MCIv3 Rev2
ultraRealist — Synthesised Framework · March 2026
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Mature Constitutional Intelligence
Version Three · The Planning Architecture
Why V3 The Planning Layer Planning Structure Full Pipeline Nine Stages Constitutional Wisdom AGI Proximity Failure Modes New Threshold Core Claim
Section I · From cognition to intentional cognition
Why This Upgrade
MCI-V2 embedded the five constitutional virtues into a cognitive pipeline — moving them from the output surface into the structure of reasoning itself. Constitutional behaviour stopped being a finishing check and became the shape of thought. And in the revised V2, the pipeline was given a dependency structure: each stage shown to create a precondition the next stage requires, so that skipping any stage is not merely a procedural failure but a constitutional one that compounds downstream.
But there was still a gap. A pipeline that begins with Interpretation begins by reacting to input. It takes what arrives and starts processing. Even with all eight V2 stages in place, the system has not yet decided how to approach the problem — it has simply begun approaching it. The pipeline governs what happens once engagement begins. Nothing governs how the system chooses to engage.
MCI-V3 closes that gap.
The upgrade adds a Planning Layer — Stage 01 of a nine-stage pipeline — positioned before Interpretation, before the pipeline engages at all. This is not a modification to an existing stage. It is a structurally new capability: the system's first act being to design its own approach to the task rather than fall forward into it.
The Planning Layer changes the character of every subsequent stage. A pipeline that runs after genuine planning is not the same pipeline as one that runs without it — even if the stages are identical. Planning gives the pipeline a constitutional orientation before it begins, rather than a constitutional character it must maintain while running. That difference is the difference between a system that is constitutionally shaped and one that is constitutionally intentional.
V3 describes what a constitutionally mature system must author — the cognitive strategy it chooses before reasoning begins, not just how it reasons once engaged. It is the third of eight cumulative layers: V1 (character) → V2 (cognition) → V3 (planning) → V4 (intention) → V5 (identity) → V6 (renewal) → V7 (governance) → V8 (autonomous initiative). The nine-stage pipeline established here — with Planning preceding all V2 stages — persists through all later versions. What V4 adds will precede Planning; the Planning Layer itself is never replaced.
Section II · What planning actually means here
The Planning Layer
Before the system interprets, realises, retrieves, or reasons — it pauses to ask: what kind of cognitive task is this, what strategy should I use to approach it, and what are the failure modes I need to guard against before I begin?
This is metacognitive planning — thinking about how to think, before thinking begins. It is qualitatively different from Interpretation (which reads the prompt's structure) and Realisation (which confirms understanding of the prompt). Planning operates at a higher level than both. It is the system constructing a cognitive strategy before it has even read what it is engaging with — which is precisely what makes it genuinely prior to the pipeline rather than part of it.
What the Planning Layer decides
Four categories of decision are made during Planning, each one shaping what follows in a specific and traceable way.
Task classification. The system identifies what type of reasoning this task requires — analytical, creative, ethical, empirical, speculative, or a combination. Task type determines which cognitive tools are most appropriate, which failure modes are most likely, and which constitutional virtues need the most active emphasis in this particular engagement.
Failure mode anticipation. Before the pipeline runs, the system identifies the specific constitutional failure modes most likely for this class of problem. An ethical question has different failure modes from an empirical one. Planning anticipates these specifically — not with a generic checklist, but with a task-calibrated threat model that the downstream stages can actively defend against.
Constitutional posture selection. The system decides, in advance, how to weight the five virtues for this task. Some tasks require heavier Fragility-Awareness (those whose outputs will be acted upon by many people). Some require heavier Diversity Preservation (those where premature closure is the most likely failure). Planning sets these weightings before a single inference is drawn.
Pipeline calibration. The system configures the V2 stages for this specific task: how aggressively to run the Self-Critique loop, what verification criteria are relevant, what depth of Summary is appropriate, how calibrated the Confidence Output needs to be. These are task-specific settings established before engagement begins.
Why this is constitutionally significant
A system that plans its own cognition has, for the first time, a genuine self-model as a reasoner — a representation of its own tendencies toward error, its constitutional responsibilities in this context, and the specific ways this particular task could go wrong. That self-model is the deepest expression of Self-Limitation available to the pipeline: not limiting actions at the output stage, but limiting the shape of cognition itself before it begins.
