Domain-Specific ASR: Why General Models Fail in the Real World
Legal terminology, manufacturing jargon, call center scripts - each requires specialized training. The myth of 'one model to rule them all.'...
Hard-won lessons from 45+ years in the trenches.
No optimism theater What actually works
Legal terminology, manufacturing jargon, call center scripts - each requires specialized training. The myth of 'one model to rule them all.'...
Series A funding often kills more companies than it saves. The pressure to scale before ready destroys sustainable businesses....
The architecture mistakes that kill startups: premature microservices, wrong database choices, god objects, missing observability, and more. Patterns that repeat across failed companies....
First-person account of running Core Logic Software during the 2000-2002 dot-com crash. When the NASDAQ fell 78% and 4,854 internet companies died, what it looked like from inside the ecosystem....
During the Gulf War, Iraqi troops surrendered to the USS Missouri's Pioneer UAV - the first surrender to a drone in history. Connecting military autonomous systems history to today's AI debates....
ORMs hide the database until they don't, create performance traps, and solve the wrong problem. SQL is the better abstraction. A contrarian take from 30 years of database work....
The AI wrapper economy mirrors dropshipping: low barriers to entry, no moat, platform dependency. With 90% failure rates and platforms absorbing successful features, the model is broken by design....
The security industry profits from fear. Most breaches have minimal impact while companies overspend on exotic threats....
A comprehensive checklist for evaluating startup technology: architecture, code quality, infrastructure, team, and security. Based on patterns from evaluating dozens of startups....
Gartner predicts task-specific AI models will be used 3x more than general-purpose LLMs by 2027. Why latency, cost, and privacy push enterprises toward SLMs....
Local-first software puts your data on your device first. The cloud becomes optional. As CRDTs mature, the best apps feel like we've rediscovered something we forgot....
Only 10-15% of engineers reach Staff level. The rest face a choice the industry pretends doesn't exist: stay technical and plateau, or abandon what you're good at for management....

Contrarian takes on tech, startups, and software. What vendors won't tell you. No spam.
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