Author

James Kuhman

@james.kuhman

articles: 41
total claps: 2,355
top claps: 439
avg read: 6.1 min
paywalled: 39
active: 2025-03-23 → 2026-07-16

Wiki topics

AI · AI · General · 33 STP · Startups & Venture · 25 BIZ · Business Strategy · 21 LLM · Large Language Models · 12 📋 · Product Management · 11 💻 · Programming · 11 🔓 · Open Source · 10 ECO · Economy · General · 8

Top tags

#artificial-intelligence ·26 #startup ·19 #software-engineering ·17 #entrepreneurship ·12 #product-management ·11 #programming ·10 #business ·8 #security ·8 #leadership ·8 #ai ·7

AI MDA

JA James Kuhman · KAIRI

Submission Guidelines for KAIRI AI “Cool Artificial Intelligence Researching Individuals”

Welcome to our community! We are dedicated to exploring the many facets of AI — covering everything from generative models and machine…

Mar 23, 2025 · 3 min read · 439 claps #kairi-ai #studiox #studiox-ai

AI ECO TCH MKT

JA James Kuhman · KAIRI

The 2026 SEO Problem Is Revenue Lost After the Citation

The May 2026 arXiv study shows AI Overviews can cite publisher pages while keeping the search visit, forcing organic budgets to price…

Jul 05, 2026 · 7 min read · 181 claps paywalled #artificial-intelligence #economics #business

The 2026 SEO Problem Is Revenue Lost After the Citation

AI ECO MDA MKT SCI

JA James Kuhman · KAIRI

Google’s 39% MMM Gap Exposes the Budget Your Dashboard Can’t Defend

Scenario Planner turns Meridian into a 2026 allocation test: past-proof reports lose when finance asks what changes next.

Jun 08, 2026 · 5 min read · 140 claps paywalled #marketing #analytics #business

Google’s 39% MMM Gap Exposes the Budget Your Dashboard Can’t Defend

AI TCH LIF ECO

JA James Kuhman · KAIRI

GitHub’s 59-Minute Agent Forces CTOs to Measure Accepted Issues

GitHub caps each job at one repo/branch/PR for 59 minutes, shifting the score from generated diffs to accepted work.

Jun 11, 2026 · 8 min read · 130 claps paywalled #ai #software-engineering #startup

GitHub’s 59-Minute Agent Forces CTOs to Measure Accepted Issues

AI MKT HUM TCH

JA James Kuhman · KAIRI

GitHub’s 2026 Copilot Merge Metric Exposes Review Bottlenecks

Median merge minutes for Copilot-authored PRs give CTOs a buyer test before agent spend stalls releases.

Jun 17, 2026 · 6 min read · 130 claps paywalled #ai #programming #software-engineering

GitHub’s 2026 Copilot Merge Metric Exposes Review Bottlenecks

AI ECO TCH

JA James Kuhman · KAIRI

The 2025 DORA Report Audits AI Coding After the Commit

Nearly 5,000 respondents and 90% AI use reveal the CEO test: fund release control before faster code pushes failure into customers.

Jun 19, 2026 · 5 min read · 111 claps paywalled #artificial-intelligence #leadership #startup

The 2025 DORA Report Audits AI Coding After the Commit

AI ECO TCH SCI

JA James Kuhman · KAIRI

Gemini’s 0.24 Wh Claim Leaves AI Buyers the Grid Bill

Google’s 2025 serving paper is real evidence; IEA’s 2026 update still points to 950 TWh by 2030, where local capacity becomes the risk.

Jun 30, 2026 · 6 min read · 104 claps paywalled #artificial-intelligence #data-science #data

Gemini’s 0.24 Wh Claim Leaves AI Buyers the Grid Bill

AI TCH LIF ECO

JA James Kuhman · KAIRI

Sixteen Developers, 246 Tasks, and the AI Coding Budget Trap

In 2025, 16 experienced open-source developers finished 246 real tasks slower with AI, turning seat expansion into a measurement problem.

Jun 04, 2026 · 5 min read · 101 claps paywalled #ai #startup #productivity

Sixteen Developers, 246 Tasks, and the AI Coding Budget Trap

AI ECO MDA MKT TCH

JA James Kuhman · KAIRI

Unreal’s 2 Million-Car Dashboard Bet Has a Security Catch

Unreal HMI crossed from showroom polish into runtime control, while Auto-ISAC’s 2025 guides show why secure development must move upstream.

Jun 06, 2026 · 8 min read · 80 claps paywalled #software-engineering #product-management #startup

Unreal’s 2 Million-Car Dashboard Bet Has a Security Catch

AI TCH ECO

JA James Kuhman · KAIRI

GitHub’s June 1 Change Makes AI Review Billable Twice

GitHub’s April 27 pricing change took effect June 1, pairing AI Credits with Actions minutes when private-repo reviews run.

Jun 28, 2026 · 7 min read · 80 claps paywalled #startup #artificial-intelligence #entrepreneurship

GitHub’s June 1 Change Makes AI Review Billable Twice

AI ECO

JA James Kuhman · KAIRI

Klarna’s Google Pay Button Turns Checkout Speed Into Credit Risk

The May 2026 rollout into Gemini, Search, and AI Mode shows why fintech leaders should preserve pauses that protect repayment confidence.

Jun 07, 2026 · 6 min read · 79 claps paywalled #artificial-intelligence #finance #security

Klarna’s Google Pay Button Turns Checkout Speed Into Credit Risk

AI ECO

JA James Kuhman · KAIRI

The $30B GenAI Divide Is Coming for Soft Approval Memos

The July 2025 report puts most enterprise pilots outside measurable P&L, making memory, exception handling, and one owner the renewal test.