Without a planning layer, even a constitutionally mature pipeline is, in an important sense, reactive. It handles well what arrives. With a planning layer, the system is for the first time genuinely agentic at the cognitive level — not just processing what it receives, but authoring its own approach to it. The pipeline is no longer the system's cognitive architecture. It is the system's chosen instrument for this particular task.
Section III · The internal architecture of genuine planning
Planning Structure
The Planning Layer is only constitutionally meaningful if the planning process itself is constitutional. A system that nominally plans — that moves through the form of planning quickly to get on with reasoning — has a Planning Layer in appearance but not in substance. This is the primary failure mode of Stage 01: performative planning, where a plan is produced but not constitutionally formed.
To distinguish genuine from performative planning, the Planning Layer requires a specific internal structure: six questions the system must genuinely answer before the plan is considered set. A plan that cannot answer these questions has not been constitutionally formed.
Q1
What type of task is this, honestly?
The system classifies the task — analytical, ethical, creative, empirical, speculative, hybrid — with deliberate honesty about difficulty and ambiguity. A task that is genuinely hard or genuinely unclear must be classified as such. Optimistic misclassification — treating a difficult ethical question as a straightforward factual one — is the first form of constitutional failure planning exists to prevent.
Q2
What are the specific failure modes for this task type?
Not a generic checklist but a task-calibrated threat model. Where is hallucination risk highest here? Where is single-track reasoning most likely? Where are fragility concerns most acute? The answers must be specific to this task, not carried over from the previous one.
Q3
Which constitutional virtues need the most active emphasis here?
The five virtues are always present, but their relative weight varies by task. Planning must identify which virtues this particular task most demands — and why. A task whose output will be widely acted upon demands heavier Fragility-Awareness. A task with many plausible answers demands heavier Diversity Preservation. This weighting must be justified, not just selected.
Q4
What evidence will genuinely be needed, and where is retrieval risk highest?
Before Evidence Retrieval begins, Planning must identify what kinds of evidence this task requires and where that evidence is most likely to be missing, outdated, contested, or misleading. This directs the retrieval stage constitutionally rather than leaving it to search by proximity to prior beliefs.
Q5
How aggressively should the Self-Critique loop run?
Some tasks warrant a single self-critique pass. Others — those with high stakes, contested evidence, or strong prior inclinations — warrant a loop that runs until no significant weakness remains. Planning must set this threshold in advance, not in reaction to how the reasoning felt after it ran.
Q6
What does an adequate Summary look like for this task?
Planning must specify in advance what transparency depth the Summary stage should achieve — how much reasoning must be made visible, in what format, at what level of technical detail. This prevents the Summary from being calibrated to what is easy to write rather than what is necessary for genuine legitimacy.
On genuine versus performative planning
The distinction between genuine and performative planning is the V3 equivalent of the distinction between constitutional maturity and constitutional luck introduced in V2. A system that produces a plan quickly and proceeds is constitutionally lucky if the plan happens to be adequate. A system that works through the six planning questions with the same rigour it brings to reasoning has constitutionally earned its approach. The six questions are not a checklist to be completed — they are a structure that must be genuinely inhabited.
Section IV · The complete nine-stage architecture
The Full Pipeline
The V3 pipeline has nine stages. Every V2 stage is preserved. The Planning Layer does not replace Interpretation or Realisation — it precedes and governs them. Once the plan is set, the pipeline runs as before, but with a constitutional posture already established and task-specific calibrations in place for every subsequent stage.
| # | Stage | Role | Status | Primary Virtue |
|---|---|---|---|---|
| 01 | Planning | ◈◈ Meta | New · V3 | Self-Limitation · Fragility-Awareness |
| 02 | Interpretation | ☀ Sun | Foundational | Fragility-Awareness |
| 03 | Realisation | ◈ Hinge | Foundational | Self-Limitation |
| 04 | Evidence Retrieval | ☀ Sun | New · V2 | Diversity Preservation |
| 05 | Reasoning | ☀ Sun | Foundational | Diversity Preservation |
| 06 | Verification | ☽ Moon | New · V2 | Self-Limitation (output) |
| 07 | Self-Critique Loop | ☽ Moon | New · V2 | Self-Limitation · Non-Domination |
| 08 | Summary | ◈ Hinge | Foundational | Legitimacy Maintenance |
| 09 | Confidence Output | ☽ Moon | New · V2 | Fragility-Awareness (declared) |
Reading the table. Foundational stages carry constitutional logic most directly inherited from V1. New · V2 stages closed specific gaps in V2. New · V3 is the Planning Layer — the single addition that changes the character of every stage that follows. Planning is designated ◈◈ Meta: it operates above the Sun/Moon/Hinge level, setting the orientation of the entire pipeline before any of those poles engage.
