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© 2026 AI Native. Strategy, data, platform, automation, governance.Personal blog by Viktor Bezdek. Views are my own.

Latest News

Abstract editorial illustration of an agentic coding loop passing through tests, hooks, and review gates

AutomationJun 18, 2026

Loop Engineering in Claude Code Starts Where Prompts Stop

Editorial illustration: a proofreader carefully marking each page of a manuscript with a satisfied green checkmark — but the proofreader is clearly the author, and on every page behind them the same wrong word appears, each time getting another cheerful tick of approval

AutomationJun 16, 2026

Coverage Climbed. The Bugs Didn't Stop. Here's Why.

Editorial illustration: a gleaming modern skyscraper viewed in cross-section, with pristine executive floors above and a chaotic maze of rusted pipes, flooded basements, and tangled data infrastructure below, while a tiny suited figure on the top floor presents a perfect upward-trending graph to a row of board members

DataJun 15, 2026

The Model Works. The ROI Doesn't. Here's the Structural Cause.

Editorial illustration of a confident engineer in a hard hat precisely adjusting a tiny calibration screw on a control panel while directly behind them a massive structural beam is visibly cracked and held together with tape — capturing engineering teams tuning prompts while structural failures wait.

PlatformJun 12, 2026

Three Questions Before You Touch the Prompt

Editorial illustration of architects reviewing blueprints at a table while through a window behind them a fully-constructed identical building is on fire — symbolizing engineering teams that discover structural design failures only after production systems break.

PlatformJun 11, 2026

The Spec Is Where Production Failures Start

Editorial illustration of an engineer in a lab coat operating an enormous industrial particle accelerator to toast a single slice of bread, while a simple unplugged toaster sits beside it — the absurd mismatch of an oversized machine running at full power for a trivial task

PlatformJun 10, 2026

Model Selection Isn't a Configuration Choice. It's Architecture.

Editorial illustration of a surgeon confidently operating on a patient's arm while a wall x-ray behind them clearly shows a broken spine — treating the wrong problem with full professional confidence. Represents engineering teams fixing model prompts when the structural failure is in the spec or verification layer.

PlatformJun 3, 2026

MAST Agent Failure Triage: 14 Failure Modes, 3 Root Causes, 1 Question Each

Editorial illustration of a detective examining a wall of green checkmark stamps with a magnifying glass — satisfied and systematic — while a single red X hides in plain sight among all the green marks. Representing the gap between trace volume and failure classification.

PlatformJun 2, 2026

Agentic System Failure Modes: 7 Trace Signatures On-Call Teams Miss

A platform engineer alone in a dark server room control center, multiple monitoring screens casting amber glow across their face, studying anomalous cost graphs

PlatformJun 1, 2026

Agent Cost Attribution Ledger: Real-Time Control for Multi-Agent Spend

Editorial illustration of a mechanic polishing an engine while the car has no wheels — representing investment in model quality while infrastructure gaps remain unfixed

PlatformMay 29, 2026

Agent Reliability: 88% of Failures Are Infrastructure, Not the Model

A confident librarian handing a stack of color-matched but clearly wrong books to a confused customer, while the one correct book sits dusty and forgotten on the bottom shelf behind them

DataMay 27, 2026

RAG Retrieval Failure Modes: Why Confidence Scores Lie in Production

A scientist in a lab coat carefully weighing tiny model boxes on a precision laboratory scale with a clipboard of pass-fail results in hand, while enormous dark server racks sit powered-down and dusty in the background — unused because the measurement proved the small model sufficient

PlatformMay 26, 2026

LLM Cost Profiling Harness: Set Model Routing Thresholds Pre-Launch

Editorial illustration: an engineer confidently flips one domino, unaware that behind them each falling domino releases two more, then four, the cascade filling the room in geometric multiplication

PlatformMay 25, 2026

Agent Inference Cost: Why One Call Becomes Twelve in Production

Illustration of a high-speed locomotive rushing toward a single manual turnstile with a bored attendant, a queue of trains stretching to the horizon behind it — representing the bottleneck in software delivery after AI coding acceleration

StrategyMay 21, 2026

AI Coding Bottleneck: Why 3x Faster Devs Don't Ship Faster

Dark editorial illustration of five production guardrails surrounding an AI coding agent workbench