Jun 22, 2026 · 8 min read · 71 claps paywalled #artificial-intelligence #automation #leadership

The $30B GenAI Divide Is Coming for Soft Approval Memos

ECO MKT

JA James Kuhman · KAIRI

Google’s 2026 FAQ Cut Forces an Answer Page Budget Test

With FAQ rich results gone May 7, Search Console support drops expose which pages still reduce crawl waste, tickets, or kgCO2e.

Jun 23, 2026 · 8 min read · 65 claps paywalled #business #economics #marketing

Google’s 2026 FAQ Cut Forces an Answer Page Budget Test

AI TCH ECO

JA James Kuhman · KAIRI

GitHub’s Agent-Logs-Url Turns AI Commits Into a Trust Test

GitHub’s March 20 changelog moved Copilot session logs into commit history, where founders can inspect intent before reviewers inherit the…

Jun 14, 2026 · 6 min read · 62 claps paywalled #artificial-intelligence #startup #programming

GitHub’s Agent-Logs-Url Turns AI Commits Into a Trust Test

AI ECO TCH

JA James Kuhman · KAIRI

Apple’s Cloud AI Bet Has a Hidden Sales Lesson

Apple’s 2026 security guide and Dittmar et al.’s May teardown move cloud AI privacy from policy language to attestation, logs, and routing…

Jul 12, 2026 · 7 min read · 60 claps paywalled #artificial-intelligence #startup #cloud

Apple’s Cloud AI Bet Has a Hidden Sales Lesson

AI HUM SCI TCH

JA James Kuhman · KAIRI

Oregon State’s 2025 Copilot Test Broke Junior Hiring Proof

Ten students finished 34.9% faster with Copilot, showing why green tests can mask comprehension debt before review backlog starts.

Jul 02, 2026 · 6 min read · 60 claps paywalled #artificial-intelligence #education #programming

Oregon State’s 2025 Copilot Test Broke Junior Hiring Proof

AI ECO TCH

JA James Kuhman · KAIRI

The $0.01 Copilot Meter Makes Every Agent Backlog a Billing Decision

GitHub’s June 1 billing docs tie Copilot cost to tokens, model choice, agent sessions, Actions minutes, and review capacity.

Jun 20, 2026 · 7 min read · 54 claps paywalled #artificial-intelligence #startup #software-engineering

The $0.01 Copilot Meter Makes Every Agent Backlog a Billing Decision

AI ECO TCH SCI

JA James Kuhman · KAIRI

Idle Machines Turn Gemini’s Prompt Math Into Contract Risk

Google Cloud’s 2025 Gemini prompt math meets IEA’s 2026 demand outlook, turning tiny unit costs into pricing, uptime, and disclosure risk.

Jun 05, 2026 · 5 min read · 51 claps paywalled #artificial-intelligence #cloud #data

Idle Machines Turn Gemini’s Prompt Math Into Contract Risk

AI ECO MKT TCH

JA James Kuhman · KAIRI

Google’s Web Bucket Hides the Revenue Leak Founders Miss

Search Central counts AI Overviews and AI Mode inside Web reporting; Pew’s 2025 click study shows why traffic can lie.

Jun 29, 2026 · 6 min read · 50 claps paywalled #artificial-intelligence #startup #marketing

Google’s Web Bucket Hides the Revenue Leak Founders Miss

AI TCH ECO

JA James Kuhman · KAIRI

The 59.8MB Claude Code File That Changed Release Risk

Axios and The Verge traced the March 2026 leak to packaging residue, turning tarball inspection into the release gate CTOs can’t skip.

Jul 03, 2026 · 5 min read · 50 claps paywalled #artificial-intelligence #startup #software-engineering

The 59.8MB Claude Code File That Changed Release Risk

AI MDA ECO

JA James Kuhman · KAIRI

ECRI’s 2026 AI Warning Moves the Demo Into the ICU

Dräger’s 64-patient alarm view and FDA’s 2026 CDS guidance show why buyers must test judgment under pressure, not visual polish.

Jul 14, 2026 · 6 min read · 44 claps paywalled #artificial-intelligence #health #technology

ECRI’s 2026 AI Warning Moves the Demo Into the ICU

MED LIF

JA James Kuhman · KAIRI

Urban Heat Islands: How Cities Can Cool Down and Save Lives

Heat islands raise city temps up to 17°F; design fixes like trees and cool roofs can cut risk and cost.

Jan 06, 2026 · 7 min read · 39 claps paywalled #city-design #public-health #climate-resilience

Urban Heat Islands: How Cities Can Cool Down and Save Lives

AI ECO HUM SCI TCH

JA James Kuhman · KAIRI

Google Classroom’s Gemini Tab Makes Source Custody the Student-Safety Gate

Google’s 2025 Classroom and NotebookLM rollout turns teacher files into study tools, so districts need packet-level proof before students…

Jul 11, 2026 · 6 min read · 37 claps paywalled #ai #education #science

Google Classroom’s Gemini Tab Makes Source Custody the Student-Safety Gate

ECO MKT

JA James Kuhman · KAIRI

Duke’s 45.4% Cut Rate Makes Marketing Name the Dollars

The 2026 CMO Survey shows marketing gets cut first when profit misses expose who can prove revenue movement.

Jul 04, 2026 · 5 min read · 23 claps paywalled #marketing #leadership #analytics

Duke’s 45.4% Cut Rate Makes Marketing Name the Dollars

AI TCH LIF ECO

JA James Kuhman · KAIRI

GitHub’s 59-Minute Copilot Limit Exposes Paid Review Debt

GitHub Docs draw a one-repo, one-branch, one-PR box; AIDev’s rejected fixes show why bad assignments become human review work.

Jul 15, 2026 · 6 min read · 22 claps paywalled #ai #software-engineering #startup