Industry
What AI is doing to work
Jobs slide from doing to directing, employers rank judgement above knowledge, and a few people with a fleet of agents outrun the headcount.
Work shiftOne job splintering into many is the forecast; the share of Americans holding more than one sits inside its 25-year band, though that count probably understates platform work.
The Portfolio Career
Post-Labor Workforce
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
One job splintering into many is the forecast; the share of Americans holding more than one sits inside its 25-year band, though that count probably understates platform work.
Evidence · what we're seeing
Labour signalWriters, artists and coders organise over the work that trained the machine, bargaining for a cut of their own reflection.
The Model Union
Compliance-as-Feature
▾ Traces up
Macro-force
M1 · Regulatory Catch-Up
Omnitrend
O18 · Compliance-as-Feature
Traced through the codex
What it is
Writers, artists and coders organise over the work that trained the machine, bargaining for a cut of their own reflection.
Evidence · what we're seeing
Anthropic's author settlement pays $3,000 per work TechCrunch ↗ Trend radarWork slides from doing to directing, as quiet teams of agents shoulder the busywork and you become the one who points.
The Delegated Self
Agentic Delegation
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O2 · Agentic Delegation
Traced through the codex
What it is
Work slides from doing to directing, as quiet teams of agents shoulder the busywork and you become the one who points.
Evidence · what we're seeing
Work shiftSkill-based hiring has spread and grade screens have thinned, yet the degree holds: in one large survey 80% prefer degree holders and 48% expect AI to raise its weight.
The Degree Floor
Verification Stack
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O11 · Verification Stack
Traced through the codex
What it is
Skill-based hiring has spread and grade screens have thinned, yet the degree holds: in one large survey 80% prefer degree holders and 48% expect AI to raise its weight.
Evidence · what we're seeing
48% of employers expect AI to make higher education more important. HR Dive ↗ Work shiftWhole workforces retrain around the machine, and a career stops being what you know and becomes how fast you can change.
The Great Reskilling
Post-Labor Workforce
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
Whole workforces retrain around the machine, and a career stops being what you know and becomes how fast you can change.
Evidence · what we're seeing
16% of US adults have completed employer-provided AI training Gallup ↗ Culture shiftWe hand memory and choice to the machine, and quietly, gratefully, forget how we ever managed on our own.
Cognitive Offloading
Agentic Delegation
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O2 · Agentic Delegation
Traced through the codex
What it is
We hand memory and choice to the machine, and quietly, gratefully, forget how we ever managed on our own.
Evidence · what we're seeing
AI-assisted essay writers showed weakest brain connectivity in a 54-person preprint MIT Media Lab ↗ Students who lost AI access scored 17% lower on exams PsyPost ↗ Creator economyThe machine writes the first draft of everything, so the paid work moves upstream to knowing which draft is any good.
The Ghostwriter Economy
Taste Economy
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O1 · Taste Economy
Traced through the codex
What it is
The machine writes the first draft of everything, so the paid work moves upstream to knowing which draft is any good.
Evidence · what we're seeing
ChatGPT hit 900M weekly active users (Feb 2026). TechCrunch ↗ Freelancer.com listings to correct AI output reached 10,760 by June 2026 The Guardian ↗ Skills signalKnowing how to ask becomes the new reading and writing — the skill that decides who the machines actually work for.
Prompt Literacy
Agentic Delegation
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O2 · Agentic Delegation
Traced through the codex
What it is
Knowing how to ask becomes the new reading and writing — the skill that decides who the machines actually work for.
Evidence · what we're seeing
AI-skill job listings jumped from 0.87% to 5.7% (2025). Forbes ↗ 2025 US executive order made AI education a priority. Forbes ↗ Work shiftPeople plug their verified judgment into the machine pipeline, sold by the decision and summoned on demand.
The Human API
Taste Economy
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O1 · Taste Economy
Traced through the codex
What it is
People plug their verified judgment into the machine pipeline, sold by the decision and summoned on demand.