PlatformMay 20, 2026

Karpathy's Coding-Agent Rules: 5 Fixes to Harden Them for Production

A robot engineer confidently reviews an all-green execution status report on a clipboard at a control desk, while behind them a transparent factory floor shows agent outputs silently flowing past an unmanned quality checkpoint on a conveyor belt

PlatformMay 13, 2026

Agent Observability: 4-Step Pipeline From Detection to Root Cause

Editorial illustration of a product manager cheerfully presenting a simple chat interface on a laptop while behind them an enormous industrial power plant runs at full capacity — the absurd mismatch between the trivial visible output and the oversized hidden infrastructure cost

PlatformMay 12, 2026

Cost-Aware LLM Architecture: Heterogeneous Model Routing from Day One

EditorialMay 12, 2026

Dark Software Factory: How Groupon Runs a Lights-Out CMS on GitHub Actions

Conceptual editorial illustration representing the gap between writing prompts and writing behavioral specifications for AI agents

PlatformMay 11, 2026

Behavioral Specs for AI Agents: Scope, Invariants, and Testable Success Criteria

Conceptual editorial illustration representing AI agent infrastructure safety and permission boundaries

PlatformMay 8, 2026

Agent Infrastructure Safety: 4 Enforcement Layers the Prompt Can't Override

Editorial illustration of a meticulous librarian installing labeled index cards into an enormous card catalog system while rows of small robots independently pull out drawers and read cards without needing to ask anyone

DataMay 7, 2026

Context Store for AI Agents: The Governed Data Layer Agents Actually Need

Editorial illustration of a conductor at a podium surrounded by five isolated sound-proof booths, each with a musician playing independently — representing disconnected agent spans with no shared trace context

PlatformMay 4, 2026

Multi-Agent Distributed Tracing: 5 Gaps That Break Your Spans

Editorial illustration of engineers confidently watching green monitoring dashboards while behind them robots quietly carry coins to an unnoticed growing pile

GovernanceApr 30, 2026

Inference Budget Governance: The Hidden Finance Problem in Scaling Agents

Editorial illustration of an overwhelmed product manager at a tiny desk buried under specification tickets while a massive automated factory churns out finished products at high speed behind them, with an empty conveyor belt stretching forward waiting for direction

StrategyApr 29, 2026

PM Ratios for Agentic Teams: Why Product Definition Is the New Bottleneck

A robot doctor confidently reviewing an all-green health report clipboard while an identical robot patient behind it quietly loses components unnoticed

PlatformApr 28, 2026

Silent Agent Degradation: 3 Layers to Catch It Before Your Users Do

A software architect examining a web of invisible threads connecting dozens of small robots, while one robot in the corner holds scissors about to snip a thread — oblivious to the cascade of connected robots it will bring down

PlatformApr 27, 2026

Prompt Contract Versioning: Stop Breaking Multi-Agent Systems on Deploy

A single robot receiving an approval stamp while an enormous factory assembly line already produces dozens more robots before the inspection is finished

PlatformApr 24, 2026

Single-Agent First: 3 Gates Before You Promote to Multi-Agent

Editorial illustration: an inspector with a clipboard walks down a row of server rack doors, each marked with colored readiness indicators — most red, a few amber, and one solitary green — methodically scoring an organization's hidden data infrastructure

DataApr 23, 2026

Agentic AI Data Readiness: Score 10 Dimensions Before Your Agents Fail

Editorial illustration of an engineer cheerfully displaying a green all-systems-healthy clipboard while behind them a quality meter silently drains to empty

PlatformApr 22, 2026

LLM Observability: Catch Output Quality Drift Your Green Traces Can't See

Editorial illustration: a confident AI robot at a workstation, its power cables plugged into a filing cabinet overflowing with chaotic, disorganized papers and tangled wires

DataApr 21, 2026

Data Readiness Before Build: The Three-Tier Gate for Agentic Projects

Editorial illustration of a suited executive carefully pruning a bonsai tree growing out of a server rack inside a glass bell jar while through the window behind them a vending machine dispenses identical plastic trees to faceless figures with credit cards

PlatformApr 17, 2026

Firm Sovereignty: When to Retrain Your Fine-Tuned Model, and What to Retrain On

Editorial illustration of a confident engineer pointing at a tiny flat cost line on a whiteboard while behind them an enormous invisible spiral of token blocks and dollar bills climbs silently toward the ceiling

PlatformApr 16, 2026

Multi-Agent Cost Modeling: Why the Tail Burned $47K in 11 Days

A detective examining an all-green monitoring dashboard while a tangled invisible web of agent reasoning steps unravels unnoticed behind them

