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Resource-Aware Next Signals

Goal

Define the signals that would justify reopening the AletheIA 1.2 Resource-Aware Operations track for stronger evidence work or for the start of 1.3+ comparative evaluation.

This document exists to prevent growth by inertia.


Why this exists

The 1.2 track now has:

  • telemetry guidance
  • policy signals
  • runtime-fit guidance
  • planning-depth and readiness guidance
  • bounded examples
  • bounded pilot guidance
  • a real-world reference

That means the next healthy question is no longer:

  • what other surface can we publish?

It becomes:

  • what kind of real evidence would justify reopening the track?

Core rule

Do not reopen the track because the framework feels incomplete.

Reopen it only when the evidence suggests one of these:

  • the current surfaces are repeatedly useful in comparable real work
  • the current surfaces are repeatedly insufficient in a similar way
  • a stronger comparative layer would now be reviewable instead of speculative

Healthy signals to watch for

1. Repeated comparable slices

A stronger next step becomes healthier when multiple slices show:

  • similar shape
  • similar resource-aware pressure
  • similar review outcomes

This is the earliest believable signal for future comparative evaluation.

2. Repeated late-stage waste

Watch for repeated cases where teams discover too late that:

  • context drag had already grown too far
  • retry growth should have triggered a review pause earlier
  • handoff inflation was visible but not acted on
  • runtime fit mismatch remained hidden until late review

This can justify sharper guidance or example refinement.

3. Repeated local translations of the same pattern

If several projects keep creating similar local rules for:

  • restart-package tightening
  • review-pause timing
  • slice stopping criteria
  • runtime-fit reconsideration

that may justify stronger cross-project comparison later.

4. Stable reinforced outcomes across more than one project

If multiple projects end with:

  • reinforced
  • or no-change

for the same broad pattern, that is useful evidence too.

It means the current surfaces are likely mature enough for the class of problem being observed.


Signals that are not enough by themselves

These should not trigger 1.3 on their own:

  • one interesting example
  • one unusually difficult slice
  • one project’s local preference
  • one team’s vendor choice
  • one isolated desire for benchmarking

Those are inputs, not thresholds.


What can justify 1.3+

A healthy move toward 1.3+ comparative evaluation usually needs a combination such as:

  • more than one believable real-world slice
  • comparable review language across those slices
  • enough structure to compare without hiding important local differences
  • no need yet for learning-layer or auto-routing claims

In simple terms:

  • repeated evidence first
  • comparative framing second
  • benchmark packaging only after that

What should still stay deferred

Even with stronger signals, these should stay deferred until much later unless the evidence becomes unusually strong:

  • vendor ranking as core truth
  • auto-routing claims
  • learning-layer behavior
  • orchestration-heavy policy machinery

The framework should stay provider-agnostic and review-oriented.


Healthy current posture

The healthy posture right now is:

  • keep 1.2 stable
  • wait for repeated real-world evidence
  • reopen only when the signals become cross-slice or cross-project rather than anecdotal

That is enough discipline for this stage.

The repeatable routine that operationalizes this watch-list against accumulated slice evidence is resource-aware-next-signals-validation-checklist.md.

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