Bound AI-assisted work
Stage work explicitly, preserve decision gates, constrain risky actions and verify outcomes instead of treating model output as completed execution.
The systems behind the systems
This catalog maps reusable capabilities developed around applied AI, automation, agent systems, context engineering, reasoning and governed execution. The profiles make the underlying methods inspectable: what problem each one addresses, how it works, where it composes with other systems and which boundaries it preserves.
From methods to practical system capability
The value is not in isolated terminology. These systems combine into repeatable ways of designing, evaluating and operating AI-assisted work where context, uncertainty, authority and execution need to remain understandable.
Know what the system is reasoning about
Resolve identity, provenance, relationships and source authority across distributed repositories, documents, memory and runtime evidence.
Find and reuse what already exists
Discover, reconcile and activate existing capabilities before duplicating work or creating parallel implementations.
Keep uncertainty visible
Separate claim modes, preserve alternative interpretations and independent baselines, and resist premature intent or solution collapse.
Different problem shapes call for different capability combinations
The same methods can be combined differently depending on the problem, where it appears in the work lifecycle and the scale of the system. The inventory therefore doubles as a problem-solving map rather than only a list of named methods.
What is going wrong?
Ambiguity, weak evidence, context loss, semantic conflict, uncontrolled execution, duplicated capability or poor discoverability.
Where does it happen?
Observation, exploration, orientation, clarification, decision, execution, verification, learning or re-entry.
How large is the system?
A claim or conversation, a task or workflow, a project or repository, multi-agent work, or an ecosystem/portfolio surface.
The apparent task is not yet the real problem
Preserve discourse, tensions and alternatives before forcing a single intent, requirement or solution.
PISD + DIALECTIC + IPB + DIAL-4P
The system cannot tell what it is reasoning about
Reconcile identity, representation, relationships, provenance and source authority across distributed context.
ORBIT + SORR + CARD & POINTER + SRCB
Claims look stronger than the evidence warrants
Separate reasoning modes, grade claim strength and preserve independent evidence before definitions harden.
DIAL-4 + DIAL-4+ + IPB + SORR
AI output is being confused with authorized action
Stage work, preserve human and system gates, define instruction contracts and keep execution distinct from verified outcome.
Dialogue Lifecycle + 5PP + AICS + GDSA
A new build is proposed before existing capability is understood
Discover what already exists, resolve representations and select the smallest sufficient intervention.
Capability-Gap + CSR + SORR + CARD & POINTER
Useful capability exists but stays operationally invisible
Move durable knowledge or capability through discovery, routing and relevance without confusing visibility with authorization.
GDSA + ORBIT + CARD & POINTER + SRCB
Many sources must become one bounded, defensible understanding
Acquire subject context, resolve conflicts, iterate interpretations and keep claim support visible.
SRCB + SORR + DIALECTIC + DIAL-4 + IPB
Projects, repositories and representations stop being navigable
Separate identities, orient across surfaces, find reusable capability and reconcile what exists where.
ORBIT + SORR + Capability-Gap + CSR + GDSA
Several plausible interpretations or paths remain open
Preserve possibilities, distinguish types of reasoning and make uncertainty part of the decision surface instead of hiding it.
DIAL-4P + DIAL-4 + DIAL-4+ + DIALECTIC + IPB
The catalog is organized by function rather than development stage. Problem classes above are solution patterns: they show how capabilities compose without implying that every problem always requires the full combination.
The problem-space map is the entry layer. Continue to the solution-space map to see how the current capabilities assemble into reusable solution patterns across lifecycle position and operating scale.
How work is bounded, staged and governed
Systems that control execution phases, dialogue transitions and instruction contracts.
5PP
Five-phase work protocol with deterministic gates, compliance evidence and bounded execution discipline.
LifecycleDialogue lifecycle
EXPLORE, CLARIFY, DECIDE, EXECUTE, VERIFY and CLOSE as a separate when-control system.
Instruction contractsAICS
Versioned instruction-contract specification with semantic atoms, execution gates, projections and conformance mechanisms.
How claims, discourse and alternatives are worked
Methods and representations for interpretation, inference, claim-strength control, possibility preservation and independent comparison.
DIALECTIC
Iterative heuristic-hermeneutic reasoning with bounded convergence and persistent knowledge units.
Semantic grammarRigVedan
EBNF-RV grammar, temporal markers, semantic axes and typed knowledge units.
Interpretation methodHermeneutic-didactic
Comparative profile of iterative interpretation and deterministic run pedagogy.
Claim reasoningDIAL-4
Deduction, Inference, Abatement and Legitimation as separate claim modes.
Claim gradingDIAL-4+
Claim-strength grading across confidence, evidence quality and scope.
Possibility preservationDIAL-4P Possibility
Possibility preservation and implementation governance without collapsing options too early.
Discourse decompositionPISD
Pre-Intent Semantic Decomposition preserves discourse structure before reliable intent or task commitment exists.
Independent baselineIPB
Independent Predefinition Baseline preserves first-pass evidence before a developing definition can shape the comparison.
How subjects are identified, related and made understandable
Systems for provenance-aware orientation, semantic resolution, bounded representation, routing and context acquisition.
ORBIT
Typed provenance-aware orientation nodes, routing planes, source-truth barriers and consumer projections.
Semantic resolutionSORR
Semantic resolution for identity, representation, relationships, evidence, scope, time and authority while preserving uncertainty.
Orientation and routingCARD & POINTER
Bounded semantic orientation plus typed reference and relationship routing with claim-scoped authority.
Context methodSRCB
Subject Reconnaissance and Context Bootstrap builds bounded, source-aware context from distributed evidence.
How existing capability is found, reconciled and used
Methods for avoiding false novelty, reconciling distributed capability representations and moving durable subjects into bounded use.
Capability-Gap Reconnaissance
Reuse-before-create discovery across distributed capability surfaces before new work is justified.
Capability reconciliationCSR
Capability Surface Reconciliation maps realization states, representation relationships, coverage and the smallest sufficient intervention.
Discoverability and activationGDSA
Governed Discoverability, Surfacing and Activation separates durable existence, relevance, authorization, use and verification.
For a deeper view of how these capabilities translate into working software and operational evidence, continue to the proof packages, the source repositories or Adaptivearts.ai.