LIVE SIGNALS
SIG-05 Feb 2026 jobs report · 92K jobs lost vs. +59K expected · posture gap made visible in labor market data
SIG-06 SWE-CI benchmark · 75%+ regression rates across 233-day production timelines · EvoScore as the right evaluation frame
SIG-07 Andrew Yang at Abundance Summit · the pulled rung · pyramid to column · knowledge pipeline eliminated before transfer happens
SIG-08 Yang's 1–3 year window · social contract rupture threshold · posture is not only operational — it is the question of what org you are building
STAT 94% of orgs adopting AI · 44% have a security plan · 72% scaled · 33% governed
STAT 6% EBIT impact from readiness gap · 79% experiment · 8.6% in production
SIG-05 Feb 2026 jobs report · 92K jobs lost vs. +59K expected · posture gap made visible in labor market data
SIG-06 SWE-CI benchmark · 75%+ regression rates across 233-day production timelines · EvoScore as the right evaluation frame
SIG-07 Andrew Yang at Abundance Summit · the pulled rung · pyramid to column · knowledge pipeline eliminated before transfer happens
SIG-08 Yang's 1–3 year window · social contract rupture threshold · posture is not only operational — it is the question of what org you are building
STAT 94% of orgs adopting AI · 44% have a security plan · 72% scaled · 33% governed
STAT 6% EBIT impact from readiness gap · 79% experiment · 8.6% in production
05
Signal 05
The Labor Signal
The Posture Gap Made Visible
February 2026 — The U.S. economy loses 92,000 jobs against a consensus forecast of +59,000. A miss of 151,000 in a single month.
The organizations shedding workers are not the ones that moved too slow. They are the ones that moved without a posture. IBM i shops have been called "behind" on AI for three years. This signal reframes that entirely. IBM i practitioners are not behind. They have time. Not much, but some.
The platform is not the liability. Deploying AI agents at speed into the platform that runs half the world's financial transactions, without the governance architecture to sustain them, is the liability.
— Signal4i analysis · Vol. 2 · March 12, 2026
The posture question is not whether to move. It is what to build before the window closes.
06
Signal 06
The Governance Signal
Long-Horizon Governance Collapse
March 4, 2026 — Researchers publish SWE-CI — the first AI coding benchmark built on real production codebases across 233-day, 71-commit timelines. Most models achieve a zero-regression rate below 0.25.
In more than 75% of cases, AI agents that pass standard coding benchmarks introduce regressions when they maintain real production code over 8 months of evolution. IBM i practitioners understand this in their bones. There is a difference between "it passed the test" and "it held up over time."
EvoScore: the extent to which an AI agent can support the future advancement of code, not just its current functional state. The first metric that captures what IBM i organizations actually need.
— SWE-CI paper · Alibaba Group / Sun Yat-sen University · March 4, 2026
Not a demo. Not a one-shot solution. Sustained maintainability across the evolution of a production codebase.
07
Signal 07
The Human Signal
The Pulled Rung
March 8, 2026 — At the Abundance Summit, Andrew Yang documents three simultaneous instances of the same structural event across industries: the elimination of the knowledge worker on-ramp.
The workforce has shifted from pyramids to columns. Three junior engineers per senior enabled training, mentorship, and institutional knowledge transfer. The column model eliminates the developmental pipeline. The next cohort of senior talent does not form. IBM i practitioners know this story — it has been running on the platform for fifteen years.
"If you're a young person, you never make it into one of these environments to get trained, to learn, to develop, to ascend. Steps three and four are disappearing."
— Andrew Yang · Abundance Summit · March 8, 2026
AI agents cannot replace what IBM i practitioners carry. No model was trained on thirty years of business logic. It lives in people. And the column model is eliminating the pipeline.
08
Signal 08
The Workforce Signal
Social Contract Rupture Threshold
March 8, 2026 — Also at the Abundance Summit, Yang names a datable cultural threshold and declares a 1–3 year window requiring intervention — calling it the most urgent policy moment of his career.
Financial services. Insurance. Healthcare. Manufacturing. These are the sectors running on IBM i. These are the sectors at the center of the displacement story Yang is describing. Organizations running this infrastructure that can demonstrate governance posture are positioned differently in the window Yang is naming.
Washington operates on a multi-decade tape delay. What was previously institutional lag is now, in Yang's framing, catastrophic.
— Andrew Yang · Abundance Summit · March 8, 2026
The posture question is not only operational. It is the question of what kind of organization you are building in a period when the answer has consequences beyond the balance sheet.
About Signal4i
Signal4i is a practitioner-facing publication tracking the AI signals that matter for IBM i organizations. Not predictions. Not vendor positioning. Events that have happened, data that has landed, and what they mean for the organizations running the world's most resilient enterprise platform.
Published by a CTO who has spent 30 years on the platform — and is watching what's coming.
The Thesis
The IBM i platform runs roughly half the world's business transactions. The people who understand it — deeply, operationally, across decades of business logic — are exactly what the agentic economy is going to need.
The gap isn't the technology. The gap is the posture. Signal4i exists to close it.