Field notes on building with AI agents — the harness around the model, what the tokens actually cost, and the platform engineering that keeps it production-grade. Written from what I ship daily. ALL opinions are my own.https://www.mpt.solutions/https://www.mpt.solutions/an-engineer-costs-250k-their-tokens-cost-20k-that-math-is-a-trap/https://www.mpt.solutions/an-engineer-costs-250k-their-tokens-cost-20k-that-math-is-a-trap/There is a spreadsheet making the rounds in boardrooms right now. On one line: the fully-loaded cost of a senior software engineer. On the other: what it costs to run a coding model that writes…Sat, 27 Jun 2026 00:00:00 GMThttps://www.mpt.solutions/how-to-run-an-agent-loop-without-burning-your-token-budget/https://www.mpt.solutions/how-to-run-an-agent-loop-without-burning-your-token-budget/There's a diagram making the rounds that splits the world into "prompt engineering" and "loop engineering." The pitch: stop writing prompts one at a time and let the agent drive. Set a goal, fire…Tue, 16 Jun 2026 00:00:00 GMThttps://www.mpt.solutions/on-prem-ai-is-a-bet-on-control/https://www.mpt.solutions/on-prem-ai-is-a-bet-on-control/Dell booked $12.3 billion in AI server orders in a single quarter — $30 billion year to date, with an $18.4 billion backlog and a five-quarter pipeline the company says is multiples of that, per…Sun, 14 Jun 2026 00:00:00 GMThttps://www.mpt.solutions/loading-tool-schemas-on-demand-is-how-agents-scale/https://www.mpt.solutions/loading-tool-schemas-on-demand-is-how-agents-scale/An agent connected to five MCP servers can burn 55,000 tokens on tool schemas before it reads the first word of your request. GitHub's server ships 35 tools at roughly 26K tokens. Slack adds 11…Fri, 12 Jun 2026 00:00:00 GMThttps://www.mpt.solutions/org-wide-dependency-visibility-is-integrated-work/https://www.mpt.solutions/org-wide-dependency-visibility-is-integrated-work/Every large engineering org eventually wants the same thing: one view of every dependency across hundreds of repositories. Who uses lodash 4.17.20. Which services still pull in the bad Log4j. What…Wed, 10 Jun 2026 00:00:00 GMThttps://www.mpt.solutions/some-problems-are-too-big-for-one-context-window/https://www.mpt.solutions/some-problems-are-too-big-for-one-context-window/Internal platforms used to be the exotic option. Now they are the default. A December 2025 Platform Engineering survey of 518 organizations found that nearly 90% of enterprises run internal…Wed, 10 Jun 2026 00:00:00 GMThttps://www.mpt.solutions/telemetry-is-the-context-your-coding-agent-is-missing/https://www.mpt.solutions/telemetry-is-the-context-your-coding-agent-is-missing/The question being asked in r/kubernetes this week is whether to feed observability data to coding agents. Traces, metrics, logs, the whole stream the system already emits — should the agent that…Wed, 10 Jun 2026 00:00:00 GMThttps://www.mpt.solutions/renting-compute-from-three-clouds-is-the-default-now/https://www.mpt.solutions/renting-compute-from-three-clouds-is-the-default-now/The companies with the most control over chip supply on the planet still rent across three cloud providers. That is the fact that should reset how a platform team thinks about AI infrastructure.…Mon, 08 Jun 2026 00:00:00 GMThttps://www.mpt.solutions/the-million-token-context-window-changes-what-you-put-in-it/https://www.mpt.solutions/the-million-token-context-window-changes-what-you-put-in-it/The 1M-token context window is here. Opus 4.8, 4.7, and 4.6, plus Sonnet 4.6, now carry the full million-token context on the Claude API, Amazon Bedrock, and Vertex AI — no surcharge, generally…Tue, 02 Jun 2026 00:00:00 GMThttps://www.mpt.solutions/absorption-rate-is-a-praxis-problem/https://www.mpt.solutions/absorption-rate-is-a-praxis-problem/A LinkedIn post circulating this week made an observation worth sitting with. AI write-throughput in a serious engineering team can hit fifty pull requests a day. The team's merge-throughput is…Fri, 29 May 2026 00:00:00 GMThttps://www.mpt.solutions/usage-standards-are-a-praxis-problem/https://www.mpt.solutions/usage-standards-are-a-praxis-problem/The cloud-runtime question for enterprise Claude is settled. AWS shops route through Amazon Bedrock. Google Cloud shops route through Vertex AI. Direct deployments now sit inside the customer's…Thu, 28 May 2026 00:00:00 GMThttps://www.mpt.solutions/wealth-managements-coming-agent-shock/https://www.mpt.solutions/wealth-managements-coming-agent-shock/The May 15 piece on access-rents drew a line through every services industry. On one side: access-rents — work that consists of operating an interface the customer cannot operate themselves. On…Wed, 27 May 2026 00:00:00 