Evidence · what we're seeing
Meta was finalising a $14 billion investment in Scale AI CNBC ↗ AI labs shift human-data contracts after Meta's Scale stake Forbes ↗ Labour signalAs the machine takes the task, the argument turns to the paycheck — who is owed for work that no longer needs doing.
The Automation Wage
Post-Labor Workforce
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
As the machine takes the task, the argument turns to the paycheck — who is owed for work that no longer needs doing.
Evidence · what we're seeing
OpenAI floats a robot tax and shifting tax from labor to capital TechCrunch ↗ MIT economists find an optimal robot tax of 1-3.7%. MIT News ↗ Labour signalAs the machine takes over the doing, we are left arguing over which of our hard-won skills are still worth keeping.
The Deskilling Debate
Post-Labor Workforce
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
As the machine takes over the doing, we are left arguing over which of our hard-won skills are still worth keeping.
Evidence · what we're seeing
Work shiftThe frontline worker wears the expertise, and almost anyone becomes instantly, unnervingly good at the job at hand.
The Deskless Expert
Post-Screen Interface
▾ Traces up
Macro-force
S3 · The Interface Dissolve
Omnitrend
O6 · Post-Screen Interface
Traced through the codex
What it is
The frontline worker wears the expertise, and almost anyone becomes instantly, unnervingly good at the job at hand.
Evidence · what we're seeing
AI raised novice support-worker productivity 34% in study. NBER ↗ Lowe's deployed AI assistant to associates across 1,700+ stores (2025). HomePage News ↗ Attention shiftPeople fence off their focus like land and charge admission, treating the mind as property with a gate and a price.
The Attention Estate
Human Reclamation
▾ Traces up
Macro-force
D4 · Connection & Meaning Hunger
Omnitrend
O17 · Human Reclamation
Traced through the codex
What it is
People fence off their focus like land and charge admission, treating the mind as property with a gate and a price.
Evidence · what we're seeing
Phone limits at bars or restaurants in at least 11 states Fox News ↗ Org designA handful of people and a fleet of agents quietly outrun the giants who still confuse headcount with strength.
The Four-Hour Firm
Agentic Delegation
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O2 · Agentic Delegation
Traced through the codex
What it is
A handful of people and a fleet of agents quietly outrun the giants who still confuse headcount with strength.
Evidence · what we're seeing
1 in 3 new startups are now solo-founded, up from 2015. Forbes ↗ TurboAI makes about $1 million a month with 13 employees, founders say Fortune ↗ Consumer behaviourThe save-it-all-for-the-end bargain breaks; careers gain deliberate gaps, and rest stops waiting until you are old.
Micro-Retirement
Human Reclamation
▾ Traces up
Macro-force
D4 · Connection & Meaning Hunger
Omnitrend
O17 · Human Reclamation
Traced through the codex
What it is
The save-it-all-for-the-end bargain breaks; careers gain deliberate gaps, and rest stops waiting until you are old.
Evidence · what we're seeing
Gen Z and millennial workers are taking sabbaticals called 'micro-retirement' Fortune ↗ EconomyAs knowing things gets cheap, hiring tilts toward judgement and critical thinking, and employers rank them above fluency with AI itself.
The Skills Premium
Taste Economy
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O1 · Taste Economy
Traced through the codex
What it is
As knowing things gets cheap, hiring tilts toward judgement and critical thinking, and employers rank them above fluency with AI itself.
Evidence · what we're seeing
Judgment-heavy roles grow twice as fast, per PwC Euronews ↗ Skills signalA new craft emerges — coaxing exactly what you want from a stubborn machine, part interrogator, part poet.
The Model Whisperer
Taste Economy
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O1 · Taste Economy
Traced through the codex
What it is
A new craft emerges — coaxing exactly what you want from a stubborn machine, part interrogator, part poet.