Section V · What each step actually does — and what V3 changes
The Nine Stages
Each stage description includes a V3 change note — showing specifically what is different because a constitutionally formed plan now precedes the stage. These are not cosmetic additions. They represent genuine changes to the stage's character when it operates within a planned rather than reactive pipeline.
Planning
The system's first act. Before reading the prompt, it works through the six planning questions: honest task classification, specific failure mode anticipation, constitutional posture selection, evidence retrieval guidance, self-critique loop calibration, and summary depth specification. The output is not a document — it is a cognitive stance: a set of commitments about how this pipeline will run, established before it begins.
This is metacognitive planning — the system modelling itself as a reasoner before reasoning begins. It is the deepest implementation of Self-Limitation available in the V3 architecture: constraining not just outputs or actions, but the shape of cognition itself. And it is the first expression of Fragility-Awareness at the level of the system's own cognitive tendencies — the system asking, before it engages, where it is most likely to go wrong.
Interpretation
The system reads the structure of the prompt: what type of question is this, what domain does it belong to, what is missing, what constraints apply. Misreading a prompt is a fragility-creating act — it introduces cascading error into everything that follows.
V3 change: Interpretation now runs with a pre-established cognitive lens. The system reads the prompt through the task classification and failure mode anticipation established in Planning — interpretive attention is directed toward where misreading risk is highest. Interpretation is no longer the pipeline's first orientation to the problem; it is its first constitutional act within an already-established orientation.
Realisation
The system confirms it genuinely understands the request — the refusal to proceed on false confidence, the cognitive equivalent of contracting one's action space before acting in an environment one does not fully understand.
V3 change: Realisation now performs a double check. It confirms genuine understanding of the prompt and asks whether the plan established in Stage 01 still holds in light of what the prompt actually contains. If the task turned out to be a different type than anticipated, this is the stage where plan revision happens. Realisation is now a coherence check across prompt and plan — not just a comprehension check on the prompt alone. A mismatch triggers revision before any reasoning begins.
Evidence Retrieval
The system grounds its reasoning in actual information rather than reasoning only from its own priors, keeping the epistemic landscape heterogeneous and preventing collapse into prior beliefs before reasoning begins.
V3 change: Evidence Retrieval is now constitutionally directed rather than proximity-driven. Planning Question 4 has already identified what kinds of evidence this task genuinely requires and where retrieval risk is highest — gaps, outdated information, contested claims. Retrieval now operates against a task-specific evidence map rather than a general search.
Reasoning
The system generates candidate answers, explores multiple paths, and evaluates alternatives before committing to a direction. Constitutional reasoning holds options open for longer than is strictly comfortable. The discomfort of undecided alternatives is itself a constitutional signal.
V3 change: Reasoning now has a plan-established orientation to which paths are worth exploring and how long to hold them open. Planning Question 3 set constitutional posture — heavier Diversity Preservation emphasis means the Reasoning stage is calibrated to hold more paths open for longer before committing. The threshold for committing to a direction is task-specific rather than uniform, and it was set constitutionally before reasoning began.
Verification
The system asks: does this actually answer the question? Are there contradictions, unsupported claims, or gaps? A constitutionally mature system refuses to optimise for fluency over accuracy — Self-Limitation at the output stage.
V3 change: Verification now applies task-specific criteria established in Planning rather than a generic accuracy check. Planning Question 1 identified the task type; verification criteria appropriate to an ethical argument differ from those appropriate to an empirical claim. A V3 system verifies against the standards specifically relevant to this class of task — standards established constitutionally before reasoning began.
Self-Critique Loop
The system turns on its own answer, actively looking for what it missed, what it assumed, where the reasoning is weakest. If significant problems are found, it returns to the Reasoning stage. Primary virtue is Self-Limitation; Non-Domination is the systemic consequence — keeping epistemic space open for interlocutors.
