# TechTide AI > We help founders turn stalled product builds into software ready for a real customer, pilot, or launch. Show us what exists, what is stuck, and what needs to work. We take ownership of the implementation, test the agreed user journey, and document the handoff. Alex Cinovoj. Founder & CTO, TechTide AI · CTO & Co-Founder, CPG Playbook. Lovable Senior Champion. 9 Anthropic Academy course completions. The service is product implementation. Scope and price are agreed before work starts. No paid audit is needed before we talk about implementation. ## How to read this file - Every techtideai.io link below is the Markdown twin of a page. The canonical HTML page is the same URL without `.md` (`/index.md` is the home page). Each twin opens with its canonical URL and real publication date. - HTML pages are the canonical sources. Product builds are separate from client delivery; keep the evidence labels on each page and do not infer customer results from a portfolio entry or a proposed workflow. - Field Notes are grouped by editorial collection month. The collection month is a label, not the publication date; the date on each line is the real release date. - One file with the full text of the core pages and every Field Note: https://techtideai.io/llms-full.txt ## Start here - [Send the project brief](https://techtideai.io/contact): Share the existing build, the blocker, and the user journey that needs to work. - [Service summary](https://techtideai.io/offers.md): Approved implementation scope, process and boundaries. - [Field Notes archive](https://techtideai.io/blog.md): Every published article, filterable by topic. ## Alex Cinovoj's sites - [techtideai.io](https://techtideai.io/llms.txt): This site. TechTide AI, the company, its one service (Product implementation) and the Field Notes archive. Canonical home of every Field Note listed here. - [alexcinovoj.com](https://alexcinovoj.com/llms.txt): Alex Cinovoj's personal site: background, speaking, the podcast and buying guides. - [alexcinovoj.dev](https://alexcinovoj.dev/llms.txt): Alex Cinovoj's technical portfolio: project descriptions, engineering notes, implementation patterns and the repository ledger. - Implementation enquiries from any of the three sites go to https://techtideai.io/contact. ## Product implementation - [Product Implementation for Stalled Builds](https://techtideai.io/index.md): We help founders turn stalled product builds into software ready for a real customer, pilot, or launch. TechTide AI, Columbus, Ohio, and remote. - [Product & AI Implementation Services](https://techtideai.io/critical-system-implementation.md): AI and product implementation services for stalled builds. We keep what works, implement the agreed journey, test it, and document the handoff. - [Software Project Rescue for Stalled Builds](https://techtideai.io/software-project-rescue.md): Software project stalled short of launch? We keep what works, agree the core journey, then build, test and hand it over. Remote: US, Canada, EU. - [Send the Project Brief](https://techtideai.io/contact.md): Tell me what exists, what is stuck, the core journey that has to work, and why now. No paid audit needed first. Scope and price are agreed before work starts. ## Proof - [Case Files and Engineering Evidence](https://techtideai.io/case-files.md): AI engagement records pending evidence and publication-permission review, product builds, and open-source engineering examples. - [Selected Work and Product Builds](https://techtideai.io/work.md): Selected work by Alex Cinovoj: CPG Playbook, ShipReady, Abodra, npx8.com and CipherClaw, followed by older engineering work. - [The 13-Year Operator Ledger](https://techtideai.io/ledger.md): 13 years in US enterprise IT across support, systems, cloud, and engineering, the last 2 on AI implementation. Nine verified entries with numbers. - [The Anti-Hype Manifesto](https://techtideai.io/manifesto.md): How TechTide AI approaches evidence, scope, engineering tradeoffs and handing systems over to the teams that maintain them. - [About TechTide AI: Operator-Led AI Implementation, Columbus](https://techtideai.io/about.md): TechTide AI is an operator-led AI implementation firm in Columbus, Ohio, founded by Alex Cinovoj. 