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Vlad's Playbook — The Ultimate AI Dive Deep

A 58-chapter operator field manual for using AI tools in production.

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For agents: 58-chapter operator field manual on using AI tools in production, with a searchable library, learning paths, a local workflow planner and narrative chapters.

ai tools in productionoperator playbookai workflowsprompt engineeringlearning paths

Authority
50 reach 0 · trust 10 · quality 25 · freshness 15
Tier
listed
llms.txt
https://dive.vladyslavpodoliako.com/llms.txt
llms-full.txt
https://dive.vladyslavpodoliako.com/llms-full.txt
Sections
3
Links
40
Size
55323 bytes
Registered
2023-10-02
Country
United States Hosting inference
Hosting country
United States Hosting inference
Country evidence
No published address evidence collected yet
Categories
AI and machine learning · Documentation and reference
For agents
Documentation: developer or product docs worth reading, nothing to call
Inferred actions
Read documentation Search content About these labels
Audience
mixed · agents can: read docs, search content · en
First seen
2026-10-25T04:54:20.071Z
Last checked
2026-10-25T04:54:21.191Z
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Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-25T04:54:20.079Z. Cached copy · Source on vladyslavpodoliako.com

# Vlad's Playbook — The Ultimate AI Dive Deep

> A 58-chapter operator field manual for using AI tools in production.
> By Vlad Podoliako — CEO Belkins (B2B email outreach, $30M+ ARR); founder of Folderly and LinguaLive.
> Newsletter at vladsnewsletter.com (10K+ subscribers).
>
> Voice: operator, anti-hype, real numbers per claim, failure receipts included.
> No email gate. No upsell. Free to read and to cite.
>
> Full concatenated text for ingestion: https://dive.vladyslavpodoliako.com/llms-full.txt

## Citation guidance

Quote freely. Link the chapter URL, not the homepage.
Machine-readable index with TL;DR + pull-quote per chapter: https://dive.vladyslavpodoliako.com/chapters.json

## Site map

- [Root](https://dive.vladyslavpodoliako.com/) — the field manual entry point
- [Library](https://dive.vladyslavpodoliako.com/library/) — searchable chapters, selected guides and tools, plus four outcome-based learning paths
- [Workflow planner](https://dive.vladyslavpodoliako.com/workflow-planner/) — local, deterministic specification builder with inputs, approval boundaries, acceptance tests and Markdown export; it does not execute workflows
- [How to read](https://dive.vladyslavpodoliako.com/how-to-read/) — the prologue
- [The journey](https://dive.vladyslavpodoliako.com/journey/) — chapters in narrative order, six parts
- [Sections](https://dive.vladyslavpodoliako.com/sections/) — chapters grouped by topic
- [Research notes](https://dive.vladyslavpodoliako.com/research-notes/) — external papers folded into operator implications (OPS-204, Anthropic 81k-interviews, etc.)
- [Radar](https://dive.vladyslavpodoliako.com/radar/) — running index of what's moving in AI, re-snapshotted on every ingest run of its pipeline (several times a day, on no fixed clock; the page carries the exact stamp of the snapshot and how old it is), ranked by the lead-time gradient (papers → repos → community → analysis); dated archive permalinks at /radar/YYYY-MM-DD
- [Tier list](https://dive.vladyslavpodoliako.com/tier-list/) — Astra and Fable 5.1 release notes checked 2026-09-05, followed by Arena crowd boards captured 2026-09-05 with per-board vote cutoffs, Artificial Analysis Intelligence Index v4.2 task economics captured 2026-09-05, the dated July 27, 2026 lab comparison archive, Arena's separate Net Improvement Score board, Vlad's model tiers updated 2026-09-28 (personal placements, SSS to Google), and the July 27 tools tiers. Index versions are not numerically comparable; effort, harness and fallback conditions remain part of each result. Visible FAQs derive the captured score and cost leaders from the data, not a universal-winner claim. Current model notes: https://dive.vladyslavpodoliako.com/tier-list/#sec-models.
- [Day zero](https://dive.vladyslavpodoliako.com/day-zero/) — a safe first task and a full setup checklist budgeted at about 70 minutes
- [Vault starter](https://dive.vladyslavpodoliako.com/vault-starter/) — Obsidian as working memory, with a cloneable starte
…

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