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AI Edge for Leaders — Blog

AI insights, scheduling best practices, and product updates from the team building the future of enterprise scheduling.

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image of AI Agent Arena: Ten Agents, Five Minutes Each, Live Demos Only
AI Agent Arena: Ten Agents, Five Minutes Each, Live Demos Only

Igniter Silicon Valley presents AI Agent Arena on Thursday, October 22, 2026 at the Oshman Family JCC in Palo Alto. Ten teams, five minutes each, live demos only — no slides. The audience votes on Best AI Agent, Most Innovative, the "Holy Sh*t" Demo, Most Commercially Valuable, Best Early-Stage Team and AI Agent of the Night. Tickets from $5.

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Raj Lal

August 28

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image of Three AI Agents in Sixty Minutes: Parallel, Router, Dynamic
Three AI Agents in Sixty Minutes: Parallel, Router, Dynamic

Twenty minutes of theory, sixty minutes of building. What a room of product managers, engineers and founders actually took home from the Igniter Silicon Valley no-code agentic AI bootcamp — the agent loop, five components, three architectures built live (parallel, router, dynamic), and the guardrails and triggers that decide whether any of it ships.

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Raj Lal

August 21

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image of How to Learn Agentic AI: 50 Real Questions, Answered
How to Learn Agentic AI: 50 Real Questions, Answered

Not another beginner's guide. 50 real questions practitioners asked before the Advanced Agentic AI Workshop — tokens, context windows, guardrails, evals, production deployment — each answered individually.

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Raj Lal

August 20

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image of Your Head Start Has an Expiration Date
Your Head Start Has an Expiration Date

Notes from Yossi Feinberg's "AI and the Nature of the Firm" at the Stanford Ignite 20th reunion — the production function, the three chairs, migration cost as the size of your head start, and why every agentic system is secretly an org chart. Read through the eyes of an agentic AI founder.

image of Raj Lal
Raj Lal

August 13

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image of The Cost of Trust
The Cost of Trust

Every layer that makes AI reliable — grounding, evaluation, verification, human review — adds money, latency, and effort. How much reliability to buy is a budget decision, not a technical one.

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ANCI AI

August 6

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image of Zero Hallucination Is a Lie
Zero Hallucination Is a Lie

"Our AI never hallucinates" is a sales pitch, not an engineering claim. Stop chasing a perfect model you can't have — and start engineering error that's bounded, detectable, and recoverable.

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ANCI AI

August 6

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image of From Mirage to Milestone
From Mirage to Milestone

A pilot doesn't become a product by hoping. It graduates — through a set of deliberate gates that turn an impressive demo into a system you'd stake your name on. The AI Mirage playbook, assembled.

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ANCI AI

August 6

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image of Risk-Tiering Your Use Cases
Risk-Tiering Your Use Cases

One AI policy for everything is the surest way to be both reckless and slow. The fix is a tier — a simple map from "brainstorm freely" to "zero error" that tells you exactly how much to worry.

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ANCI AI

August 6

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image of AI Edge for Leaders, July 2026: The Confident Hallucination
AI Edge for Leaders, July 2026: The Confident Hallucination

The most dangerous AI failure isn't being wrong — it's being wrong so fluently that everyone stops checking. Issue 07 of AI Edge for Leaders: the confidence trap, the demo-to-deployment cliff, evals, grounding, humans at the commit point, and the rise of vertical AI agents.

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Raj Lal

July 30

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