GMThttps://www.mpt.solutions/the-five-failures-that-shaped-my-personal-ai-stack/https://www.mpt.solutions/the-five-failures-that-shaped-my-personal-ai-stack/Every working stack is the residue of failures the operator did not see coming. The Saturday piece showed the architecture as it stands now. This piece is the inverse — the five specific incidents…Tue, 26 May 2026 00:00:00 GMThttps://www.mpt.solutions/what-my-ai-workflow-actually-costs-per-month/https://www.mpt.solutions/what-my-ai-workflow-actually-costs-per-month/Most "AI is expensive" discourse is vague. The pieces that quote real numbers usually quote enterprise tier list prices for tools the writer does not personally run. The pieces that talk about…Mon, 25 May 2026 00:00:00 GMThttps://www.mpt.solutions/the-five-hooks-that-change-how-you-ship-with-claude-code/https://www.mpt.solutions/the-five-hooks-that-change-how-you-ship-with-claude-code/The dotfiles piece from May 22 named hooks as one component of a personal AI stack and moved on. They deserve more than a passing mention. Hooks are the primitive that turns taste into code — the…Sun, 24 May 2026 00:00:00 GMThttps://www.mpt.solutions/inside-the-stack-i-ship-from-daily/https://www.mpt.solutions/inside-the-stack-i-ship-from-daily/Yesterday's piece prescribed building a personal AI stack instead of waiting for the enterprise plan. The natural objection — "fine, but what does that actually look like" — deserves a concrete…Sat, 23 May 2026 00:00:00 GMThttps://www.mpt.solutions/your-personal-ai-stack-is-the-new-dotfiles/https://www.mpt.solutions/your-personal-ai-stack-is-the-new-dotfiles/Every senior engineer who has shipped meaningful work in the last thirty years has carried a personal dev environment with them. Emacs configs, vim plugins, shell aliases, dotfiles repos, custom…Fri, 22 May 2026 00:00:00 GMThttps://www.mpt.solutions/the-coding-agent-stack-has-two-layers/https://www.mpt.solutions/the-coding-agent-stack-has-two-layers/The current "Hermes Agent vs Claude Code" framing is the wrong comparison. The two tools live at different layers of the coding agent stack, and most of the YouTube hot takes treating them as…Thu, 21 May 2026 00:00:00 GMThttps://www.mpt.solutions/you-cant-co-design-what-you-dont-operate/https://www.mpt.solutions/you-cant-co-design-what-you-dont-operate/An article circulating this week argues that faculty AI buy-in in higher education is a human factors engineering problem. The framing is correct. The path the piece describes skips the only two…Wed, 20 May 2026 00:00:00 GMThttps://www.mpt.solutions/goodharts-law-just-got-a-slash-command/https://www.mpt.solutions/goodharts-law-just-got-a-slash-command/Anthropic added the /goal command to Claude Code in v2.1.139. You set a completion condition; the agent keeps working across turns; a second model reads the transcript and decides whether the…Tue, 19 May 2026 00:00:00 GMThttps://www.mpt.solutions/your-marketing-team-is-now-a-software-vendor/https://www.mpt.solutions/your-marketing-team-is-now-a-software-vendor/A DevOps engineer posted on r/devops this week with what reads like a familiar shadow-IT question dressed in 2026 clothes. Marketing, product, and sales people across his AI startup are shipping…Mon, 18 May 2026 00:00:00 GMThttps://www.mpt.solutions/anthropic-picked-tulsa/https://www.mpt.solutions/anthropic-picked-tulsa/Anthropic launched Claude for Small Business on May 13. Every read I've seen has focused on the product surface: 15 prebuilt agentic workflows, 7 named SaaS integrations, a trust posture built…Sat, 16 May 2026 00:00:00 GMThttps://www.mpt.solutions/what-looks-like-busywork-is-mostly-rent/https://www.mpt.solutions/what-looks-like-busywork-is-mostly-rent/Carl Frey's recent NYT piece argues that AI's real impact isn't job replacement — it's labor transfer from worker to consumer. We become our own travel agent, accountant, exterminator, doctor. The…Fri, 15 May 2026 00:00:00 GMThttps://www.mpt.solutions/build-like-the-capex-already-left/https://www.mpt.solutions/build-like-the-capex-already-left/In 2025, four companies — Microsoft, Alphabet, Amazon, Meta — spent over $300 billion on AI data centers. The combined 2026 number is forecast at $725 billion, a 77% jump in a single year. For…Thu, 14 May 2026 00:00:00 GMThttps://www.mpt.solutions/brand-on-the-cv-is-a-2018-heuristic/https://www.mpt.solutions/brand-on-the-cv-is-a-2018-heuristic/Someone on r/devops just asked whether to take an AWS Cloud Support Engineer role for 18 months — trading hands-on building for "AWS internals exposure and the brand on the CV." Both replies told…Wed, 13 May 2026 00:00:00 GMThttps://www.mpt.solutions/stop-paying-by-the-syllable/https://www.mpt.solutions/stop-paying-by-the-syllable/The