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Field notes from production AI.

Long-form essays from the engineers shipping AI inside payers, hospitals, energy operators and proptech platforms. Written for technology leaders who care more about what runs in production than what trended last week.

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Field notes, sorted by recency.

1314 essays
TECHNOLOGY The Agentic Stack:Inside the New OperatingSystem for EngineeringTeams. Explore Logiciel’s Agentic Stack the newoperating system for engineering… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Oct 15, 2025

The Agentic Stack: Inside the New Operating System for Engineering Teams

Explore Logiciel’s Agentic Stack the new operating system for engineering organizations. Learn how data, reasoning, governance, and observability layers combine to scale reliable, explainable AI.

9 min read
TECHNOLOGY AI Safety as aProduct: TurningGuardrails intoGrowth. Discover how Logiciel builds safety intoAI systems to drive trust, compliance… ARCHITECTURE SECURITY RELIABILITY COST AI SAFETY
Insights · Oct 15, 2025

AI Safety as a Product: Turning Guardrails into Growth

Discover how Logiciel builds safety into AI systems to drive trust, compliance, and growth. Learn real frameworks and case studies from KW Campaigns, Leap CRM, Zeme, and Partners Real Estate.

9 min read
TECHNOLOGY Observability andReasoning Transparency:How to Debug AI SystemsBefore They Fail. Learn how Logiciel builds observabilityand reasoning transparency for agent. OBSERVABILITYREASONING DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Oct 15, 2025

Observability and Reasoning Transparency: How to Debug AI Systems Before They Fail

Learn how Logiciel builds observability and reasoning transparency for agent.

12 min read
TECHNOLOGY AI Observability forReliability: Metrics,Traces, Evaluation, andGuardrails. Learn how CTOs can build AIobservability systems to ensure… PEOPLE PROCESS PLATFORM PRACTICE AIOBSERVABILITY
Insights · Oct 15, 2025

AI Observability for Reliability: Metrics, Traces, Evaluation, and Guardrails

Learn how CTOs can build AI observability systems to ensure reasoning transparency, auditability, and reliability in agentic AI environments.

9 min read
TECHNOLOGY Agentic AI Economics:Pricing, Margins, andMonetization Models forthe Autonomy Era. Explore how startups can price, scale,and monetize autonomous AI systems. A… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Oct 13, 2025

Agentic AI Economics: Pricing, Margins, and Monetization Models for the Autonomy Era

Explore how startups can price, scale, and monetize autonomous AI systems. A deep dive into outcome-based revenue, cost structure, and financial strategy for the agentic age.

9 min read
TECHNOLOGY Agentic Infrastructure &Operations: How to Buildthe Foundation forAutonomous Systems. A CTO’s guide to designing thearchitecture, governance, and… MODEL DEPLOY MONITOR ITERATE AGENTIC
Insights · Oct 13, 2025

Agentic Infrastructure & Operations: How to Build the Foundation for Autonomous Systems

A CTO’s guide to designing the architecture, governance, and observability frameworks that power scalable, safe, and cost-efficient agentic AI systems.

7 min read
TECHNOLOGY Multi-AgentCollaboration &Swarms. Learn how startups can design scalable,governable multi-agent systems. Explore… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Oct 13, 2025

Multi-Agent Collaboration & Swarms

Learn how startups can design scalable, governable multi-agent systems. Explore architecture, safety, and real-world use cases of agentic AI collaboration.

8 min read
TECHNOLOGY Ethics, Legal, andRegulatory Implicationsof Agentic AI forStartups. Explore how startups can buildtrustworthy, compliant agentic AI… DESIGN SHIP OBSERVE REFINE ETHICS
Insights · Oct 13, 2025

Ethics, Legal, and Regulatory Implications of Agentic AI for Startups

Explore how startups can build trustworthy, compliant agentic AI systems. Learn key legal, ethical, and governance frameworks shaping AI autonomy in 2025.