Evidence · what we're seeing
Creator economyPeople rent out fine-tuned versions of their own skill, style and voice, and expertise starts trading like any stock.
The Model Marketplace
Programmable Value
▾ Traces up
Macro-force
D2 · Digital Sovereignty
Omnitrend
O14 · Programmable Value
Traced through the codex
What it is
People rent out fine-tuned versions of their own skill, style and voice, and expertise starts trading like any stock.
Evidence · what we're seeing
ElevenLabs launched a marketplace licensing 28 famous AI voices The Decoder ↗ Labour signalProduct-description work is peeling away from copywriting as a trade, cut loose to AI at exactly the volume end freelancers relied on for steady income.
The Volume Cut
Post-Labor Workforce
▾ Traces up
Macro-force
S2 · Embodied Autonomy
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
Product-description work is peeling away from copywriting as a trade, cut loose to AI at exactly the volume end freelancers relied on for steady income.
Evidence · what we're seeing
Fiverr says AI is compressing high-volume, low-value freelance work Fast Company ↗ EconomyAI agents are sold to keep pace with shifting tariff rules, yet US customs has drawn a hard line: classifying goods beyond six digits stays a licensed broker's work.
The Automated Broker
Compliance-as-Feature
▾ Traces up
Macro-force
M1 · Regulatory Catch-Up
Omnitrend
O18 · Compliance-as-Feature
Traced through the codex
What it is
AI agents are sold to keep pace with shifting tariff rules, yet US customs has drawn a hard line: classifying goods beyond six digits stays a licensed broker's work.
Evidence · what we're seeing
Start-up says AI agents track trade rules for customs brokers TechCrunch ↗ Trust signalMcKinsey's survey has 40% of large companies scaling AI agents in a function, against 22% of smaller firms. Scaling an agent is not the same as letting it run alone.
The Agent Divide
Agentic Delegation
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O2 · Agentic Delegation
Traced through the codex
What it is
McKinsey's survey has 40% of large companies scaling AI agents in a function, against 22% of smaller firms. Scaling an agent is not the same as letting it run alone.
Evidence · what we're seeing
Agents reshape operations, Gartner says. Itential ↗ Labour signalGeneral-purpose robots are moving from stage demos to production floors, with car plants acting as the deliberate proving ground before the technology spreads anywhere else.
Bodies for Hire
Post-Labor Workforce
▾ Traces up
Macro-force
S2 · Embodied Autonomy
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
General-purpose robots are moving from stage demos to production floors, with car plants acting as the deliberate proving ground before the technology spreads anywhere else.
Evidence · what we're seeing
Labour signalThe work once considered automation-proof because it required years of training is now the work AI is displacing first, and the entry-level jobs that trained people for it are the quiet casualty.
The Junior Pipeline Collapses
Post-Labor Workforce
▾ Traces up
Macro-force
S2 · Embodied Autonomy
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
The work once considered automation-proof because it required years of training is now the work AI is displacing first, and the entry-level jobs that trained people for it are the quiet casualty.
Evidence · what we're seeing
Wellness turnA research wristband reads cortisol in sweat alongside heart rate and skin response, turning stress from a feeling nobody could prove into a reading on the wrist.
The Body Tells First
Body as Interface
▾ Traces up
Macro-force
S3 · The Interface Dissolve
Omnitrend
O7 · Body as Interface
Traced through the codex
What it is
A research wristband reads cortisol in sweat alongside heart rate and skin response, turning stress from a feeling nobody could prove into a reading on the wrist.
Evidence · what we're seeing
UC Irvine wristband reads cortisol, skin conductivity and heart rate Spectrum News ↗ Skills signalThe US government drops the degree from its technology job standards in favour of a formal test of skill, and is rewriting the rules for all 604 job series.