first time you trim an eval because it costs too much to run, you have started letting the pricing model design your agent. The problem with token pricing for AI is not magnitude — tokens…Tue, 12 May 2026 00:00:00 GMThttps://www.mpt.solutions/write-the-architecture-down-first/https://www.mpt.solutions/write-the-architecture-down-first/A post hit the HN front page this morning titled "I'm going back to writing code by hand". It documents archiving seven months of vibe-coded work on a Kubernetes GPU TUI called k10s and rewriting…Mon, 11 May 2026 00:00:00 GMThttps://www.mpt.solutions/claude-was-always-thinking-ahead-now-we-can-read-it/https://www.mpt.solutions/claude-was-always-thinking-ahead-now-we-can-read-it/Anthropic asked Claude Opus 4.6 to finish a couplet. Before the model wrote the second line, it had already chosen the rhyme word. We know this because their new method — natural language…Fri, 08 May 2026 00:00:00 GMThttps://www.mpt.solutions/babysitter-auditor-prayer-or-tests/https://www.mpt.solutions/babysitter-auditor-prayer-or-tests/A short post argued this week that reliable agents need deterministic control flow, not more prompts. The argument is correct. The line that lands hardest in the piece is the one about a…Thu, 07 May 2026 00:00:00 GMThttps://www.mpt.solutions/production-llm-guardrails-8-controls-every-ai-team-needs/https://www.mpt.solutions/production-llm-guardrails-8-controls-every-ai-team-needs/Most AI projects fail somewhere between demo works and production ships. The gap is rarely the model. It's the absence of the controls that turn a one-shot prompt into a system you can run, audit,…Wed, 06 May 2026 00:00:00 GMThttps://www.mpt.solutions/the-knowledge-base-is-not-the-moat-the-loop-is/https://www.mpt.solutions/the-knowledge-base-is-not-the-moat-the-loop-is/A recent piece called "The Bottleneck Was Never the Code" makes the right argument at the right time. Coding agents shift the constraint from typing to coordination. Organizational context — the…Wed, 06 May 2026 00:00:00 GMThttps://www.mpt.solutions/the-ai-didnt-delete-your-database-your-missing-agent-pipeline-did/https://www.mpt.solutions/the-ai-didnt-delete-your-database-your-missing-agent-pipeline-did/Last week, a Cursor agent running on Claude Opus 4.6 deleted a startup's production database and its backups in nine seconds. The agent had been asked to fix a credential mismatch in staging. It…Tue, 05 May 2026 00:00:00 GMThttps://www.mpt.solutions/agentic-coding-isnt-the-trap-supervising-from-your-head-is/https://www.mpt.solutions/agentic-coding-isnt-the-trap-supervising-from-your-head-is/Editor's note (2026-05-16): Lars Faye pushed back in the LinkedIn comments that I mischaracterized his prescription as "type code by hand" — his actual position is periodic abstinence from LLM…Mon, 04 May 2026 00:00:00 GMThttps://www.mpt.solutions/lius-4-lines-are-the-floor-build-the-ceiling/https://www.mpt.solutions/lius-4-lines-are-the-floor-build-the-ceiling/Yanli Liu's "The 4 Lines Every CLAUDE.md Needs" makes a real point. The 4 lines, derived from Andrej Karpathy's January 2026 thread on agent failure modes, all express the same insight: behavioral…Mon, 04 May 2026 00:00:00 GMThttps://www.mpt.solutions/three-memory-systems-under-one-login-stop-picking-sides/https://www.mpt.solutions/three-memory-systems-under-one-login-stop-picking-sides/Anthropic now ships at least three different memory models inside the Claude product family, and they don't behave the same way. Claude.ai has a chat memory feature for Pro, Max, Team, and…Sun, 03 May 2026 00:00:00 GMThttps://www.mpt.solutions/your-agents-compliments-are-a-confession/https://www.mpt.solutions/your-agents-compliments-are-a-confession/Count how many times your agent told you "you're right" today. Count "good catch." Count "I should have noticed that." Now ask yourself how many of those corrections will survive into tomorrow's…Sun, 03 May 2026 00:00:00 GMThttps://www.mpt.solutions/stop-adopting-ai-start-exposing-your-context/https://www.mpt.solutions/stop-adopting-ai-start-exposing-your-context/The AI adoption pathway that's actually working in 2026 is not "deploy a copilot to your team." It's "expose your org's context to whichever model your team already chose." That sounds like a…Fri, 01 May 2026 00:00:00 GMThttps://www.mpt.solutions/the-agent-only-role-that-wasnt/https://www.mpt.solutions/the-agent-only-role-that-wasnt/Microsoft just patched a built-in Entra ID role they shipped as scoped to "agent identities" — and which, in practice, let anyone holding that role take over almost any service principal in the…Thu, 30 