Vol. IIIssue 013 · 2026-06-19 · Personalised ten-screen format
reAImagine.work№ 013 · W25 . JUN 2026 · Archive
Different name, different cover.
// LIVE·SCREEN 01 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM·READER Editor reAImagine
01 / 10 COVER
№ 013·W25 . JUN 2026·The AI & Work Report

The agent did not take a job. It took the rung every engineer used to start on.

HAND-MADE INTELLIGENCE · FRI · 19 JUN 2026 · FREE
№ 013 · IMPRESSIONISM · seeded for Editor reAImagine
Art form · this issue

Impressionism

Paris, 1870s. Monet, Renoir, Pissarro, Morisot painted light rather than line, working fast and outdoors in broken touches of unmixed colour. The Salon refused them, so they showed themselves. The dab carries the moment; the scene resolves only at a distance.

Cover seeded for Editor reAImagine. The hue, density and composition are deterministic to this name. Different name, different cover, new art form every Friday.

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// LIVE·SCREEN 02 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM
02 / 10 DASHBOARD

The cheapest seat in the org chart is the first one the agent fills. India staffed that seat the deepest, and the ladder above it was built on the assumption that someone would always be standing on the bottom rung.

Issue 013. An AI agent reaches the resolution where a job stops being a job and becomes a setting in someone else's platform. reAImagination's task-level forecast prices the L1/L2 support role at 84 percent substitutable -- and the deeper risk is not the seat, it is the pyramid that used to grow out of it.

Signal · 03 / 10→
84% substitutable

The cost-weighted share of the Application Support Engineer's work that reAImagination's IT Services forecast routes to automation. At 85 percent automatable cost on a near horizon, the L1/L2 support role does not shrink -- it dissolves. The agent does not sit beside the support engineer. It takes the seat.

Shift · 04 / 10→
From AI replaces the engineer. -> To AI removes the rung the engineer started on.
The roles that dissolve -- L1/L2 support, manual QA -- are the entry rungs where a graduate learns the estate and the craft. Automate them and you remove not just the seats but the pipeline that grows into the senior roles above. That is the pyramid trap, and for a firm that sells hours of engineering it is business-model substitution, not job loss.
Verdict · 05 / 10→

If the agent is in the org chart, the durable seat is not the one doing the routine half of the work. It is the one that owns the judgement half and directs the agents around it.

  • Build the seat above the agent.
  • Price value, not just exposure.
  • Use the policy lever.
Careers · 06 / 10→

Rising

  • Platform and AI-delivery engineer↗
  • Model risk and AI-control officer↗
  • Agentic-delivery operations lead↗

Cuts this wk

  • GitLab−350
// LIVE·SCREEN 03 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM
03 / 10 THE SIGNAL
84% substitutable

The cost-weighted share of the Application Support Engineer's work that reAImagination's IT Services forecast routes to automation. At 85 percent automatable cost on a near horizon, the L1/L2 support role does not shrink -- it dissolves. The agent does not sit beside the support engineer. It takes the seat.

Eighty-four percent is a decomposition, not a headcount. The forecast breaks the role into 53 sub-tasks, prices each, and routes it -- and when that much of the cost-bearing work lands on the automatable side, the role stops being a role. India runs 2,117 capability centres and 2.36 million people; this is the measured weight of the rung it staffed the deepest.

// LIVE·SCREEN 04 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM
04 / 10 THE SHIFT

From AI replaces the engineer. -> To AI removes the rung the engineer started on.

Watch the platform companies live it first. GitLab cut about 350 people, 14 percent, and flattened up to three management layers for the agentic era; ServiceNow cut hundreds and credited the AI efficiencies its own platform generates inside its own business. What a platform does to its own org chart this year is a demonstration of what it sells every customer to do next.

The roles that dissolve -- L1/L2 support, manual QA -- are the entry rungs where a graduate learns the estate and the craft. Automate them and you remove not just the seats but the pipeline that grows into the senior roles above. That is the pyramid trap, and for a firm that sells hours of engineering it is business-model substitution, not job loss.
// LIVE·SCREEN 05 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM
05 / 10 THE VERDICT

If the agent is in the org chart, the durable seat is not the one doing the routine half of the work. It is the one that owns the judgement half and directs the agents around it.

