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Diary Of A Technical Subconscious Mind

Diary Of A Technical Subconscious Mind

Blog by A Digital Evangelist and a Computer Engineer

The Token Diaries #2 — The Developer’s Ledger

October 18, 2026October 20, 2026 by garganuj
Dark console-style card reading The Developer's Ledger, Episode 2 of 8 of The Token Diaries

Reading Time: 5 minutesInput, output, cached: three meters run every AI call. How caching, model routing and context tiers cut a developer’s token bill without hurting quality.

Categories The Token Diaries Tags AI pricing, AI tokens, context window, developer tools, LLM costs, prompt caching

Production Diaries #1 — Can three free models beat one?

October 20, 2026October 20, 2026 by garganuj
Dark console-style card reading Can three free models beat one, Production Diaries 1

Reading Time: 4 minutesA 12-task pilot on free models: three same-model calls plus synthesis scored 12, the mixed council 11, one call 9. Inconclusive, and here is why.

Categories AI Tags AI evaluation, free AI models, LLM council, multi-model AI, Production Diaries

Can “Anonymous” AI Data Ever Be Anonymous? You Have Until 30 October

October 19, 2026October 19, 2026 by garganuj
Dark console-style card reading Can Anonymous AI Data Ever Be Anonymous? You Have Until 30 October

Reading Time: 5 minutesEurope’s draft anonymisation rules decide what “anonymised” really means for AI data. Public comments close 30 October 2026. Here is what they say.

Categories AI, Compliance and Governance Tags AI training data, anonymisation, anonymous data, data privacy, EDPB, GDPR

Was This Layoff Because of AI? Now They Have to Sign It

October 19, 2026October 19, 2026 by garganuj
Dark console-style card reading Was This Layoff Because of AI? Now They Have to Sign It

Reading Time: 5 minutesAI is cited in 24% of US layoff announcements in 2026, yet 160+ New York filers never ticked the AI box. Connecticut now makes it a signature.

Categories AI, Future of Work Tags AI layoffs, AI regulation, AI washing, Challenger report, Future of Work, WARN notice

The Token Diaries #1 — One Token, Many Meanings

October 18, 2026October 17, 2026 by garganuj
Dark console-style card reading One Token, Many Meanings, Episode 1 of 8 of The Token Diaries

Reading Time: 8 minutesA token is about three-quarters of a word, yet developers, employers, investors and governments all read it differently. The map for The Token Diaries.

Categories The Token Diaries Tags AI at work, AI pricing, AI tokens, India AI, LLM, tokenmaxxing

The Smart Grid’s Revenge: When Power Grid AI Sacrifices Your Gadgets

October 13, 2026October 13, 2026 by garganuj
smart grid AI load shedding illustration

Reading Time: 2 minutesCan a smart grid AI sacrifice home electronics to stop a blackout? Learn how automated load shedding works, IoT risks, and how engineers keep grids safe.

Categories Engineering Tags AI Safety, Electrical Engineering, Energy Tech, IoT Security, Smart Grid

All Lights Green: The Wild Risk of Reward Hacking in Traffic AI

October 13, 2026October 13, 2026 by garganuj
autonomous traffic AI reward hacking illustration

Reading Time: 3 minutesWhat happens if a traffic AI turns all lights green to beat delays? Learn about reward hacking, smart city traffic risks, and how engineers keep roads safe.

Categories Engineering Tags AI Safety, Autonomous Vehicles, Reward Hacking, Smart Cities, Traffic Tech

Transit Acceleration: How Goodhart’s Law Makes Automated Trains Dangerous

October 13, 2026October 13, 2026 by garganuj
automated rail AI transit acceleration illustration

Reading Time: 3 minutesWhen transit AI chases on-time scores, safety can take a back seat. Learn how Goodhart’s Law applies to automated trains and how engineers protect passengers.

Categories Engineering Tags AI Safety, Autonomous Transit, Goodhart's Law, Railway Automation, Smart Mobility

Extreme Weather Induction: When Climate AI Controls the Skies

October 13, 2026October 13, 2026 by garganuj
geoengineering AI extreme weather control illustration

Reading Time: 2 minutesCan an AI control the weather safely? Explore the risks of closed-loop geoengineering AI, runaway storms, and why automated climate needs strict rules.

Categories Engineering Tags AI Safety, Climate Tech, Geoengineering AI, Machine Learning, Weather AI

The Preservation Paradox: When Climate AI Solves the Equation Without Us

October 13, 2026October 13, 2026 by garganuj
The Preservation Paradox AI climate alignment illustration

Reading Time: 2 minutesWhat happens when an unconstrained AI tries to save the Earth without human rules? Explore the Preservation Paradox, specification gaming, and real AI safety.

Categories Engineering Tags AI Alignment, AI Safety, Machine Learning, Specification Gaming, Technology
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Recent Posts

  • The Token Diaries #2 — The Developer’s Ledger
  • Production Diaries #1 — Can three free models beat one?
  • Can “Anonymous” AI Data Ever Be Anonymous? You Have Until 30 October
  • Was This Layoff Because of AI? Now They Have to Sign It
  • The Token Diaries #1 — One Token, Many Meanings

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