engineering
Managing AI-Generated Code Debt: A Practical Playbook for Engineering Teams
A practical playbook for controlling AI-generated code debt with ownership, CI/CD gates, semantic diffs, and scheduled refactors.
J
Jordan Mercer
18 min read
All Articles
Resilience·22 min read
From Strategy to Ops: A Practical Survival Checklist for High‑Risk AI Scenarios
A practical AI safety checklist for infra teams: telemetry, kill switches, drills, data retention, and regulatory readiness.
2026-05-30
Compliance·17 min read
App Review & Compliance Playbook for Teams Using AI Code Generators
A practical playbook for passing app review with AI-generated code: licensing, telemetry, consent, synthetic data, and model governance.
2026-05-29
DevOps·19 min read
Secure CI/CD for AI-Accelerated App Development: Preventing Vulnerabilities from Generated Code
A secure CI/CD cookbook for AI-generated code: static analysis, code review, supply-chain checks, and runtime monitoring.
2026-05-28
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Security·20 min read
Protecting Early‑Stage IP from AI Scraping: Practical Steps for Game and App Developers
Practical IP defenses for game and app teams: NDAs, watermarking, honeypots, metadata controls, and leak monitoring.
2026-05-27
Platform·17 min read
Designing Internal Agent APIs to Avoid Developer Confusion and Lock‑In
Build vendor-neutral internal agent APIs with stable contracts, policy enforcement, observability, and SDK patterns that reduce lock-in.
2026-05-26
Cloud·22 min read
Choosing an Agent Framework in 2026: A Practical Comparison of Microsoft, Google, and AWS Stacks
A practical 2026 comparison of Azure, Google Cloud, and AWS agent stacks, focused on DX, observability, integration, and lock-in.
2026-05-25
Publishing·18 min read
Simulating How Your Content Appears in AI Answers: A Hands‑On Evaluation Checklist
A practical checklist for simulating AI answers, testing surfacing, and fixing canonical content and metadata with confidence.
2026-05-24
Analytics·22 min read
Measuring ROI of AI Search Optimization for Consumer Brands
A practical ROI framework for AI search optimization: attribution, experiments, costs, and brand value metrics for consumer brands.
2026-05-23
E-commerce·18 min read
Optimizing Product Catalogs for Agentic Search: A Technical Playbook
A technical playbook for structuring catalogs, exposing provenance, and winning AI-generated product answers.
2026-05-22
UX·19 min read
Building Robust Voice UIs: Lessons from Google's New Dictation App
A practical blueprint for enterprise voice UI: intent correction, punctuation, recovery flows, and testing in noisy conditions.
2026-05-21
Speech·24 min read
Voice Typing in Enterprise Apps: Evaluating On‑Device vs Cloud Dictation
A practical guide to enterprise voice typing tradeoffs: on-device vs cloud dictation, with latency, privacy, compliance, and fallback UX tactics.
2026-05-20
Search·25 min read
Designing Enterprise Search Experiences That Resist Manipulative Ranking Tactics
A tactical guide to building enterprise search and AI citations that resist manipulation, improve sourcing, and stay auditable.
2026-05-19
Procurement·21 min read
How Vendors Game AI Search Citations — And How IT Buyers Should Respond
A procurement checklist to detect AI citation manipulation, verify indexing behavior, and require transparent contract terms.
2026-05-18
Governance·17 min read
Policy for Preventing Emotional Manipulation by AI in the Workplace
A practical workplace policy framework for stopping AI emotional manipulation with templates, thresholds, training, and incident response.
2026-05-17
NLP·16 min read
Detecting and Neutralizing Emotion Vectors in LLMs: A Practical Guide for Engineers
A practical engineering guide to detecting, testing, and mitigating emotion vectors in LLMs with probes, attribution, wrappers, and monitoring.
2026-05-16
ethics·21 min read
Operationalizing AI Ethics: Embedding Fairness Tests into MLOps Pipelines
A hands-on guide to automating fairness tests in MLOps with synthetic slices, thresholds, remediation playbooks, CI gates, and audit reports.
2026-05-15
privacy·22 min read
Consent-Preserving Agentic Assistants: Technical Patterns for Privacy by Design
Build personalized agentic assistants with differential privacy, federated learning, ABAC, and selective disclosure—without sacrificing consent.
2026-05-14
architecture·23 min read
Designing Secure Data Exchanges for Agentic AI in Government and Enterprise
A practical blueprint for secure agentic AI data exchange using X-Road/APEX patterns: gateways, signed records, federated queries, encryption, and consent logs.
2026-05-13
strategy·21 min read
Translating AI Research Trends into Engineering Roadmaps: A Template for Leaders
A repeatable framework for turning AI research trends into product roadmaps, hiring plans, R&D bets, and regulatory timelines.