Stop defending the rung that is dissolving and build the seat the residue flows into -- the orchestration, governance and redesign roles that sit above the agent, not beside it.
  1. Build the seat above the agent. The mid-level developer redesigns rather than dissolves because only 22 percent of its work is automatable; the business analyst redesigns too. The routine drains out and the judgement concentrates, so move the operations head's hiring toward the roles that direct the agents, not the ones that compete with them.
  2. Price value, not just exposure. Ranked by value at stake rather than substitutability, the business analyst tops the IT-services list at about 11,791 dollars per seat -- not the most automatable role, but the one with the most economic value in play. A job-level view misses this; only task-level costing surfaces it. Invest where redesign unlocks the most, not only where risk is highest.
  3. Use the policy lever. The Gulf has a structural reason to redesign retained technical work rather than automate it away -- UAE Emiratisation rising 2 percent a year toward 10 percent, fines near 108,000 dirhams per unfilled role, and 24 billion dirhams of Nafis support. That turns inclusive redesign into compliance economics. India holds the dissolving rung; the Gulf has the lever to build a redesigned one.
// LIVE·SCREEN 06 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM
06 / 10 CAREER VECTORS

Career vectors.

Two weeks of named layoffs. 6 rising role categories with sourced hiring signals.

↘ This week · 350 jobs↗ Rising · 6 categories

Announced layoffs · week-on-week

Previous wk 86 · This wk 350
02004006008001KSALESFORCE86 (Agentforce, MuleSoft)GITLAB350 (~14% of staff)
Source: layoffs.fyi · company filings · Bloomberg · Reuters · TechCrunch. Counts are announced redundancies; dates per primary source.

Rising role categories

Hiring signal · named companies · this week

Platform and AI-delivery engineer

The seat that expands. reAImagination's forecast routes the Platform, SRE and AI-delivery engineer to growth at 49 percent exposure -- the capability to run agents at scale rises as the routine rungs fall. GitLab is rebuilding its own infrastructure for agentic workloads while it cuts elsewhere.

Source · reaimagination-it-services

Model risk and AI-control officer

Banking's control function expands as more automated decisions must be governed. reAImagination's banking forecast routes the Model Risk Officer to growth precisely because the machines now make the calls a human must supervise, audit and answer for.

Source · reaimagination-banking

Agentic-delivery operations lead

The GCC operations head who decides where the agent enters the workflow. India runs 2,117 capability centres and 2.36 million professionals, with more than 1,200 already embedding AI; someone has to redesign the delivery line around the agent rather than bolt it on.

Source · nasscom-zinnov-gcc-2026

Inclusive-redesign technical lead

The Gulf seat that re-architects retained technical work to be feasible for nationals and People of Determination. UAE Emiratisation policy and Nafis funding make inclusive redesign pay, turning a virtue into compliance economics.

Source · uae-emiratisation-2026

AI-skills and capability builder

The person who closes the gap the agent exposes. Quess Corp puts the AI and data skills shortfall across India's GCC ecosystem at 38 to 42 percent, and Deloitte sees AI-specialist demand up more than 300 percent since 2024.

Source · quess-ai-skills-gap

Captive-centre AI governance lead

The seat enterprises are building in-house to keep agents, data and security under their own control. Deloitte notes intellectual-property control and regulation are pushing more work into captive GCCs, where governance is easier than in a vendor's shared model.

Source · gcc-governance-captive
// LIVE·SCREEN 07 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM
07 / 10 REGION HIGHLIGHTS

Three regions. Three speeds.

Short read · this week's signal through the India, Middle East, and Africa lens

Region · INHEAT 94
India

The rung floor of the world. India runs 2,117 Global Capability Centres employing 2.36 million professionals and generating 98.4 billion dollars, the densest concentration of enterprise process work anywhere, and more than 1,200 of those centres have already embedded AI. Of roughly 1.9 million people in the estate, 55 percent are in roles exposed to automation and up to 80 percent of routine operational work -- L1 support, manual QA -- is on the table. reAImagination prices the support rung at 84 percent substitutable. India staffed the exact seat the agent fills first.

Key watchoutThe pyramid trap lands hardest where the entry rung is deepest. The durable move is to redesign the delivery line around the agent and build the orchestration and governance seats above it, not to defend the rung that is dissolving.
Region · MEHEAT 71
Middle East

The policy lever on the same machine. While India holds the dissolving rung, the Gulf has a structural reason to redesign retained technical work rather than offshore or automate it away: nationalisation. The UAE requires skilled-role Emiratisation rising 2 percent a year toward 10 percent, fines non-compliance near 108,000 dirhams per unfilled role, and backs Nafis with 24 billion dirhams of salary support and co-funded technical training. That makes inclusive redesign -- work re-architected to be feasible for nationals and People of Determination -- a compliance calculation, not a corporate virtue.

Key watchoutPolicy can fund a redesigned rung, but only if the work is rebuilt rather than imported whole. The Gulf seat that lasts is the technical lead who re-architects the role, not the one who replicates the offshore pyramid the agent is already dissolving.
Region · AFHEAT 54
Africa

Arriving at the rung as it disappears. Africa's nascent capability-centre and BPO base enters the delivery chain at the same L1 and manual-QA rung that reAImagination's forecast routes to dissolution -- the entry seat that grew careers is closing just as the continent reaches for it. The opening is to skip the dissolving rung entirely and build at the orchestration and governance layer the forecast shows expanding, rather than staffing the one the agent already holds.