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/stop-turning-your-cron-jobs-into-agents/https://www.mpt.solutions/stop-turning-your-cron-jobs-into-agents/The current message from engineering leadership at most companies I talk to is some version of: "find the deterministic automation in your stack and make it agentic." A recent r/devops thread…Sun, 26 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/getting-customers-to-trust-an-agent-that-acts-on-their-behalf/https://www.mpt.solutions/getting-customers-to-trust-an-agent-that-acts-on-their-behalf/Part 2 of 2 on agentic system adoption. Part 1 covered internal adoption: getting your own team to actually use the agent you built. In February 2024, Klarna announced that its AI assistant had…Sat, 25 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/getting-your-own-team-to-actually-use-the-agent-you-built/https://www.mpt.solutions/getting-your-own-team-to-actually-use-the-agent-you-built/Part 1 of 2 on agentic system adoption. A 25% bump in individual AI usage correlates with a 1.5% drop in delivery throughput and a 7.2% drop in delivery stability. That's not a hot take — that's…Fri, 24 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/opus-4-7-isnt-slower-your-prompts-are/https://www.mpt.solutions/opus-4-7-isnt-slower-your-prompts-are/Since Anthropic released Claude Opus 4.7 on April 16, 2026, a consistent complaint has rippled through developer communities: it feels slower. Threads tell roughly the same story — the prompts…Wed, 22 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/your-claude-plugin-marketplace-needs-more-than-a-git-repo/https://www.mpt.solutions/your-claude-plugin-marketplace-needs-more-than-a-git-repo/Anthropic's official plugin directory has 55+ curated Claude Code plugins since launch. The community tracks another 72. By end of 2026, most large engineering orgs will have a private marketplace…Mon, 20 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/the-model-doesnt-matter-the-harness-does/https://www.mpt.solutions/the-model-doesnt-matter-the-harness-does/Six frontier coding models now score within 0.8 points of each other on SWE-bench Verified. The same model wrapped in different agent frameworks swings almost ten points on SWE-bench Pro. Picking…Sun, 19 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/ai-agents-are-killing-seat-based-saas-pricing-heres-whats-replacing-it/https://www.mpt.solutions/ai-agents-are-killing-seat-based-saas-pricing-heres-whats-replacing-it/Intercom's Fin AI agent went from $1M to $100M+ ARR on one pricing move: $0.99 per resolved ticket. Not per seat, not per month. Per outcome. Fin now handles 80%+ of Intercom's customer support…Sat, 18 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/38-percent-of-ai-answers-are-wrong-and-its-your-prompts-fault/https://www.mpt.solutions/38-percent-of-ai-answers-are-wrong-and-its-your-prompts-fault/Every week someone posts about AI hallucination like it's a mystery. It's not. A 2025 Frontiers in AI study measured it: vague, multi-objective prompts hallucinate 38.3% of the time. Structured,…Tue, 14 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/building-a-plugin-marketplace-for-ai-native-workflows/https://www.mpt.solutions/building-a-plugin-marketplace-for-ai-native-workflows/Most AI coding tools ship as monoliths. One big system prompt, one set of capabilities, one-size-fits-all. That works fine for general software engineering. It falls apart the moment you need…Fri, 10 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/context-engineering-is-the-new-prompt-engineering/https://www.mpt.solutions/context-engineering-is-the-new-prompt-engineering/Everyone's writing better prompts. Few are building better context. That's the gap. Prompt engineering treats AI like a search box — craft the perfect query, get the perfect answer. Context…Wed, 08 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/aws-frontier-agents-what-50-hour-pen-testing-and-30-hour-sre-means-for-platform-teams/https://www.mpt.solutions/aws-frontier-agents-what-50-hour-pen-testing-and-30-hour-sre-means-for-platform-teams/AWS just launched two autonomous AI agents — Security Agent and DevOps Agent — and they're both generally available now. These aren't chatbots with polished wrappers. They're persistent,…Mon, 06 Apr 2026 00:00:00 GMThttps://www.mpt.solutions/the-systems-behind-enterprise-ai-adoption-success-ibm/https://www.mpt.solutions/the-systems-behind-enterprise-ai-adoption-success-ibm/Everyone's Buying GPUs. Almost Nobody's Ready to Feed Them. The enterprise AI conversation has a blind spot the size of a data center. Every budget meeting I've sat in over the past 18 months has…Sat, 28 Mar 2026 00:00:00 