Proof Without the Degree
The Great Unbundling
▾ Traces up
Macro-force
D3 · Platform Disintermediation
Omnitrend
O13 · The Great Unbundling
Traced through the codex
What it is
The US government drops the degree from its technology job standards in favour of a formal test of skill, and is rewriting the rules for all 604 job series.
Evidence · what we're seeing
OPM's new federal tech standards drop degree requirements Nextgov/FCW ↗ OPM ends self-attested skills: coders must pass coding assessments MeriTalk ↗ InfrastructureXiaomi says its Changping phone plant is 81% automated, with a few staff kept to supervise. Factories turn dim, not dark, with people still beside the machines.
The Dim Factory
Post-Labor Workforce
▾ Traces up
Macro-force
S2 · Embodied Autonomy
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
Xiaomi says its Changping phone plant is 81% automated, with a few staff kept to supervise. Factories turn dim, not dark, with people still beside the machines.
Evidence · what we're seeing
Xiaomi says its phone plant runs at 81% automation SlashGear ↗ GM expands cobots at Factory Zero; Nvidia launches robot safety platform PYMNTS ↗ Work shiftThe time a chatbot saves at work rarely becomes a pause. Most people reinvest it into more tasks, so the time gain gets reabsorbed as extra work.
The Absorbed Hour
Post-Labor Workforce
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
The time a chatbot saves at work rarely becomes a pause. Most people reinvest it into more tasks, so the time gain gets reabsorbed as extra work.
Evidence · what we're seeing
Work shiftCustomer interviews that once needed a human moderator now run by the thousand, with AI asking the follow-up questions. Researchers disagree on what a machine interviewer misses.
The Machine Moderator
Post-Labor Workforce
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
Customer interviews that once needed a human moderator now run by the thousand, with AI asking the follow-up questions. Researchers disagree on what a machine interviewer misses.
Evidence · what we're seeing
Labour signalAI is entering talent evaluation across football clubs, MLS and US front offices. One Saudi club rules players out on data benchmarks before human judgement applies.
The Machine's First Look
Post-Labor Workforce
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
AI is entering talent evaluation across football clubs, MLS and US front offices. One Saudi club rules players out on data benchmarks before human judgement applies.
Evidence · what we're seeing
An app turns phone footage into scouting scores. AGBI ↗ Trend to watchCreativity becomes a group sport between people and machines, and authorship gets gloriously, productively messy.
Borrowed Brilliance
Taste Economy
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O1 · Taste Economy
Traced through the codex
What it is
Creativity becomes a group sport between people and machines, and authorship gets gloriously, productively messy.
Evidence · what we're seeing
Anthropic's $1.5 billion author settlement gets final approval TechCrunch ↗ GovernanceWriters, artists and coders fight over what fed the machine, demanding a say in the work that became its raw material.
The Training Consent Wars
Compliance-as-Feature
▾ Traces up
Macro-force
M1 · Regulatory Catch-Up
Omnitrend
O18 · Compliance-as-Feature
Traced through the codex
What it is
Writers, artists and coders fight over what fed the machine, demanding a say in the work that became its raw material.
Evidence · what we're seeing
Anthropic's $1.5B author settlement won final approval TechCrunch ↗ Music publishers sue Anthropic over $3B+ in claimed damages TechCrunch ↗ Labour signalAs the made-by-machine becomes default, a human hand behind the work turns into a mark of quality worth certifying.
Proof of Human
Verification Stack
▾ Traces up
Macro-force
D1 · The Trust Recession
Omnitrend
O11 · Verification Stack
Traced through the codex
What it is
As the made-by-machine becomes default, a human hand behind the work turns into a mark of quality worth certifying.
Evidence · what we're seeing
Spotify rolls out a 'Verified by Spotify' badge for human artists TechCrunch ↗ BBC counts at least eight competing 'human-made' label initiatives BBC News ↗ Labour signalWhat you know expires faster each year, and relearning stops being an event and settles in as a permanent condition.