13 years in US enterprise IT, the last 2 on AI implementation. ## Guides - [What is MCP? Model Context Protocol Explained](https://techtideai.io/what-is-mcp.md): MCP (Model Context Protocol) lets Claude and other AI assistants connect to your tools, data, and systems. Plain-English guide for engineering leaders. - [How to Build an MCP Server, End to End](https://techtideai.io/how-to-build-an-mcp-server.md): An engineer's guide to building a Model Context Protocol server: transport, tools, auth, evals, hosting, and the mistakes that keep it out of production. - [What is AI Production Readiness? A Leader's Guide](https://techtideai.io/what-is-ai-production-readiness.md): AI production readiness is the bar between a working demo and a system you can ship. The checklist, the failure modes, and how to use it on your own build. - [How to Move an AI Pilot Toward Production: An Illustrative Plan](https://techtideai.io/how-to-move-ai-pilot-to-production.md): An illustrative plan for reviewing an AI pilot, hardening its foundations, and evaluating one workflow for release. Timing depends on scope and evidence. - [AI Agent Orchestration Guide: Production Patterns](https://techtideai.io/ai-agent-orchestration-guide.md): AI agent orchestration for engineering leaders: orchestrator-worker, planner-executor, swarm, and supervised handoff, with trade-offs and failure modes. - [AI Agents vs Agentic AI: Production Trade-Offs](https://techtideai.io/ai-agents-vs-agentic-ai.md): AI agents vs agentic AI explained for engineering leaders: latency, cost, reliability, and when each architecture actually pays off in production. - [Claude Code Setup Guide for Teams](https://techtideai.io/claude-code-setup.md): How to set up Claude Code for a team: install and authenticate, write a CLAUDE.md the model can obey, wire scoped MCP servers, run it in VS Code and CI, and agree norms. - [Claude Code Best Practices for Teams](https://techtideai.io/claude-code-best-practices.md): Ten Claude Code best practices from real repositories: CLAUDE.md as an operating manual, plan before edits, verification loops, scoped permissions, and review discipline. - [AI Readiness Assessment: Free 3-Minute Workflow Score](https://techtideai.io/readiness.md): A free AI readiness assessment for one workflow. Get a score out of 100 across data, workflow, governance, integration, and ownership. No email required. ## Comparisons - [Claude Enterprise vs ChatGPT Teams Compared](https://techtideai.io/claude-enterprise-vs-chatgpt-teams.md): Claude Enterprise vs ChatGPT Teams on the things that decide production: tool use, context windows, MCP support, governance, cost, and audit trails. - [Claude vs OpenAI for Enterprise Agents](https://techtideai.io/claude-vs-openai-enterprise-agents.md): Claude vs OpenAI for enterprise agents, compared on tool-use reliability, MCP, context window, scoped permissions, cost, and audit trails. Written for CTOs. - [Lovable Agency vs Freelance Developer: Honest Comparison](https://techtideai.io/lovable-agency-vs-developer.md): Lovable agency vs hiring a freelance developer compared on speed, ownership, design system, integration, and total cost. From a Lovable Senior Champion. ## Columbus, Ohio - [Service Areas: Columbus, Ohio and Remote](https://techtideai.io/locations.md): Where TechTide AI works: in person across the Columbus, Ohio metro, including Dublin, New Albany, Grove City, Westerville and Gahanna, and remotely across the US, Canada and the EU. - [Columbus AI Automation Agency](https://techtideai.io/columbus-ai-automation-agency.md): Product implementation in Columbus, Ohio. We turn stalled product and AI builds into software ready for a real customer, pilot, or launch. Send the project brief. - [AI & Product Implementation in Columbus, OH](https://techtideai.io/ai-implementation-columbus-ohio.md): Stalled AI or software build in Columbus, Ohio? We keep what works, agree the core user journey, build and test it, and hand over documentation. - [Web App & Software Development in Columbus, OH](https://techtideai.io/web-app-development-columbus-ohio.md): Web app and software development in Columbus, Ohio for founders with a build already started. We keep what works, build and test the core journey. ## Service areas - [Dublin, Ohio AI Automation](https://techtideai.io/locations/dublin-ai-automation.md): For Dublin, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [New Albany, Ohio Product Implementation](https://techtideai.io/locations/new-albany-ai-automation.md): For New Albany, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Grove City, Ohio AI Automation](https://techtideai.io/locations/grove-city-ai-automation.md): For Grove City, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Westerville AI Automation](https://techtideai.io/locations/westerville-ai-automation.md): For Westerville, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Canal Winchester, Ohio AI Automation](https://techtideai.io/locations/canal-winchester-ai-automation.md): For Canal Winchester, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Hilliard, Ohio AI Automation](https://techtideai.io/locations/hilliard-ai-automation.md): For Hilliard, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Upper Arlington AI Automation](https://techtideai.io/locations/upper-arlington-ai-automation.md): For Upper Arlington, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Grandview