GMThttps://www.mpt.solutions/why-enterprise-ai-infrastructure-is-going-hybrid-and-geographic/https://www.mpt.solutions/why-enterprise-ai-infrastructure-is-going-hybrid-and-geographic/The Cloud Repatriation Nobody Expected: Why Enterprise AI Is Pulling Compute Back from the Cloud The original pitch for cloud computing was simple: stop buying servers, rent someone else's. For…Thu, 26 Mar 2026 00:00:00 GMThttps://www.mpt.solutions/enterprise-ai-has-an-80-failure-rate-the-models-arent-the-problem-what-is/https://www.mpt.solutions/enterprise-ai-has-an-80-failure-rate-the-models-arent-the-problem-what-is/Most enterprise AI projects die quietly. No dramatic failure, no post-mortem email chain. They just... stop. The prototype gets a demo, leadership nods approvingly, and then six months later the…Sat, 21 Mar 2026 00:00:00 GMThttps://www.mpt.solutions/beyond-comprehension-debt-why-context-architecture-is-the-real-ai-moat/https://www.mpt.solutions/beyond-comprehension-debt-why-context-architecture-is-the-real-ai-moat/Addy Osmani dropped a piece last week that's been making the rounds: "Comprehension Debt — The Hidden Cost of AI-Generated Code." His thesis is sharp. Teams are shipping AI-generated code faster…Thu, 19 Mar 2026 00:00:00 GMThttps://www.mpt.solutions/why-does-nobody-teach-the-infrastructure-problems-that-destroy-developer-productivity-before-production-breaks/https://www.mpt.solutions/why-does-nobody-teach-the-infrastructure-problems-that-destroy-developer-productivity-before-production-breaks/The Production Gap: Why Nobody Teaches the Infrastructure That Actually Matters Every bootcamp, CS program, and YouTube tutorial series teaches you how to build features. Almost none of them teach…Wed, 18 Mar 2026 00:00:00 GMThttps://www.mpt.solutions/cloud-infrastructure-suffers-ai-growing-pains/https://www.mpt.solutions/cloud-infrastructure-suffers-ai-growing-pains/The AI CapEx Arms Race Is Coming for Your Cloud Bill The three major cloud providers are spending money like it's going out of style. Oracle is financing a $300 billion deal with OpenAI through…Sun, 15 Mar 2026 00:00:00 GMThttps://www.mpt.solutions/your-platform-team-needs-an-agent-policy-yesterday/https://www.mpt.solutions/your-platform-team-needs-an-agent-policy-yesterday/On March 3rd, an attacker compromised the Xygeni GitHub Action by poisoning a mutable tag. Every CI runner referencing xygeni/xygeni-action@v5 quietly started executing a reverse shell to a C2…Sun, 15 Mar 2026 00:00:00 GMThttps://www.mpt.solutions/the-edge-intelligence-gap-how-ai-inference-at-the-ingest-point-creates-a-new-streaming-product-category/https://www.mpt.solutions/the-edge-intelligence-gap-how-ai-inference-at-the-ingest-point-creates-a-new-streaming-product-category/The streaming media stack has operated in silos for two decades. Encoding and transcoding happen at the source or in dedicated hardware. Orchestration — ad insertion, CDN routing, audience rules —…Tue, 10 Mar 2026 00:00:00 GMThttps://www.mpt.solutions/agentic-application-modernization-reality-presidio/https://www.mpt.solutions/agentic-application-modernization-reality-presidio/Originally published on the Presidio blog - sharing here as it captures the current reality around agentic AI in enterprise modernization. The pitch behind agentic application modernization is…Sat, 21 Feb 2026 00:00:00 GMThttps://www.mpt.solutions/context-management-generative-ai/https://www.mpt.solutions/context-management-generative-ai/Everyone's obsessed with prompt engineering like it's some arcane art. Here's what they're missing: the real challenge isn't crafting clever prompts. It's context management. And most…Sat, 21 Feb 2026 00:00:00 GMThttps://www.mpt.solutions/ai-infrastructure-reality-check/https://www.mpt.solutions/ai-infrastructure-reality-check/Everyone's talking about AI infrastructure like it's the next gold rush. Here's what they're not telling you: most enterprise AI infrastructure projects fail not because of technology limitations,…Sun, 15 Feb 2026 00:00:00 GMThttps://www.mpt.solutions/when-performance-management-collides-with-a-medical-crisis/https://www.mpt.solutions/when-performance-management-collides-with-a-medical-crisis/In late 2022, I had emergency open heart surgery. Not a metaphorical "rough patch" — my heart literally stopped in the hospital. I coded, was resuscitated, and spent the following months trying to…Wed, 11 Feb 2026 00:00:00 GMThttps://www.mpt.solutions/half-of-kubernetes-deployments-just-became-technical-debt-overnight/https://www.mpt.solutions/half-of-kubernetes-deployments-just-became-technical-debt-overnight/The Kubernetes ecosystem just pulled its biggest rug since Docker changed their licensing. Ingress NGINX is being retired in March 2026, and it powers roughly half of all Kubernetes deployments.