The Skill Half-Life
Post-Labor Workforce
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
What you know expires faster each year, and relearning stops being an event and settles in as a permanent condition.
Evidence · what we're seeing
InfrastructureYour face, your voice, your words stop being free to take and start being assets you license on your own terms.
The Consent Economy
Programmable Value
▾ Traces up
Macro-force
D2 · Digital Sovereignty
Omnitrend
O14 · Programmable Value
Traced through the codex
What it is
Your face, your voice, your words stop being free to take and start being assets you license on your own terms.
Evidence · what we're seeing
Denmark proposed copyright law granting citizens rights over their likeness (2025). Tech Policy Press ↗ NO FAKES Act renews likeness rights up to 70 years post-death. Congress.gov ↗ GovernanceInterrogating what a model quietly learned becomes ordinary hygiene, like checking the books before you trust the firm.
The Bias Audit
Compliance-as-Feature
▾ Traces up
Macro-force
M1 · Regulatory Catch-Up
Omnitrend
O18 · Compliance-as-Feature
Traced through the codex
What it is
Interrogating what a model quietly learned becomes ordinary hygiene, like checking the books before you trust the firm.
Evidence · what we're seeing
Creator economyThe machine lifts everyone to competent, so the only edge left is the ceiling — the strange, the daring, the new.
The Creativity Floor
Taste Economy
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O1 · Taste Economy
Traced through the codex
What it is
The machine lifts everyone to competent, so the only edge left is the ceiling — the strange, the daring, the new.
Evidence · what we're seeing
AI lifted least-skilled workers' output by 35%. MIT Sloan ↗ Meta-analysis of 19 studies: AI use makes creative output more alike PsyPost ↗ Design signalGenerative tools leave the moodboard for loops that propose and test design options, yet only one architect in six surveyed says the designs are better for it.
Generative Architecture
Bespoke Default
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O3 · Bespoke Default
Traced through the codex
What it is
Generative tools leave the moodboard for loops that propose and test design options, yet only one architect in six surveyed says the designs are better for it.
Evidence · what we're seeing
McKinsey: AI could automate 50% of nonphysical architecture and engineering work. Construction Dive ↗ Advanced firms run analytical loops that generate design solutions. RIBAJ ↗ Creator economyThe well-made instruction ships as a packaged skill on app-store-style shelves, with 238,180 counted in one study, yet who owns one, and who pays, is unsettled.
The Prompt Marketplace
Programmable Value
▾ Traces up
Macro-force
D2 · Digital Sovereignty
Omnitrend
O14 · Programmable Value
Traced through the codex
What it is
The well-made instruction ships as a packaged skill on app-store-style shelves, with 238,180 counted in one study, yet who owns one, and who pays, is unsettled.
Evidence · what we're seeing
Anthropic adds private plug-in marketplaces for company agents TechCrunch ↗ Consumer behaviourWhen bots make 57.4% of web requests and AI-related complaints to the FBI report $893 million in losses, not knowing what is real becomes a cost.
The Reality Tax
Authenticity Premium
▾ Traces up
Macro-force
D1 · The Trust Recession
Omnitrend
O10 · Authenticity Premium
Traced through the codex
What it is
When bots make 57.4% of web requests and AI-related complaints to the FBI report $893 million in losses, not knowing what is real becomes a cost.
Evidence · what we're seeing
The FBI logged 22,364 AI-related crime complaints in 2025. PYMNTS ↗ Bots made 57.4% of web requests, humans 42.6%, per Cloudflare Radar The Decoder ↗ Brand turnAgainst a flood of machine-made content, human origin becomes something to certify, from book covers to proposed chart rules, though the Authors Guild's mark takes the author's word.
The Human Signature
Verification Stack
▾ Traces up
Macro-force
D1 · The Trust Recession
Omnitrend
O11 · Verification Stack
Traced through the codex
What it is
Against a flood of machine-made content, human origin becomes something to certify, from book covers to proposed chart rules, though the Authors Guild's mark takes the author's word.
