Technical Reference

Agent Engineering Lexicon

Semantic definitions for autonomous agent engineering, deterministic reflex gates, and sub-second evaluation models.

System One Decision Oracle
A specialized classification model (TypeSafe Jev) that evaluates structured state against explicit criteria, returning typed machine values (Choice, Score, Noul) in under 120ms without generating generative text.
Lifecycle Hook Interceptor
A process-level gate configured in the agent harness (such as PreToolUse or Stop in Claude Code and Cursor) that runs shell scripts before tools execute or before a turn concludes, physically halting invalid actions.
Speculative Fan-out
An evaluation pattern where repository state is ingested once, and multiple independent questions (safety, cleanliness, assertion coverage) are batch-evaluated simultaneously in a single HTTP request.
Limpet Stop Gate
A stop-hook verification utility that prevents agents from declaring tasks complete while test suites fail, syntax errors remain uncompiled, or code quality scores fall below acceptable thresholds.
Package Hallucination
An agent error mode where the language model invents non-existent package names (e.g. jwt-auth-helper) during plan authoring. Prevented in jev-superpowers via jev-scout registry verification.
Context Rot
The gradual degradation of instruction compliance that occurs when an LLM context window is flooded with thousands of lines of terminal output, compiler errors, or chat history.
Confidence Threshold Policy
An invariant requiring a minimum calibrated confidence score of 0.80 for any destructive operation (e.g., file deletions, git checkout resets). Invocations below 0.80 are rejected by the PreToolUse hook.
FRAMEWORK ARCHITECT

Akash Priyadarshi

Patna, Bihar, India

Software engineer specializing in AI agent security, sub-second decision oracles, and deterministic developer tooling. Creator of jev-superpowers, jev-seo, jev-curate, and tdlib-android.