Key watchoutEntering at the automatable rung banks a short window and inherits the pyramid trap with none of the ladder. The durable entry point is the redesigned and supervisory work above the agent, not the routine work beneath it.
// LIVE·SCREEN 08 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM
08 / 10 SECTOR IMPACT

Nine sectors. Nine weathers.

Short read · this week's signal across the nine sectors we cover

SectorHEAT 95
IT services and delivery

The lead. reAImagination's IT Services forecast decomposes five roles into 53 sub-tasks: Application Support and Manual QA dissolve at 84 and 77 percent; mid-level Developer and Business Analyst redesign at 64; Platform and AI-delivery expands at 49. The pyramid trap is the finding -- automating the entry rungs removes the pipeline that grows the senior ones, and for a firm selling hours of engineering it substitutes the business model, not just a role.

Key watchoutThe real risk is not AI replacing engineers; it is AI removing the bottom rung every engineer started on. Redesign the rung before it is removed, and decide deliberately where the human enters the workflow.
SectorHEAT 90
Banking and financial services

The clean substitution. reAImagination's Banking forecast routes three roles to three verdicts: KYC Remediation Analyst dissolves, Relationship Manager redesigns, Model Risk Officer expands. The through-line is legibility -- banking spent decades documenting and offshoring its processes, and that same documentation is what now makes the work legible to automation. Substitution arrives in a form the industry spent forty years preparing for without realising it.

Key watchoutThe better-mapped the work, the more exposed it is. The counter-intuitive winner is the control function: as machines make more decisions, the Model Risk Officer who governs them grows.
SectorHEAT 86
Enterprise software platforms

The demonstration. ServiceNow cut hundreds and credited the AI efficiencies its own platform generates inside its business; GitLab cut about 350 and rebuilt its org chart for the agentic era; Salesforce took support from 9,000 to 5,000 as Agentforce handled half of conversations, then did not backfill. What the platform does to itself is what it sells the enterprise to do next.

Key watchoutThe vendor restructuring its own org chart around agents is a working preview of the customer's next reorg. Read the supplier's headcount, not just its roadmap.
SectorHEAT 82
Global capability centres

The concentration. GCCs added nearly 200,000 net employees in fiscal 2026, almost twice the IT-services figure, and now drive an estimated 30 to 35 percent of India's AI hiring, with mid-to-senior talent up to 77 percent of intake. Captive centres are pulling higher-value work in-house for governance reasons, even as the routine rung beneath them dissolves.

Key watchoutNet hiring growth hides the rung that is disappearing underneath it. The GCC that thrives hires for orchestration and governance, not for the L1 seat the agent now holds.
SectorHEAT 74
Professional and advisory services

The new mandate. Any board deploying agentic AI into delivery now inherits a pyramid-trap question that did not exist two years ago: if you automate the entry rung, where does the next generation of senior talent come from. Advising on workflow redesign, where the human enters, and how the pipeline survives is an engagement in its own right.

Key watchoutGeneric AI-strategy decks count the seats saved this quarter and miss the pipeline lost over five years. The advice is only as good as the task-level read behind it.
SectorHEAT 68
Government and public policy

The lever. The Gulf shows policy shaping the outcome: UAE Emiratisation toward 10 percent, fines near 108,000 dirhams per unfilled role, and 24 billion dirhams of Nafis support turn inclusive redesign of technical work into compliance economics. Where India relies on market forces at the dissolving rung, the Gulf has a policy instrument to fund a redesigned one.

Key watchoutA quota without redesigned work is a seat that cannot be filled. Policy lifts only if the work is re-architected to be feasible, not just mandated to be staffed.
SectorHEAT 60
Education and skilling

The pipeline question made literal. Quess Corp puts the AI and data skills gap across India's GCC ecosystem at 38 to 42 percent while the entry rung that traditionally trained people dissolves. The teaching has to leap past the rung the agent holds and aim at the orchestration, governance and redesign layer above it.

Key watchoutTraining people for the dissolving rung trains them for a closing seat. The skilling that lasts targets the roles that direct and govern the agent, not the ones it replaces.
SectorHEAT 54
Banking technology and operations

The back office as test case. reAImagination's banking read shows the KYC Remediation Analyst dissolving because the work was already documented for offshoring, while the Relationship Manager keeps its judgement half. The operations that mapped themselves most thoroughly are the ones the agent reads most easily.

