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Insights, tutorials, and thoughts on technology, development, and more.

How We Eliminated 61 LLM Calls Per Document With One Prompt Change

How We Eliminated 61 LLM Calls Per Document With One Prompt Change

Building an inline entity extraction agent inside the ADPA document generation pipeline — replacing a 61-job extraction pipeline with a few lines of prompt instruction and a small parser service, at zero additional LLM call cost.

3 min read
Menno Drescher

OpenUI Document-GenUI Workspace Integration Plan

Architecture, routing, split-screen layout, and backend updates for a dynamic document conversation workspace with OpenUI GenUI under projects/[projectId]/documents/[documentId]/genui.

3 min read
Menno Drescher

Execution Truth System Spec v1.1 (RFC)

A deterministic, append-only, cryptographically verifiable execution pipeline that replaces mutable state with verifiable execution history, Merkle forests, and zero-trust signing.

3 min read
Menno Drescher
📊 RPAS‑TAR‑COL Collision Matrix

📊 RPAS‑TAR‑COL Collision Matrix

This matrix maps the Collision‑Prevention (CP) measures of the TAR‑COL‑001 protocol against the primary failure modes in multi‑agent and multi‑tier environments.

3 min read
Menno Drescher
✅ RPAS‑CM Gate 5 Control‑Flow (DRACO)

✅ RPAS‑CM Gate 5 Control‑Flow (DRACO)

The following diagram illustrates the Semantic Integrity validation flow during the RPAS lifecycle, including the newly integrated Collaborative PR Governance and Redaction Layer.

3 min read
Menno Drescher
✅ RPAS‑CM‑TCL‑001 v1.0.0 (CSR‑42)

✅ RPAS‑CM‑TCL‑001 v1.0.0 (CSR‑42)

Agents operating under RPAS‑CM governance must classify every assignment before attempting any action. Without an explicit task taxonomy, agents treat "housekeeping", "cleanup", and "refactoring" as ungoverned — leading to unauthorized scope expansion, silent mutations, and gover

3 min read
Menno Drescher
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