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Soumit Salman Rahman

Soumit Salman Rahman

AI‑Driven Workforce Shift Spurs Reskilling and Hiring Constraints in 2025

AI‑Driven Workforce Shift Spurs Reskilling and Hiring Constraints in 2025

The 2025 job‑market analysis documents a modest rise in overall unemployment (0.2‑0.4 percentage points) driven primarily by the 22‑25 age cohort. In Canada, the 15‑24 unemployment rate fell from 14.7 % to 14.0 % in September, yet sector‑specific data show a decline for

Air Arabia near‑miss and United windshield breach spotlight human‑machine delay and rising space‑debris risk

Air Arabia near‑miss and United windshield breach spotlight human‑machine delay and rising space‑debris risk

From the Air Arabia A320 near‑miss and A330 runway conflict (20 Sep 2025) to United Airlines’ 737‑MAX windshield breach (19 Oct 2025), there have been two major converging safety challenges: human‑machine interaction during critical flight phases and the emergence of external kinetic threats that exceed the protective

Generative AI Faces Rising State Penalties and Federal Preemption Debate

Generative AI Faces Rising State Penalties and Federal Preemption Debate

Regulatory Landscape and Liability Exposure California’s SB‑53 imposes $1 M penalties for each “catastrophic risk” omission, while Texas TRAIGA levies $200 k per breach and $40 k daily for continued violations. Illinois introduces strict product‑liability standards that treat algorithmic bias and disinformation as “harm.” Collectively, these measures

Recent Forensic Findings Reshape Cybersecurity Priorities

Recent Forensic Findings Reshape Cybersecurity Priorities

State‑Level Crypto Forfeiture and Its Systemic Impact The Department of Justice announced the seizure of 127 271 BTC (≈ $15 bn) on 14 Oct 2025, the largest crypto forfeiture in U.S. history. The assets originated from Chen Zhi’s forced‑labor “pig‑butchering” syndicate. On‑chain analysis shows a

Global low-hire environment: 5% layoffs at BU, 3% at Berklee, 78k manufacturing jobs lost to AI

Global low-hire environment: 5% layoffs at BU, 3% at Berklee, 78k manufacturing jobs lost to AI

Low‑hire, Low‑fire In the United States, layoffs have affected 5 % of Boston University staff and 3 % of Berklee College of Music faculty, while 78 000 manufacturing jobs have vanished due to AI‑driven automation (Oct 2025). Unemployment claims remain high (263 000 in September 2025) and retail seasonal

Microsoft Unveils Copilot Studio with GPT-5 and Windows 11 AI

Microsoft Unveils Copilot Studio with GPT-5 and Windows 11 AI

Microsoft Copilot Studio Expansion, GPT‑5 Integration, and Enterprise Agent Runtime September 2025 added a GPT‑5 engine and a purpose‑built enterprise agent runtime to Copilot Studio. New capabilities include Prompt Builder v2, Power Fx support, file groups up to 12 k, UI‑automation for legacy web portals, a

Consolidation, Trade Pressure, and AI Drive US Business Dynamics

Consolidation, Trade Pressure, and AI Drive US Business Dynamics

1. Capital‑Driven M&A Consolidation Five major U.S. banks reported a “sharp revenue increase” in advisory, equity and debt underwriting, with equity‑underwriting revenue at Morgan Stanley up 80 % YoY. Global M&A fees rose 42 % to $11.5 bn, while Goldman Sachs advised on more