Key watchoutLegibility cuts both ways. The process you documented to export is the process the agent learns fastest; the durable seat is the judgement the documentation never captured.
SectorHEAT 48
Technology labour market

The aggregate. Tech layoffs crossed roughly 168,000 in the first half of 2026, with AI cited as a driver in over half of events, as enterprise-software firms restructured around agentic AI. The shape matters more than the total: the routine and entry rungs go, the orchestration and governance rungs grow, and the gap between the two tracks widens.

Key watchoutThe headline number flattens a redistribution. Read which rungs vanish and which expand, not just how many seats moved.
// LIVE·SCREEN 09 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM
09 / 10 LEARNING AGENDA

Five skills to master this week.

For Editor reAImagine · curated to this issue's signal · 90-day horizon

Skill · 01HORIZON · 30 DAYS
Agentic-delivery orchestration

Where the L1/L2 support engineer transitions into the agentic-delivery orchestration lead. The forecast routes the support rung to dissolution, so the move is to direct the agents that now hold it.

Master this byTake one real support or delivery workflow and redesign it agent-first -- map which sub-tasks the agent holds, where the human enters, and how handoffs are governed, with before-and-after throughput in a repo or deck.
Key watchoutShow one redesigned workflow, not five tool certifications. The orchestration seat is judged on the line it rebuilt, not on time spent on the rung the agent now owns.
Skill · 02HORIZON · 60 DAYS
AI control and model governance

Where the compliance or audit analyst transitions into the model risk and AI-control officer. The banking forecast routes this seat to expansion because automated decisions must be supervised, audited and answered for.

Master this byBuild a model-governance case for one automated decision in your sector -- the audit trail, the bias check, the human-override and appeal path -- against a real workflow, with a named accountable owner.
Key watchoutGovernance is a deployment, not a policy PDF. Buyers and boards discount a framework with no audited decision behind it.
Skill · 03HORIZON · 60 DAYS
Task-level role redesign

Where the delivery or engineering manager transitions into the role-redesign lead. Only task-level costing surfaces which half of a role survives, so the skill is reading the role at the resolution of its sub-tasks.

Master this byDecompose one real role into its sub-tasks, price each by effort, and route it -- then show which sub-tasks dissolve, which redesign, and where the highest value at stake actually sits, against your own delivery rate.
Key watchoutA job-level view hides the value. The redesign that sells is the one backed by a costed sub-task map, not a generic automation assertion.
Skill · 04HORIZON · 90 DAYS
Inclusive technical redesign

Where the technical lead transitions into the inclusive-redesign engineer. Gulf nationalisation policy makes re-architecting retained work for a wider workforce a funded, favoured seat rather than a corporate virtue.

Master this byRe-architect one retained technical workflow to be feasible for nationals and People of Determination -- the accommodations, the tooling, the training path -- and cost it against the Emiratisation fine and Nafis support it offsets.
Key watchoutInclusive design that is not rebuilt into the work is a slogan. The funded seat is the one that re-architects the role, not the one that relabels it.
Skill · 05HORIZON · 90 DAYS
AI-skills capability building

Where the trainer or capability manager transitions into the AI-skills capability lead. With a 38 to 42 percent AI-skills gap across the GCC estate, the seat that closes it sits above the rung the agent dissolved.

Master this byDesign one capability pathway that moves people off the dissolving rung and into orchestration, governance or redesign roles, with measurable progression, not a catalogue of disconnected courses.
Key watchoutTraining for the rung the agent holds trains for a closing seat. Aim the pathway at the roles that direct and govern the agent, not the ones it replaces.
// LIVE·SCREEN 10 / 10·ISS 013·W25 . JUN 2026·ART FORM IMPRESSIONISM
10 / 10 THE GOVERNANCE COMPANION
A reAImagine.work x InGovern programme

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Issue 013's lead is, in board terms, a pipeline decision wearing an efficiency badge. The agent you deploy into delivery this quarter removes the entry rung your senior engineers were grown on -- and the saving shows up now while the missing pipeline shows up in five years, long after the credit for the cost cut has been banked. If your organisation is routing process work to agentic AI, three questions sit between you and your next AGM. Do you know which rungs of your delivery pyramid you are automating, and where the next generation of senior talent will come from once they are gone? Do you have a named accountable human for every automated decision your delivery now makes? Are you redesigning the work around the agent deliberately, or letting the agent decide by absence where the human no longer fits? The Board AI Briefing, reAImagine.work x InGovern, datelined Bengaluru and Dubai, reads each week's signal at the resolution reAImagination's task-level forecasts work in -- sub-task by sub-task, not headline by headline. Read more at reaimagine.work/board-briefing.

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Editorial by reAImagine.work, founded by Debu Mishra. Board governance practice from InGovern Research Services, founded by Shriram Subramanian. Bengaluru and Dubai.

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