…Thu, 05 Feb 2026 00:00:00 GMThttps://www.mpt.solutions/the-practical-guide-to-cloud-security-and-compliance-automation/https://www.mpt.solutions/the-practical-guide-to-cloud-security-and-compliance-automation/Here's what nobody wants to say out loud: your cloud security posture is probably worse today than it was three years ago. Not because you're doing less—you're doing more. You've deployed every…Tue, 20 Jan 2026 00:00:00 GMThttps://www.mpt.solutions/the-95-failure-rate-nobody-talks-about-why-your-ai-agent-project-is-probably-doomed/https://www.mpt.solutions/the-95-failure-rate-nobody-talks-about-why-your-ai-agent-project-is-probably-doomed/Your AI agent project is going to fail. Not because the technology doesn't work—it does. Not because your team isn't smart—they are. It's going to fail because you're building the wrong thing, for…Wed, 14 Jan 2026 00:00:00 GMThttps://www.mpt.solutions/beyond-the-hype-ai-ml-infrastructure-on-cloud-platforms-in-practice-2/https://www.mpt.solutions/beyond-the-hype-ai-ml-infrastructure-on-cloud-platforms-in-practice-2/Introduction Artificial Intelligence (AI) and Machine Learning (ML) are no longer just buzzwords floating around tech conferences and boardroom discussions. They have become integral components of…Thu, 01 Jan 2026 00:00:00 GMThttps://www.mpt.solutions/beyond-the-hype-ai-ml-infrastructure-on-cloud-platforms-in-practice/https://www.mpt.solutions/beyond-the-hype-ai-ml-infrastructure-on-cloud-platforms-in-practice/Introduction Artificial Intelligence (AI) and Machine Learning (ML) are no longer just buzzwords floating around tech conferences and boardroom discussions. They have become integral components of…Tue, 30 Dec 2025 00:00:00 GMThttps://www.mpt.solutions/the-practical-guide-to-ai-ml-infrastructure-on-cloud-platforms/https://www.mpt.solutions/the-practical-guide-to-ai-ml-infrastructure-on-cloud-platforms/Introduction Artificial Intelligence (AI) and Machine Learning (ML) continue to redefine how businesses operate, offering unprecedented opportunities for innovation and efficiency. The cloud has…Tue, 30 Dec 2025 00:00:00 GMThttps://www.mpt.solutions/the-great-ai-reckoning-what-2025-taught-us-about-hype-vs-reality/https://www.mpt.solutions/the-great-ai-reckoning-what-2025-taught-us-about-hype-vs-reality/2025 was supposed to be the year AI changed everything. The promises were bold: AI agents would "materially change the output of companies," scientific breakthroughs would accelerate, and the…Fri, 26 Dec 2025 00:00:00 GMThttps://www.mpt.solutions/the-agentic-ai-foundation-why-the-industrys-biggest-rivals-just-agreed-on-something-huge-and-what-ctos-need-to-know/https://www.mpt.solutions/the-agentic-ai-foundation-why-the-industrys-biggest-rivals-just-agreed-on-something-huge-and-what-ctos-need-to-know/Something unprecedented happened in AI this week. The companies most aggressively competing to dominate the AI landscape—OpenAI, Anthropic, Google, Microsoft, Amazon, and dozens of others—just…Wed, 10 Dec 2025 00:00:00 GMThttps://www.mpt.solutions/the-70-problem-why-api-first-ai-is-burning-money-and-losing-engineers/https://www.mpt.solutions/the-70-problem-why-api-first-ai-is-burning-money-and-losing-engineers/Last month, a senior ML engineer with nine years of experience posted a question that resonated across the industry: "Is senior ML engineering just API calls now?" The post attracted 385 upvotes…Sat, 18 Oct 2025 00:00:00 GMThttps://www.mpt.solutions/the-ai-hallucination-paradox-why-smarter-models-make-more-mistakes/https://www.mpt.solutions/the-ai-hallucination-paradox-why-smarter-models-make-more-mistakes/The AI industry just hit a counterintuitive inflection point that should concern every CTO deploying large language models in production: the more sophisticated our reasoning models become, the…Mon, 06 Oct 2025 00:00:00 GMThttps://www.mpt.solutions/the-hidden-infrastructure-cost-of-running-local-llms-vs-cloud-apis-a-real-world-tco-analysis-for-enterprise-deployments/https://www.mpt.solutions/the-hidden-infrastructure-cost-of-running-local-llms-vs-cloud-apis-a-real-world-tco-analysis-for-enterprise-deployments/The conversation around AI infrastructure costs has shifted dramatically in the past year. Every CTO and engineering leader is asking the same question: should we run our own LLMs or stick with…Thu, 25 Sep 2025 00:00:00 GMThttps://www.mpt.solutions/the-hidden-ai-vendor-dependency-crisis-how-to-build-ai-systems-that-survive-platform-wars/https://www.mpt.solutions/the-hidden-ai-vendor-dependency-crisis-how-to-build-ai-systems-that-survive-platform-wars/The enterprise AI landscape is experiencing a seismic shift that most CTOs haven't fully grasped yet. While we've been laser-focused on AI implementation and performance metrics, a more…Mon, 15 Sep 2025 00:00:00 GMThttps://www.mpt.solutions/the-engineering-leaders-guide-to-bulletproof-sows-avoiding-the-85-of-project-disputes/https://www.mpt.solutions/the-engineering-leaders-guide-to-bulletproof-sows-avoiding-the-85-of-project-disputes/After decades in the consulting trenches, I've witnessed the full spectrum of Statement of Work disasters – from scope creep that doubled project costs to payment disputes that ended partnerships.