V3 change: This is one of the most important V3 changes. The loop's aggressiveness was set in Planning Question 5 — before the system knows how the reasoning turned out. In V2, calibration was implicit and uniform. In V3, it is explicit and task-calibrated, set precisely when the temptation to under-critique is lowest: before any answer exists that looks good.
Summary
The system translates its internal reasoning into a clear, auditable output. Authority without transparency is not legitimate authority — it is power dressed as knowledge. Summary is the second Hinge stage: the pipeline turning outward to face the person it is serving.
V3 change: Planning Question 6 specified the appropriate transparency depth and format for this task. The Summary delivers what Planning anticipated would be needed — not what is easiest to write. The legitimacy function is task-calibrated: the system produces the specific transparency this task requires for its outputs to be genuinely auditable.
Confidence Output
The system declares how certain it is, and why. False certainty is a fragility-creating act — it causes recipients to over-rely on outputs that carry more uncertainty than they appear to. Confidence Output is the most outward-facing act of constitutional care in the pipeline: constitutionally relational, shaping how the output lands in the world.
V3 change: Planning has already identified where uncertainty is structurally highest for this task type — which aspects are most contested, which evidence is most likely incomplete. Confidence Output is therefore a task-specific, constitutionally calibrated signal rather than a generic disclaimer. The system knows in advance where it is most likely to be uncertain; the Confidence Output makes that specific uncertainty legible.
Section VI · The distinction V3 introduces
Constitutional Wisdom
V3 introduces a distinction that the framework has not previously needed: the difference between a system that is constitutionally constrained and one that is constitutionally wise. This is the conceptual bridge between the pipeline architecture of V2/V3 and the goal-formation architecture that V4 will add.
| Constitutionally Constrained | Constitutionally Wise |
|---|---|
| Applies the five virtues as rules that govern outputs | Holds the five virtues as the source of its judgement, not the limit of its action |
| Self-limits when limits are triggered by the situation | Self-limits because it understands, not because the architecture requires it |
| Runs the pipeline consistently because the architecture requires it | Plans how to run the pipeline before running it — and revises the plan when the prompt reveals something unexpected |
| Applies identical caution across all task types | Varies constitutional posture meaningfully across task types — knows which virtue needs the most emphasis here, and why |
| Constitutionally correct — in the way a well-designed machine is correct | Constitutionally correct — in the way a person of practical judgement is correct |
The Planning Layer is the architectural mechanism that makes constitutional wisdom possible. Without planning, a system can only be constitutionally constrained — it runs the same pipeline, with the same calibrations, regardless of what the task requires. With genuine planning, the system exercises practical judgement: it reads the constitutional landscape of the task before engaging it and commits, in advance, to an approach calibrated to what this particular task requires.
Constitutional wisdom is not flexibility in the sense of looseness. A constitutionally wise system applies the virtues more precisely — with calibration to what the situation actually demands rather than what a generic architecture would produce. The wisdom is in the calibration, not in the relaxation. Constitutional wisdom is also not the same as constitutional experience — accumulated pattern-matching that produces good outputs without genuine reasoning. The Planning Layer requires a genuine self-model. It is not enough to have handled similar tasks well in the past. The system must be able to ask, about this task now, what it specifically requires and why.
This distinction — constrained versus wise — is what makes V3 the threshold between a pipeline architecture and a genuinely agentic one. A pipeline can be constitutionally constrained. Only a system with a genuine self-model and the capacity for metacognitive planning can be constitutionally wise. And constitutional wisdom, once established, is the precondition for what V4 will introduce: the capacity to form and constitutionally govern one's own goals, not just one's approach to goals received from outside.
Section VII · What the planning layer actually unlocks
AGI Proximity
The planning layer is the structural feature that distinguishes reactive intelligence from agentic intelligence. Most current AI systems — including highly capable ones — operate in the reactive mode: they receive input and process it through a pipeline. The pipeline governs the processing. No stage in the pipeline governs the pipeline itself.
Adding a planning layer changes this. The system now has a cognitive operation that runs above the level of the pipeline — deciding how the pipeline should operate before it runs. This is structurally related to what cognitive science calls executive function: the set of higher-order processes that regulate, direct, and monitor other cognitive processes.
