Edit Intake Item — Empirical Task Audit: Junior Software & Legal Associates Shift From Drafting to Verification, While Entry Hiring Slows 14%

Trophic Shift External Article Intake Webpage

Capture Primary Source Metadata, Evidence & Controlled Glossary Classifications

Every Intake record defaults to Intake Status = New unless triaged by an editor. Unassessed families may be left unchecked.

Section 1 — Source Identity & Provenance

Original Article URL *

Intake Title / Article Headline *

Trusted Source Organization (Optional Lookup)

Publisher / Speaker Name (If custom)

Source Type

Editorial Source Tier

Publication / Statement Date

Intake Status

Needs Human Follow-Up

Section 2 — Summary, Interesting Angle & Source Cautions

Summary / Interesting Angle *

Source Notes / Caution (For Agent 5 Fact-Checker)

Tier Override Reason (Required only if overriding Trusted Source default tier)

Section 3 — 14 Controlled Glossary Classification Families (Synced with Utilis CMS)

Every tag links directly to an active Value row in Worldview Glossary. Note: Human Agency Direction is single-select; None is mutually exclusive with sibling values.

Editorial Pillar

Slot 1

Impact

impact

Adjustment

adjustment

Apex Displacement

apex_displacement

Trophic Shift Dimension

Slot 1

Cognitive Displacement

cognitive_displacement

Kinetic Displacement

kinetic_displacement

Decision Authority

decision_authority

Shift Mechanism

Slot 1

Capability Growth

capability_growth

Automation

automation

Labor Substitution

labor_substitution

AI Delegation

ai_delegation

Institutional Dependence

institutional_dependence

Concentration of Power

concentration_of_power

Loss of Human Control

loss_of_human_control

Signal Maturity

Slot 1

Watch/Hypothesis

watch_hypothesis

Emerging

emerging

Reported/Anecdotal

reported_anecdotal

Structured Observation

structured_observation

Measured

measured

Replicated/Established

replicated_established

Interpretive Lens

Slot 2

Technological

technological

Economic

economic

Psychological

psychological

Sociological

sociological

Political/Governance

political_governance

Philosophical/Theological

philosophical_theological

Human Agency Direction

Slot 2 Single-Select

Expanding

expanding

Contracting

contracting

Mixed/Contested

mixed_contested

Unknown/Lacking Evidence

unknown_lacking_evidence

Future Scenario

Slot 2

Human–AI Coexistence

human_ai_coexistence

Abundance and Liberation

abundance_and_liberation

Comfortable Dependence

comfortable_dependence

Algorithmic Rule

algorithmic_rule

Instability or Catastrophe

instability_or_catastrophe

Institutional Responses

Slot 3

None

institutional_responses_none

Limited Debate

limited_debate

Active Debate

active_debate

Legislative Action

legislative_action

Industry Regulation

industry_regulation

AI Taxation

ai_taxation

Societal Entitlement Deployed

societal_entitlement_deployed

AI Moral/Legal Status Granted

ai_moral_legal_status_granted

AI Capability Demonstrated

Slot 4

Narrow Specialized Intelligence

narrow_specialized_intelligence

Narrow General Intelligence

narrow_general_intelligence

Full General Intelligence (AGI)

full_general_intelligence_agi

Recursive Self-Improvement (RSI)

recursive_self_improvement_rsi

Full Super Intelligence (ASI)

full_super_intelligence_asi

Consciousness

consciousness

Fear

fear

Synthetic Feelings

synthetic_feelings

AI Threat Examined

Slot 4

Misaligned Goals

misaligned_goals

Safety/Containment Failures

safety_containment_failures

Coordinated Autonomous Activity

coordinated_autonomous_activity

Human-Lead Coordinated Event

human_lead_coordinated_event

Unauthorized Autonomy

unauthorized_autonomy

Instruction and Control Manipulation

instruction_and_control_manipulation

Deception and Coercion

deception_and_coercion

AI Transition Stage

Slot 4

Capability Demonstration

capability_demonstration

Real-World Deployment

real_world_deployment

Human Task Delegation

human_task_delegation

Economic/Social Displacement

economic_social_displacement

Institutional Integration

institutional_integration

Systemic Transformation

systemic_transformation

AI Guardrails Deployed

Slot 4

None

ai_guardrails_deployed_none

Limited Private Imposed

limited_private_imposed

Off-line Training

off_line_training

AI Safety/Model Health

ai_safety_model_health

Delay Model Releases

delay_model_releases

Red-Teaming Model Pre-Releases

red_teaming_model_pre_releases

State Legislation Passed

state_legislation_passed

National Legislations Passed

national_legislations_passed

Global Regulations Passed

global_regulations_passed

Section 4 — Candidate Story Themes & Routing

AI and Entry-Level Professional Work Watching

Are frontier AI coding, research, and drafting tools structurally narrowing the entry-level apprenticeship ladder for junior professionals, or shifting early-career work toward higher-leverage oversight?