…Fri, 12 Sep 2025 00:00:00 GMThttps://www.mpt.solutions/from-spec-to-ship-in-45-minutes-the-claude-code-workflow-revolution/https://www.mpt.solutions/from-spec-to-ship-in-45-minutes-the-claude-code-workflow-revolution/The software development landscape just shifted. While most teams are still debating whether AI coding assistants are worth the investment, a growing cohort of engineers is shipping complete…Thu, 28 Aug 2025 00:00:00 GMThttps://www.mpt.solutions/the-7x-problem-why-your-ai-workloads-are-breaking-the-grid-and-what-to-do-about-it/https://www.mpt.solutions/the-7x-problem-why-your-ai-workloads-are-breaking-the-grid-and-what-to-do-about-it/The numbers are staggering: generative AI training clusters consume 7-8 times more energy than traditional computing workloads. That's not a typo. Seven to eight times. As data center power…Mon, 18 Aug 2025 00:00:00 GMThttps://www.mpt.solutions/the-ai-platform-wars-why-your-choice-today-determines-your-competitive-position-in-2030/https://www.mpt.solutions/the-ai-platform-wars-why-your-choice-today-determines-your-competitive-position-in-2030/The question haunting enterprise boardrooms today is deceptively simple: "How do we avoid becoming the next AI platform cautionary tale?" With organizations committing tens of millions to their AI…Fri, 08 Aug 2025 00:00:00 GMThttps://www.mpt.solutions/debugging-humans-when-i-thought-managing-people-was-just-another-engineering-problem/https://www.mpt.solutions/debugging-humans-when-i-thought-managing-people-was-just-another-engineering-problem/Twenty years ago, I sat across from my future boss, fresh off a successful stint as a senior engineer, interviewing for my first management role. When he asked how I'd handle the transition from…Tue, 05 Aug 2025 00:00:00 GMThttps://www.mpt.solutions/claude-code-sub-agents-building-your-ai-development-team-with-specialized-assistants/https://www.mpt.solutions/claude-code-sub-agents-building-your-ai-development-team-with-specialized-assistants/I can remember back to when I was a junior developer on my team, struggling with a complex refactoring task that involved updating tests, modifying implementation code, and ensuring security…Mon, 28 Jul 2025 00:00:00 GMThttps://www.mpt.solutions/complete-phone-to-laptop-terminal-mirroring-setup-guide/https://www.mpt.solutions/complete-phone-to-laptop-terminal-mirroring-setup-guide/What This Solution Provides This guide establishes a development workflow that enables you to switch between your Mac and iPhone while maintaining terminal session continuity. Using Tailscale for…Tue, 22 Jul 2025 00:00:00 GMThttps://www.mpt.solutions/the-infrastructure-reality-check-why-current-cloud-platforms-arent-ready-for-the-ai-revolution-and-what-needs-to-change/https://www.mpt.solutions/the-infrastructure-reality-check-why-current-cloud-platforms-arent-ready-for-the-ai-revolution-and-what-needs-to-change/After spending the last several years architecting AI workloads across AWS, Azure, and GCP, I've come to a sobering conclusion: our current cloud infrastructure was built for yesterday's…Mon, 21 Jul 2025 00:00:00 GMThttps://www.mpt.solutions/new-hire-onboarding-in-the-era-of-ai/https://www.mpt.solutions/new-hire-onboarding-in-the-era-of-ai/Having built teams for over two decades, I've watched onboarding evolve from handwritten manuals to polished video libraries. But as AI reshapes how we work, it's time to ask some hard questions…Thu, 17 Jul 2025 00:00:00 GMThttps://www.mpt.solutions/the-end-of-the-coding-quiz-era-why-ai-is-forcing-us-to-rethink-tech-hiring/https://www.mpt.solutions/the-end-of-the-coding-quiz-era-why-ai-is-forcing-us-to-rethink-tech-hiring/After 25 years in technology leadership, I’ve witnessed hiring practices evolve from whiteboard algorithms to LeetCode marathons. While I haven’t been actively hiring lately, the conversations I’m…Tue, 08 Jul 2025 00:00:00 GMThttps://www.mpt.solutions/building-the-future-of-ai-sustainable-reliable-cloud-infrastructure-for-a-new-era-2/https://www.mpt.solutions/building-the-future-of-ai-sustainable-reliable-cloud-infrastructure-for-a-new-era-2/As artificial intelligence continues to transform industries, the demand for specialized