9 min read
TECHNOLOGY Agentic Infrastructure:Building ScalableFoundations forAutonomous Systems. Learn how to design scalable, safe, andobservable infrastructure for agentic… 01 Pilot 02 Team 03 Org 04 Scale AGENTIC INFRASTRUCTURE
Insights · Oct 13, 2025

Agentic Infrastructure: Building Scalable Foundations for Autonomous Systems

Learn how to design scalable, safe, and observable infrastructure for agentic AI. A guide for CTOs and tech leaders building autonomous, governable systems.

9 min read
TECHNOLOGY AI Observability andMetrics: Building theNervous System forAgentic Teams. Learn how to design observabilitysystems for AI agents. Discover metrics… AIOBSERVABILITY DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Oct 13, 2025

AI Observability and Metrics: Building the Nervous System for Agentic Teams

Learn how to design observability systems for AI agents. Discover metrics, dashboards, and governance frameworks that bring clarity and control to autonomous workflows.

10 min read
TECHNOLOGY Building AI NativeOrganizations: How toStructure Teams for theAgentic Era. Explore real-world agentic AI use casesdelivering ROI for scale-ups and uncover… PEOPLE PROCESS PLATFORM PRACTICE BUILDING AI
Insights · Oct 13, 2025

Building AI Native Organizations: How to Structure Teams for the Agentic Era

Explore real-world agentic AI use cases delivering ROI for scale-ups and uncover where the hype still outweighs value. Learn how to measure results and deploy responsibly.

10 min read
TECHNOLOGY Agent Red Teaming andSimulation: How to BreakYour AI BeforeProduction Breaks You. A practical guide to red teaming AIagents. Learn how to model threats… DISCOVERY DESIGN DELIVERY SCALE
Insights · Oct 13, 2025

Agent Red Teaming and Simulation: How to Break Your AI Before Production Breaks You

A practical guide to red teaming AI agents. Learn how to model threats, build simulation gyms, codify policies, measure containment, and ship safer autonomy.

7 min read
TECHNOLOGY Agentic UX: DesigningInterfaces ForOversight, Confidence,and Control. A practical guide to designinginterfaces for AI agents. Learn how to… AGENTIC UX DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Oct 13, 2025

Agentic UX: Designing Interfaces For Oversight, Confidence, and Control

A practical guide to designing interfaces for AI agents. Learn how to structure goals, show options, expose guardrails, handle exceptions, and earn user trust.

8 min read
TECHNOLOGY Agentic AI Use Cases forScale-Ups: A FieldManual for Real ROI. A practical, non-fluff guide todeploying agentic AI in scale-ups. See… 90days AGENTIC AI Architecture
Insights · Oct 13, 2025

Agentic AI Use Cases for Scale-Ups: A Field Manual for Real ROI

A practical, non-fluff guide to deploying agentic AI in scale-ups. See where autonomy creates measurable ROI, how to instrument guardrails, and what to build in 90 days.

8 min read
TECHNOLOGY Agentic AI Trends in2025–2028: What StartupsNeed to Watch, PrepareFor, and Leverage. Explore the most important Agentic AItrends from 2025 to 2028. Learn what… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Oct 13, 2025

Agentic AI Trends in 2025–2028: What Startups Need to Watch, Prepare For, and Leverage

Explore the most important Agentic AI trends from 2025 to 2028. Learn what startups can build, measure, and monetize as autonomy scales.

8 min read
TECHNOLOGY Multi-Agent Systems:Collaboration,Orchestration, andAvoiding Chaos at Scale. Learn how to build and scale multi-agentsystems without chaos. Explore… MODEL DEPLOY MONITOR ITERATE MULTI
Insights · Oct 7, 2025

Multi-Agent Systems: Collaboration, Orchestration, and Avoiding Chaos at Scale

Learn how to build and scale multi-agent systems without chaos. Explore collaboration models, orchestration frameworks, governance, and real-world case studies.