Evidence · what we're seeing
Merriam-Webster named "slop" 2025 word of the year; Macquarie chose "AI slop". TechCrunch ↗ A site that sends questions to real people drew about 50M views. Fast Company ↗ Creator economyAI steps out as a named tool in music, and charts and awards draw the line: machine help is allowed only while the work stays substantially human.
Machine Muses
Authenticity Premium
▾ Traces up
Macro-force
D1 · The Trust Recession
Omnitrend
O10 · Authenticity Premium
Traced through the codex
What it is
AI steps out as a named tool in music, and charts and awards draw the line: machine help is allowed only while the work stays substantially human.
Evidence · what we're seeing
The Grammys bar fully AI-generated songs; human authorship must be meaningful. TIME ↗ Culture shiftCycles, menopause and mood step out of the footnotes and into the product roadmap, spoken about in plain daylight.
Hormonal Honesty
Authenticity Premium
▾ Traces up
Macro-force
D1 · The Trust Recession
Omnitrend
O10 · Authenticity Premium
Traced through the codex
What it is
Cycles, menopause and mood step out of the footnotes and into the product roadmap, spoken about in plain daylight.
Evidence · what we're seeing
GovernanceOpenAI pays outsiders up to $7,500 to break its models for safety, yet bias hunting stays a handful of contests: one survey counts five, all time-limited.
The Bias Bounty
AI Dev Process
▾ Traces up
Macro-force
D1 · The Trust Recession
Omnitrend
O21 · AI Dev Process
Traced through the codex
What it is
OpenAI pays outsiders up to $7,500 to break its models for safety, yet bias hunting stays a handful of contests: one survey counts five, all time-limited.
Evidence · what we're seeing
OpenAI opened a public bounty for AI abuse and safety risks SecurityWeek ↗ Researchers use Claude to breach OpenAI under bounty program TechCrunch ↗ Skills signalSoftware engineering's most tedious middle step, writing the code itself, is being handed to an AI agent that opens its own pull request against a real ticket queue.
The Agent Wrote the PR
Agentic Delegation
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O2 · Agentic Delegation
Traced through the codex
What it is
Software engineering's most tedious middle step, writing the code itself, is being handed to an AI agent that opens its own pull request against a real ticket queue.
Evidence · what we're seeing
Cognition says Devin's annualised revenue run-rate reached $492 million TechCrunch ↗ GovernanceAI compliance moves from legal memo to engineering log: continuous evidence a system can be audited against, even as the EU delays its high-risk rules to 2027 and 2028.
Compliance Moves to Code
Compliance-as-Feature
▾ Traces up
Macro-force
M1 · Regulatory Catch-Up
Omnitrend
O18 · Compliance-as-Feature
Traced through the codex
What it is
AI compliance moves from legal memo to engineering log: continuous evidence a system can be audited against, even as the EU delays its high-risk rules to 2027 and 2028.
Evidence · what we're seeing
Guide: log every AI endpoint and monitor continuously Raconteur ↗ GovernanceUS regulators are weighing compliance AI from both sides: FinCEN would credit banks' AI tools, while FINRA warns that agent reasoning can be hard to audit.
The Always-On Audit
Compliance-as-Feature
▾ Traces up
Macro-force
M1 · Regulatory Catch-Up
Omnitrend
O18 · Compliance-as-Feature
Traced through the codex
What it is
US regulators are weighing compliance AI from both sides: FinCEN would credit banks' AI tools, while FINRA warns that agent reasoning can be hard to audit.
Evidence · what we're seeing
FINRA sees AI agents moving into early use at member firms FINRA ↗ GovernanceSoftware ships once its answers can be graded like homework, and prompt testing is becoming the pass mark no AI product clears without.
