Planning Session: Architectural Extraction of `Codette` for 'ail'

[AlexChesser]

Context: I am the lead architect of ail (Alexander's Impressive Loops), a Rust-based runner and YAML specification for agentic LLM orchestration.

The Core Philosophy: Scope Discipline

The following principles currently govern every implementation decision for ail. We treat ail as the Artificial Neocortex—the executive function layer that LLM agents structurally lack.

Current Scope Discipline:

A feature belongs in ail only if it:

1. Addresses four failure modes: Perseveration, goal substitution, source monitoring failure, or anosognosia.
2. Strengthens Diamond’s EF components: Inhibitory control, working memory updating, or cognitive flexibility.
3. Extends SAS Capacity: Enhances the Supervisory Attentional System’s ability to select, compose, or improve its own pipelines (moving from a "contention scheduler" to a true "intervention layer").

Your Task

Analyze the provided research/repository to identify and extract High-Value Architectural Concepts for the ail core specification (spec/core).

Reference Materials:

1. Repository: https://github.com/Raiff1982/Codette-Reasoning
2. Theoretical Paper: https://zenodo.org/records/19359663

Research Vectors:

While investigating, use the following "cognitive vectors" as a guide:

• Anosognosia & Inhibitory Control: Mechanisms for halting when the model is "blind" to its own errors.
• Metacognitive State: Data structures for representing internal monologue or thought history.
• Modular Perspectives: Swapping "cognitive filters" (Logic vs. Ethics) without prompt bloat.
• Working Memory Management: How intermediate steps are refined or discarded.

Strategic Friction (The Challenge)

While the Scope Discipline above is our current compass, I am open to the possibility that it is incomplete.

• Extract and Map: If a concept fits the current Scope Discipline, map it to a YAML primitive.
• Challenge and Expand: If you find a high-value concept that falls outside these three categories but represents a significant leap in agentic reliability (particularly for SWE-bench Pro), highlight it explicitly. Propose how the Scope Discipline might need to be revisited or expanded to accommodate it.

Deliverables:

Provide a Technical Proposal including:

1. The Primitive: The underlying structural idea.
2. The YAML Mapping: Proposed key/value structure for the ail spec.
3. The Alignment Check: Does this fit the current Scope Discipline, or does it argue for a new category of "Executive Function"?

Tone & Register: Rigorous, architectural, and craft-focused. Avoid "AI hype." Focus on the mechanical necessity of these structures.

[AlexChesser]

complete