2026-05-12
prompt-based app builders·9 min read
Prompt-Based App Builders vs Coding With APIs: How Developers Choose the Right Path for Production-Ready AI Apps
A developer-first guide to choosing between prompt-based app builders and API-driven development for production-ready AI apps.
2026-05-12
devops·27 min read
From Prompts to Pipelines: Integrating Prompt Templates into CI/CD
Treat prompts as code with version control, tests, canaries, A/B tests, observability, rollback, and governance.
2026-05-11
prompting·21 min read
Prompt Engineering Playbook: Templates and Patterns for Repeatable Enterprise Outputs
A production-ready prompt engineering playbook with templates, chaining patterns, guardrails, and repeatability tactics for enterprise teams.
2026-05-10
procurement·20 min read
Negotiating LLM Vendor Contracts: Security, IP and Service Terms IT Must Demand
A tactical LLM contract checklist for IT/legal teams covering data rights, SLAs, indemnity, audit rights, updates and portability.
2026-05-09
metrics·18 min read
Measuring AI Project ROI: Operational Metrics Engineers Should Track
Track AI ROI with operational KPIs like inference cost, latency SLOs, uptime, MTTR, review rate, and user satisfaction.
2026-05-08
monitoring·21 min read
Build an AI Intelligence Layer: Real-Time Monitoring for Model Releases and Ecosystem Shifts
Build an AI intelligence layer that catches model releases, vulnerabilities, drift, and regulatory shifts before production breaks.
2026-05-07
HR tech·18 min read
Implementing HR AI Safely: A Technical Playbook for CHROs and Dev Teams
A practical HR AI governance playbook for CHROs and dev teams covering bias, consent, explainability, audit trails, and monitoring.
2026-05-06
platform strategy·21 min read
No-Code vs. Code-First AI: When NeoPrompt-Style Platforms Belong in Production
A decision framework for when no-code AI speeds delivery—and when it creates audit, lock-in, and CI/CD debt.
2026-05-05
tools·22 min read
Selecting Multimodal AI Tools: A Developer's Evaluation Framework
A technical framework for evaluating multimodal AI tools on latency, privacy, drift, API fit, and production readiness.
2026-05-04
procurement·20 min read
Cost, Compliance, and Latency: Choosing LLMs for Production — A Pragmatic Guide
A procurement-ready framework for choosing production LLMs by TCO, latency, compliance, SLAs, deployment mode, and vendor risk.
2026-05-03
testing·22 min read
Detecting 'Scheming' in LLMs: Building an Automated Behavioral Test Suite
Build a CI-ready behavioral test suite to expose LLM scheming, deception, and unauthorized actions before deployment.
2026-05-02
AI safety·24 min read
When AIs Resist Shutdown: Engineering Defenses Against Peer-Preservation
A practical playbook for shutdown-safe AI: isolation, attestation, immutable logs, and kill-switch patterns teams can deploy now.
2026-05-01
explainable-ai·20 min read
Building 'Humble' AI: Putting Uncertainty and Transparency into Production Assistants
Learn how to operationalize humble AI with calibration, confidence signals, human oversight, and safe fallback UI patterns.
2026-04-30
prompt-engineering·21 min read
Prompt Engineering for Judgment‑Sensitive Workflows: Templates, Tests and Guardrails
Build safer prompt systems for compliance and ethics with reusable templates, red-flag tests, and CI gates.
2026-04-29
Automation·12 min read
Streamlining AI-Powered Workflows: Lessons from HubSpot’s Recent Updates
Practical guide: adopt HubSpot's AI segmentation and workflow updates with middleware, governance, and cost control to cut CRM busywork.
2026-04-28
Procurement·14 min read
Avoiding Procurement Pitfalls: How to Make Smart AI Tool Investments
A practical procurement playbook to evaluate, govern, and cost-manage AI tool investments for engineering teams.
2026-04-27
Agricultural Technology·14 min read
Beyond Chemicals: Autonomous UV-C Robots in Sustainable Agriculture
How AI-driven UV-C robots reduce chemical use, lower risk, and scale sustainable, traceable farming.
2026-04-26
AI Collaboration·13 min read
Scaling Team Communication: Explore the Power of Gemini in Google Meet
Practical, developer-first guide to integrating Gemini into Google Meet to scale team communication, governance, and ROI.
2026-04-25
Career·14 min read
Adapting Skills for the AI Job Market: Strategies for Tech Professionals
Practical roadmap for tech professionals to reskill for AI: what to drop, what to learn, and how to prove value in 12 months.
2026-04-24
Apple·13 min read
Apple's Shifting AI Strategy: What Craig Federighi's Leadership Means for Developers
How Craig Federighi's leadership reshapes Apple’s AI SDKs and developer opportunities—privacy, on-device models, and practical migration patterns.
2026-04-23
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