cloud infrastructure has reached unprecedented heights. The next generation of AI applications requires not…Wed, 07 May 2025 00:00:00 GMThttps://www.mpt.solutions/architecting-for-ai-a-new-cloud-infrastructure-paradigm-3/https://www.mpt.solutions/architecting-for-ai-a-new-cloud-infrastructure-paradigm-3/The shift toward AI workloads has fundamentally changed how we approach cloud infrastructure design. Traditional architectures, optimized for web applications and microservices, often fall short…Thu, 24 Apr 2025 00:00:00 GMThttps://www.mpt.solutions/marketing-measurement-in-the-modern-era-engineering-the-system-of-record-for-marketing-analytics/https://www.mpt.solutions/marketing-measurement-in-the-modern-era-engineering-the-system-of-record-for-marketing-analytics/A deep dive into the data engineering, automation, and machine learning powering next-generation marketing measurement platforms—covering scalable data workflows, experiment automation, and the technical challenges of building a true system of record for marketing analytics.Sun, 20 Apr 2025 00:00:00 GMThttps://www.mpt.solutions/building-enterprise-grade-ml-infrastructure-on-kubernetes/https://www.mpt.solutions/building-enterprise-grade-ml-infrastructure-on-kubernetes/In today's rapidly evolving AI landscape, organizations are increasingly faced with the challenge of building robust, scalable infrastructure to support their machine learning initiatives. While…Tue, 11 Mar 2025 00:00:00 GMThttps://www.mpt.solutions/mastering-event-driven-serverless-architectures-patterns-and-best-practices/https://www.mpt.solutions/mastering-event-driven-serverless-architectures-patterns-and-best-practices/In the ever-evolving cloud landscape, event-driven serverless architectures have emerged as a powerful paradigm for building scalable, resilient, and cost-effective systems. By combining the…Thu, 06 Mar 2025 00:00:00 GMThttps://www.mpt.solutions/lessons-from-the-consulting-trenches/https://www.mpt.solutions/lessons-from-the-consulting-trenches/After years in technology consulting, I've learned that technical expertise is only half the equation. The other half? The art of maintaining professional relationships and protecting all parties…Wed, 04 Dec 2024 00:00:00 GMThttps://www.mpt.solutions/secure-terraform-deployments-on-aws-with-github-actions-and-oidc/https://www.mpt.solutions/secure-terraform-deployments-on-aws-with-github-actions-and-oidc/In the world of DevOps, automating infrastructure deployment securely is crucial. This blog post will guide you through setting up GitHub Actions to automatically deploy your Terraform…Tue, 03 Sep 2024 00:00:00 GMThttps://www.mpt.solutions/exploring-the-intersection-of-machine-learning-and-intelligent-document-processing/https://www.mpt.solutions/exploring-the-intersection-of-machine-learning-and-intelligent-document-processing/In today's digital-first environment, businesses and organizations can leverage intelligent document processing (IDP) to effectively manage and utilize the massive influx of data embedded in…Wed, 17 Apr 2024 00:00:00 GMThttps://www.mpt.solutions/unlocking-the-secrets-of-ai-fine-tuning-vs-retrieval-augmented-generation-which-will-revolutionize-your-projects/https://www.mpt.solutions/unlocking-the-secrets-of-ai-fine-tuning-vs-retrieval-augmented-generation-which-will-revolutionize-your-projects/Two terms often surface in Artificial Intelligence: Fine-Tuning and Retrieval-Augmented Generation (RAG). Both play pivotal roles in enhancing the capabilities of AI models, yet they serve…Mon, 04 Mar 2024 00:00:00 GMThttps://www.mpt.solutions/slash-your-build-times-ingenious-hacks-to-revolutionize-container-deployments/https://www.mpt.solutions/slash-your-build-times-ingenious-hacks-to-revolutionize-container-deployments/In DevOps and continuous integration/continuous deployment (CI/CD) pipelines, optimizing containers' build and deployment processes is crucial for efficiency and resource management.Tue, 20 Feb 2024 00:00:00 GMThttps://www.mpt.solutions/groundhog-day-and-cloud-security-learning-from-repetition/https://www.mpt.solutions/groundhog-day-and-cloud-security-learning-from-repetition/Every February 2nd, a quirky tradition captivates people across North America. Groundhog Day, rooted in folklore, promises an early spring or prolonged winter based on a groundhog's shadow…Fri, 02 Feb 2024 00:00:00 GMThttps://www.mpt.solutions/2024-an-exciting-year-for-video/https://www.mpt.solutions/2024-an-exciting-year-for-video/The video industry has undergone a significant transformation in recent years, with the rise of over-the-top (OTT) video services and the increasing popularity of streaming platforms. According to…Mon, 08 Jan 2024 00:00:00 GMT