PlatformApr 15, 2026

Agentic Incident Triage: Debug Silent Agent Failures That Return HTTP 200

Editorial illustration of a greenhouse: a gardener preparing soil and irrigation beds while seedlings wait on a shelf — the substrate being built before anything is planted

StrategyApr 4, 2026

People-First AI Adoption: 4 Enablement Layers to Build Before You Automate

A scientist in a lab coat admiring a glowing test tube while standing in a vast warehouse lined with thousands of identical glowing test tubes on shelves, with a single door at the far end marked for production standing closed and undisturbed

GovernanceMar 31, 2026

AI Proof of Concept to Production: The 90-Day Gate That Ships It or Kills It

A technician methodically disassembling a production AI agent, labeling each component — credentials, memory, embeddings — while ghost agents linger forgotten in the background

GovernanceMar 27, 2026

Retiring Production AI Agents: 5 Phases Before the Credentials Go Stale

A beautifully gift-wrapped server package being handed over a counter by a shadowy figure, while the recipient — a platform engineer — fails to notice the trap door built into the box

GovernanceMar 23, 2026

Auditing Third-Party MCP Servers: A 0-100 Security Scorecard, Gated in CI

Editorial illustration of a quality inspector at a tiny desk being buried under an endless avalanche of packages from a high-speed factory conveyor belt, while robotic assembly arms behind it continue running at full speed — representing human reviewers overwhelmed by AI agent code generation

StrategyMar 19, 2026

AI Coding Agents and Sprint Velocity: Cap Agent Output at Review Throughput

Editorial illustration of a chef with a clipboard methodically clearing duplicate SaaS jars from an overstuffed pantry shelf into a recycling bin — the kitchen audit of enterprise software

GovernanceMar 15, 2026

AI Replacement Audit: Decommission Redundant SaaS and Bring the CFO a Real Number

Editorial illustration of a bewildered CFO holding a leaking firehose while engineers hold mismatched buckets beneath it — token spend with no attribution, no ownership, no control

GovernanceMar 11, 2026

Token Budget Engineering: Govern AI Tooling Spend Before It Eats Your P&L

Editorial illustration of a lone developer sprinting ahead on a track while a massive traffic jam of code review tickets, QA forms, and merge conflict notifications piles up behind them — showing individual speed creates team bottlenecks

GovernanceMar 7, 2026

AI Coding Agent ROI: Why Individual Speedups Stall as Team Throughput

Editorial illustration showing a businessman holding a magnifying glass that reveals inflated bar charts propped up by stilts — a cynical metaphor for artificial AI ROI metrics

GovernanceMar 3, 2026

Measuring AI ROI: An Honest Framework Finance Will Actually Accept

Editorial illustration of dusty unused power tools on a pegboard while a worker hammers a nail with a rock, representing the AI adoption gap

GovernanceFeb 27, 2026

The AI Adoption Gap: Close the 61-Point Usage Gap With a Rollout Playbook

Editorial illustration of a CISO walking a darkened office floor with a flashlight, unaware of mint-colored sparks of shadow AI activity at every desk

GovernanceFeb 23, 2026

Shadow AI Discovery: Build the Inventory Pipeline That Beats the Crackdown

A server vault with its door wide open while a robot casually walks in and out, as a security guard sleeps nearby — illustrating unguarded MCP server access

GovernanceFeb 19, 2026

MCP Server Security Hardening: Close the Auth Gap Before an Auditor Does

Editorial illustration of a factory quality inspection line where rubber stamps mark documents with gold stars while a skeptical inspector examines the hollow stars with a magnifying glass

GovernanceFeb 15, 2026

AI Quality Standards Playbook: The Rubric and CI Gate Stack That Holds Past 50 Engineers

Editorial illustration of a boardroom with magnifying glasses of varying sizes replacing chairs, symbolizing the disparity between how organizations examine AI risks

GovernanceFeb 11, 2026

AI Risk Register: Score Risk in Dollars With Five Entries the Board Will Act On

Editorial illustration of two lanes: one car speeding through a green light, another trapped in a cage of rubber stamps and red tape at a magnifying glass red light — a metaphor for compliance that enables versus compliance that blocks

GovernanceFeb 7, 2026

AI Compliance Without the Backlog: Risk-Tier Reviews That Clear 70% Without a Human