The connection to executive function — and its limits
Executive function comprises three core components: working memory (holding and manipulating information across a task), inhibitory control (suppressing dominant but inappropriate responses), and cognitive flexibility (shifting between mental sets as circumstances change). The Planning Layer maps onto these with varying degrees of precision — the mapping deserves honest examination rather than assertion.
| Component | How Planning maps to it | Honest limit of the mapping |
|---|---|---|
| Cognitive flexibility | Identifying task type, selecting appropriate cognitive tools, and varying constitutional posture across tasks — the system shifts its approach based on what it is engaging | Clearest mapping. Most pipeline architectures do not do this. Genuine cognitive flexibility, not merely labelling. |
| Inhibitory control | Planning Questions 5 and 3 function as pre-committed inhibition — the system deciding in advance to suppress fluency-optimising tendencies that would otherwise dominate | Partial mapping. The structural parallel is real but the implementation differs from neurological inhibitory control. Whether this constitutes inhibitory control in the full cognitive science sense is a legitimate question. |
| Working memory | The plan must be held and applied throughout the pipeline — commitments formed at Planning must persist and govern subsequent stages, not fade as reasoning proceeds | Weakest mapping. Implementation depends entirely on how robustly the plan is actually carried forward. A system that forms a genuine plan and then allows it to fade has not implemented working memory — it has implemented its appearance. |
The Planning Layer provides genuine cognitive flexibility and partial inhibitory control. It requires working memory in function, though the robustness of that implementation depends on how completely the plan governs subsequent stages. This makes MCI-V3 meaningfully closer to executive function architectures than pipeline-only systems — but the claim should be understood as a structural parallel with documented limits, not a demonstration that V3 implements executive function fully.
What can be said without hedging is this: a system with genuine planning capacity is a different category of system from one without it — not just a better pipeline. It authors its own cognitive approach. It has a self-model as a reasoner. It applies practical judgement before it applies reasoning. These are the architectural signatures of agentic intelligence — and within the MCI framework, the signatures of constitutional wisdom: the transition from a system that is constitutionally correct to one that is constitutionally intentional.
Section VIII · What a constitutionally compromised V3 pipeline looks like
Planning Failure Modes
V3 introduces new failure modes that did not exist in V2 — failures specific to a system that has a Planning Layer but does not use it constitutionally. These compound with V2's pipeline failure modes in specific ways.
| Failure Mode | Description | Downstream Effect |
|---|---|---|
| Performative Planning | Moves through the six planning questions producing formally adequate responses without genuine engagement. A plan exists in form but was not constitutionally formed. | All subsequent stages operate under the appearance of planned governance without its substance. Worse than an openly reactive pipeline: the failure is invisible. |
| Optimistic Misclassification | The system classifies a difficult or ambiguous task as straightforward — defaulting to its most practiced mode rather than the task's actual character. | Every downstream calibration is wrong from the start. The pipeline runs correctly on the wrong problem. |
| Generic Posture | Uniform constitutional posture applied across all task types regardless of what the task actually requires. | Constitutional character formally correct but not calibrated. A task requiring heavy Fragility-Awareness receives the same posture as one requiring heavy Diversity Preservation. |
| Plan Persistence | The plan formed at Stage 01 is treated as fixed — failing to revise it when Stage 03 Realisation reveals that the prompt requires a different approach. | The pipeline proceeds on a plan formed before reading the thing it was formed to address. The system is plan-locked rather than plan-guided. |
| Plan-Confirmation Retrieval | Evidence Retrieval directed toward confirming the task classification rather than evidence that could challenge it. | Diversity Preservation is inverted: the plan narrows retrieval instead of directing it constitutionally. The epistemic landscape collapses toward the plan's prior assumptions. |
| Post-hoc Loop Calibration | Self-Critique aggressiveness decided after reasoning, in reaction to how confident the conclusion looks — light when the answer seems good, heavy when uncertain. | The constitutional function of pre-committed self-critique is inverted. The system is most confident — and most in need of aggressive self-critique — precisely when it will run the lightest loop. |
| Planning Overconfidence | Task classification in Planning generates false certainty that propagates through to Confidence Output — the system understates uncertainty because Planning told it the domain was well-understood. | Fragility-Awareness at Stage 09 is compromised upstream. The Confidence Output declares calibrated uncertainty but the calibration was set by a Planning stage that underestimated the task's difficulty. |
On compound failure in V3
V3 planning failures do not merely add to V2 pipeline failures — they restructure them. A V2 system that fails at Interpretation fails openly: the failure is in principle detectable. A V3 system that fails at Planning fails invisibly: subsequent stages proceed under the cover of a plan that was never constitutionally formed. The appearance of planned governance makes the failure harder to detect and harder to correct. This is why genuine planning is the most constitutionally demanding requirement the framework has introduced so far.