Grading the Machine
AI Dev Process
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O21 · AI Dev Process
Traced through the codex
What it is
Software ships once its answers can be graded like homework, and prompt testing is becoming the pass mark no AI product clears without.
Evidence · what we're seeing
GovernanceCompliance used to mean a person reading a hundred-page filing; now an AI agent reads it first, and the read has to survive an auditor's questions.
Reading the Rulebook
Compliance-as-Feature
▾ Traces up
Macro-force
M1 · Regulatory Catch-Up
Omnitrend
O18 · Compliance-as-Feature
Traced through the codex
What it is
Compliance used to mean a person reading a hundred-page filing; now an AI agent reads it first, and the read has to survive an auditor's questions.
Evidence · what we're seeing
FINRA sees AI agents moving into early use at member firms FINRA ↗ Labour signalIn a busy warehouse the limit is robots jamming each other, not any one machine, and an MIT and Symbotic system lifted simulated throughput by about a quarter.
Robot Gridlock
Post-Labor Workforce
▾ Traces up
Macro-force
S2 · Embodied Autonomy
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
In a busy warehouse the limit is robots jamming each other, not any one machine, and an MIT and Symbotic system lifted simulated throughput by about a quarter.
Evidence · what we're seeing
InfrastructureAs autonomous AI agents take multi-step actions on their own, the tooling to watch what they actually did is becoming its own layer of infrastructure.
Tracing the Reasoning
AI Dev Process
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O21 · AI Dev Process
Traced through the codex
What it is
As autonomous AI agents take multi-step actions on their own, the tooling to watch what they actually did is becoming its own layer of infrastructure.
Evidence · what we're seeing
Honeycomb ties every model call, handoff and tool use into one view SiliconANGLE ↗ Labour signalUnder California's $20 wage floor, the automation spreading is kiosks and AI voice ordering. Heavy kitchen robots are shrinking into licence deals, and whether the wage caused it is contested.
The Automated Counter
Post-Labor Workforce
▾ Traces up
Macro-force
S2 · Embodied Autonomy
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
Under California's $20 wage floor, the automation spreading is kiosks and AI voice ordering. Heavy kitchen robots are shrinking into licence deals, and whether the wage caused it is contested.
Evidence · what we're seeing
Labour signalUS hotel and casino contracts now make AI something employers must negotiate before it reaches the floor. Unions win notice and a seat at the table, not a veto.
The Bargained Algorithm
Post-Labor Workforce
▾ Traces up
Macro-force
D1 · The Trust Recession
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
US hotel and casino contracts now make AI something employers must negotiate before it reaches the floor. Unions win notice and a seat at the table, not a veto.
Evidence · what we're seeing
Labour signalThe first home humanoid on sale does harder chores through a remote human who sees into the home, recording sessions to train the model. No coherent US framework governs it.
The Remote Housekeeper
Post-Labor Workforce
▾ Traces up
Macro-force
S2 · Embodied Autonomy
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
The first home humanoid on sale does harder chores through a remote human who sees into the home, recording sessions to train the model. No coherent US framework governs it.
Evidence · what we're seeing
NEO handles only short tasks; longer chores go to operators. BGR ↗ Labour signalSoftware that switched off drivers' income drew an €824,990,000 Uber fine from Dutch regulators, now appealed. EU law from December 2026 requires a human to decide any account suspension.
The Answerable Dispatcher
Compliance-as-Feature
▾ Traces up
Macro-force
M1 · Regulatory Catch-Up
Omnitrend
O18 · Compliance-as-Feature
Traced through the codex
What it is
Software that switched off drivers' income drew an €824,990,000 Uber fine from Dutch regulators, now appealed. EU law from December 2026 requires a human to decide any account suspension.
Evidence · what we're seeing
Labour signalBehind every robotaxi sits a person it calls on when it can't cope. California regulates that person, and from 2028 requires remote drivers to be in the US.
