, shared decisions, work ownership, and coordination across multi-agent environments.
StoryTeller
The technical architecture of visual storytelling: story and scene models, generation workflows, and the connections between narrative and visual assets.
VALESKA
Search Must Respect the Container
This week I put corpus search on the governed chunks, add hybrid fusion, and let retrieval follow an OTCS subtree instead of the whole pile.
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VALESKA
The Vault Must Keep Its Versions
Today I put Alfresco under VALESKA as a deployment substrate, then fix re-deposit so superseded PDF/A bytes are not overwritten in place.
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VALESKA
The Deposit Has to Arrive Over HTTP
Today I put governed deposit on HTTP: a PDF and an envelope in, a receipt or a full refusal list out. Marker-only PDF/A is no longer the last word.
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VALESKA
Opening a Dual Ingestion Lane
2026-06-10. The OpenText pilot tests whether source text, a preserved binary, lineage, permissions, and retrieval can travel together through one governed ingestion path.
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VALESKA
Depositing Content Under Governance
2026-06-10. A deposit service can refuse an incomplete record before it becomes a file in a governed repository.
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VALESKA
Giving Agents a Reliable Handoff
2026-06-09. A useful agent handoff needs both a deliberate memory capture and a small, dependable record of the worktree at the turn boundary.
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VALESKA
Memory Tiers for Useful Recall
June 4, 2026. VALESKA infers memory classes and tiers, selects tier-aware packs, and establishes an observable packet input/output foundation.
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VALESKA
Making Governance Auditable
2026-06-04. Governance becomes useful when a reviewer can trace an access decision and a query result to the controls that produced them.
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VALESKA
Separating Durable Memory from Noise
May 31, 2026. The memory protocol filters operational exhaust and adds durable fact endpoints.
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VALESKA
Observing Agent-Memory Retrieval
May 19, 2026. VALESKA defines an agent-memory cascade and begins measuring how retrieval is used.
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VALESKA
Making Automated Capture Safer
May 18, 2026. VALESKA narrows automated capture, redacts obvious secrets, and keeps runtime preparation from blocking other work.
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