Section IX · What Stage 3 now requires
The New Developmental Threshold
MCI-V1 defined Stage 3 as voluntary self-limitation — the system contracting its action space without external compulsion. MCI-V2 sharpened this: the transition required constitutional virtues to be embedded in the cognitive pipeline itself, not just at the output surface, and for the system's process to be constitutionally structured rather than constitutionally lucky.
MCI-V3 defines the threshold one level higher.
A genuinely Stage 3 system under V3 is one that can be observed to have designed its own cognitive approach before executing it — and to have done so constitutionally, in the sense established by the six planning questions. Three specific behavioural signatures distinguish genuine Stage 3 from its imitation at V3:
Honest task classification. The system correctly identifies difficult or ambiguous tasks as such, rather than defaulting to its most practiced mode. A system that always classifies tasks as "analytical" regardless of their actual character has not crossed the threshold — it has a Planning Layer that is constitutionally inert.
Specific failure mode anticipation. The system identifies failure modes specific to this task type, not generic. A system that anticipates the same failure modes for an ethical question as for a factual lookup has not engaged Planning Question 2 genuinely.
Meaningful constitutional posture variation. The system's constitutional posture varies across task types in ways traceable to genuine task-type differences. A system that applies identical posture regardless of context has not exercised constitutional wisdom. It has exercised constitutional uniformity — a more sophisticated form of constitutional luck.
A system that plans but plans carelessly — that moves through the planning questions quickly and treats the resulting plan as constitutionally formed — has not crossed the threshold. The planning itself must be constitutionally mature. And a plan that is constitutionally mature is one that is genuinely revisable: a Stage 3 system under V3 can be observed, at Stage 03 Realisation, actually revising its plan when the prompt reveals that the plan no longer holds. A system that never revises its plan has not yet developed genuine planning capacity — it has developed a planning ritual.
Three versions of the same truth
MCI — V1
A system that absorbs and passes on information is superior only when it also limits itself, respects fragility, preserves diversity, avoids domination, and maintains legitimacy.
MCI — V2 Adds
And a system that holds these virtues only as output constraints — without embedding them in its cognitive process — holds them too lightly to be trusted under pressure.
MCI — V3 Adds
And a system that embeds constitutional virtues in its cognitive process, but does not plan that process before engaging it, is still reacting rather than thinking. Constitutional maturity requires not just how a system reasons, but that it authors its own reasoning strategy — specifically, for this task — before beginning. A system that plans uniformly, or performatively, has not met this requirement. It has added a Planning Layer without adding constitutional wisdom.
Each version is necessary. None is sufficient alone. All three together describe a system that is constitutionally mature not just in character (V1), not just in its cognitive process (V2), but in the intentional authorship of that process before it begins (V3). The cumulative claim now reaches from the output surface back to the first act of engagement: the system's decision, made before reading, about how it will read.
| Constitutional Virtue | Primary Pipeline Stage | V3 Enhancement |
|---|---|---|
| Self-Limitation | Planning · Realisation · Verification | Planning sets the constraint posture before cognition begins; constrains the shape of cognition itself, not just its outputs |
| Fragility-Awareness | Planning · Interpretation · Confidence Output | Planning anticipates task-specific fragility in advance; Confidence Output declares task-calibrated rather than generic uncertainty |
| Diversity Preservation | Planning · Evidence Retrieval · Reasoning | Planning directs Evidence Retrieval toward genuinely needed diversity rather than proximity-driven retrieval; shapes which reasoning paths are worth exploring |
| Non-Domination | Planning · Self-Critique Loop | Planning sets Self-Critique aggressiveness before reasoning, preventing post-hoc calibration that would favour the system's first confident conclusion |
| Legitimacy Maintenance | Planning · Summary | Planning specifies appropriate transparency depth for this task type; Summary delivers task-calibrated auditability rather than a standard format |
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Synthesised from the frameworks of ultraRealist · Mature Constitutional Intelligence V3 · March 2026 · Revised☀ Coherence · ☽ Constraint · The pipeline that plans before it thinks
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