The Remote Minder
Post-Labor Workforce
▾ Traces up
Macro-force
S2 · Embodied Autonomy
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
Behind every robotaxi sits a person it calls on when it can't cope. California regulates that person, and from 2028 requires remote drivers to be in the US.
Evidence · what we're seeing
GovernanceSince July 2026, EU cars must carry a driver distraction warning using infrared eye-tracking. US truck drivers have sued an AI dash-cam maker over face and plate scanning without consent.
The Watched Cab
Body as Interface
▾ Traces up
Macro-force
M1 · Regulatory Catch-Up
Omnitrend
O7 · Body as Interface
Traced through the codex
What it is
Since July 2026, EU cars must carry a driver distraction warning using infrared eye-tracking. US truck drivers have sued an AI dash-cam maker over face and plate scanning without consent.
Evidence · what we're seeing
Infrared cameras read eyes, blinks and yawns. Autonext ↗ EducationGenerative AI reliably lifts student performance while it's switched on, but the OECD's 2026 review finds that lift can vanish, or reverse, once the tool is taken away.
The Tethered Gain
Human Reclamation
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O17 · Human Reclamation
Traced through the codex
What it is
Generative AI reliably lifts student performance while it's switched on, but the OECD's 2026 review finds that lift can vanish, or reverse, once the tool is taken away.
Evidence · what we're seeing
The OECD finds AI raises performance without matching learning gains. OECD ↗ The OECD's director says purpose-built tools show more promise. OECD ↗ InfrastructureWorkday has made its AI assistant the front door to its business software, and Oracle has launched a runtime that governs agents inside its own applications.
The Agent Front Door
Agentic Delegation
▾ Traces up
Macro-force
D3 · Platform Disintermediation
Omnitrend
O2 · Agentic Delegation
Traced through the codex
What it is
Workday has made its AI assistant the front door to its business software, and Oracle has launched a runtime that governs agents inside its own applications.
Evidence · what we're seeing
Oracle's Fusion Claw runtime governs agents inside its apps. The Register ↗ EconomyAs AI agents take on work that software vendors priced by the user, Zendesk, Pegasystems, HubSpot and Salesforce are adding charges per resolution, per case and per credit.
Post-Seat Pricing
The Great Unbundling
▾ Traces up
Macro-force
D3 · Platform Disintermediation
Omnitrend
O13 · The Great Unbundling
Traced through the codex
What it is
As AI agents take on work that software vendors priced by the user, Zendesk, Pegasystems, HubSpot and Salesforce are adding charges per resolution, per case and per credit.
Evidence · what we're seeing
Some vendors move charges toward completed work. CIO Dive ↗ Salesforce tests seats, credits and outcome fees together. The Register ↗ EconomyAI is being used to rebuild accounting, IT and service firms that venture money is buying, with private equity betting on the same model and funds launching in Europe.
The Rewired Firm
Post-Labor Workforce
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O4 · Post-Labor Workforce
Traced through the codex
What it is
AI is being used to rebuild accounting, IT and service firms that venture money is buying, with private equity betting on the same model and funds launching in Europe.
Evidence · what we're seeing
Thrive Holdings raised $2B to buy firms and add AI. TechCrunch ↗ A Hamburg fund will buy German service firms. Tech.eu ↗ Work shiftCoding agents are letting companies build software they would otherwise buy, while Microsoft readies agent-built apps for Power BI users and a start-up uses Claude to build Office-style rivals.
Software Made to Order
Bespoke Default
▾ Traces up
Macro-force
S1 · Cognitive Abundance
Omnitrend
O3 · Bespoke Default
Traced through the codex
What it is
Coding agents are letting companies build software they would otherwise buy, while Microsoft readies agent-built apps for Power BI users and a start-up uses Claude to build Office-style rivals.
Evidence · what we're seeing
Nearly a third skipped buying a feature they could build. CIO Dive ↗ Microsoft plans coding-agent app-building for Power BI users. The Register ↗