7 min read
TECHNOLOGY The Hidden Costs andTechnical Debt inAgentic AI Deployments. Learn the unseen costs and technicaldebt pitfalls in agentic AI projects… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Oct 7, 2025

The Hidden Costs and Technical Debt in Agentic AI Deployments

Learn the unseen costs and technical debt pitfalls in agentic AI projects. Discover strategies to optimize cost, avoid chaos, and build sustainable autonomous systems.

7 min read
TECHNOLOGY Agentic AI ProductModels: FromAgent-as-a-Service toAutonomous Revenue…. Explore how startups can monetizeagentic AI using the Agent-as-a-Service… STRATEGY DELIVERY GOVERNANCE SCALE AGENTIC AI
Insights · Oct 7, 2025

Agentic AI Product Models: From Agent-as-a-Service to Autonomous Revenue Streams

Explore how startups can monetize agentic AI using the Agent-as-a-Service model. Learn about architecture, pricing, governance, and building autonomous revenue streams.

8 min read
TECHNOLOGY Talent, Teams, & Skillsfor Agentic AI WhatStartups Need to Hire &Build Now. Learn what roles, skills, and teamstructures startups need to build… STRATEGY DELIVERY GOVERNANCE SCALE TALENTTEAMS
Insights · Oct 7, 2025

Talent, Teams, & Skills for Agentic AI What Startups Need to Hire & Build Now

Learn what roles, skills, and team structures startups need to build agentic AI systems. Explore how to hire, upskill, and create governance-ready AI teams.

9 min read
TECHNOLOGY Agentic AI andGovernance: BuildingTrust, Transparency, andAccountability from Day…. Learn how scale-ups can buildtrustworthy agentic AI systems with… 01 Pilot 02 Team 03 Org 04 Scale AGENTIC AI
Insights · Oct 7, 2025

Agentic AI and Governance: Building Trust, Transparency, and Accountability from Day One

Learn how scale-ups can build trustworthy agentic AI systems with governance frameworks for transparency, safety, compliance, and accountability.

7 min read
TECHNOLOGY Agentic AI Use Cases forScale-Ups: Where ROI isReal Now and Where It’sOverhyped. Discover which agentic AI use casesdeliver ROI for scale-ups in 2025 and… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Oct 7, 2025

Agentic AI Use Cases for Scale-Ups: Where ROI is Real Now and Where It’s Overhyped

Discover which agentic AI use cases deliver ROI for scale-ups in 2025 and which are still hype. Explore case studies, pitfalls, and a framework for disciplined adoption.

8 min read
TECHNOLOGY CTO’s Guide toArchitecting for AgenticAI: Scalable, Safe, andGoverned. Learn how CTOs can architect scalable,safe, and governed agentic AI systems… DISCOVERY DESIGN DELIVERY SCALE
Insights · Oct 1, 2025

CTO’s Guide to Architecting for Agentic AI: Scalable, Safe, and Governed

Learn how CTOs can architect scalable, safe, and governed agentic AI systems. Explore stack design, governance, observability, and security best practices.

7 min read
TECHNOLOGY From Reactive toAgentic AI. Learn how startups can shift fromreactive AI to agentic systems. Explore… ARCHITECTURE SECURITY RELIABILITY COST REACTIVEAGENTIC
Insights · Oct 1, 2025

From Reactive to Agentic AI

Learn how startups can shift from reactive AI to agentic systems. Explore architecture, use cases, pitfalls, and ROI in agentic AI.

8 min read
TECHNOLOGY How AI PoweredDevelopment EnhancesRetail and E-commercePlatforms. Explore how AI powered development isreshaping U.S. retail and e-commerce… PLAN BUILD MEASURE IMPROVE AI
Insights · Sep 30, 2025

How AI Powered Development Enhances Retail and E-commerce Platforms

Explore how AI powered development is reshaping U.S. retail and e-commerce platforms. Learn applications, case studies, technical strategies, and future outlook.

5 min read
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