Heights, Ohio AI Automation](https://techtideai.io/locations/grandview-heights-ai-automation.md): For Grandview Heights, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Groveport, Ohio AI Automation](https://techtideai.io/locations/groveport-ai-automation.md): For Groveport, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Powell, Ohio AI Automation](https://techtideai.io/locations/powell-ai-automation.md): For Powell, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Pickerington, Ohio AI Automation](https://techtideai.io/locations/pickerington-ai-automation.md): For Pickerington, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Gahanna, Ohio AI Automation](https://techtideai.io/locations/gahanna-ai-automation.md): For Gahanna, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Reynoldsburg, Ohio AI Automation](https://techtideai.io/locations/reynoldsburg-ai-automation.md): For Reynoldsburg, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Worthington AI Automation](https://techtideai.io/locations/worthington-ai-automation.md): For Worthington, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Bexley, Ohio AI Automation](https://techtideai.io/locations/bexley-ai-automation.md): For Bexley, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. - [Whitehall, Ohio AI Automation](https://techtideai.io/locations/whitehall-ai-automation.md): For Whitehall, Ohio founders with a stalled product or AI build. We implement the agreed journey, test it, and document the handoff. Send the project brief. ## Company - [Privacy Policy](https://techtideai.io/privacy.md): TechTide AI Privacy Policy. How we collect, use, and protect your information. - [Terms of Service](https://techtideai.io/terms.md): TechTide AI Terms of Service. Terms and conditions for using our AI services. ## Selected projects - [ShipReady](https://shipreadyai.dev): A launch-check tool for AI-built apps. It separates findings from declared information and checks that still need a person. - [Abodra](https://abodra.ai): Building-design software for exploring a property project and preparing a builder handoff. - [npx8.com](https://npx8.com): A 3D asset studio. - [CipherClaw](https://cipherclaw.com): An open-source toolkit for investigating recorded multi-agent runs. ## Field Notes 71 published articles. Each is canonical on techtideai.io. - October 2026 editorial collection (6) - [Evaluating an AI tool for a law firm: the confidentiality questions to answer before a pilot](https://techtideai.io/blog/law-firm-ai-tool-confidentiality-review.md): Confidentiality questions for a law firm AI pilot: training, retention, access, ethical walls, output checks, data rules and exit, grounded in ABA guidance. Published 2026-10-29. - [Commercial lease critical dates: track notice windows back to the clause](https://techtideai.io/blog/commercial-lease-critical-date-tracking.md): A proposed workflow for lease options and notice windows: dates stored as sourced computations, amendment checks, notice requirements and escalating reminders. Published 2026-10-29. - [Building asset handover: check equipment data before the facility team accepts it](https://techtideai.io/blog/building-asset-handover-data-review.md): A proposed handover workflow using a COBie-style structure: data needs per asset type, schedule matching, sourced attributes and owner-recorded acceptance. Published 2026-10-29. - [B2B returns triage: assemble the RMA case, keep the credit decision with staff](https://techtideai.io/blog/b2b-returns-rma-triage.md): A proposed RMA process: order matching, quoted return terms, safe evidence uploads, separated complaints and return decisions made by authorized staff. Published 2026-10-29. - [What a workflow automation handoff should include before you sign off](https://techtideai.io/blog/workflow-automation-handoff-package.md): What to require at the end of an automation project: inventory, owned credentials, written rules, health signals, a rehearsed runbook and test evidence. Published 2026-10-29. - [From read-only to write actions: release an AI agent's changes in stages](https://techtideai.io/blog/ai-agent-write-actions-staged-release.md): Release AI agent write actions in stages: proposals, approved execution with receipts, narrow automatic actions, server-side limits and evidence to advance. Published 2026-10-29. - September 2026 editorial collection (6) - [Engagement letter drafting: fill confirmed facts, leave scope and fees to the lawyer](https://techtideai.io/blog/legal-engagement-letter-drafting.md): A proposed engagement letter workflow: approved templates, facts from confirmed intake, visible gaps, no generated fee terms and a recorded lawyer approval. Published 2026-10-29. - [Tenant estoppel certificates: compare every response with the lease file](https://techtideai.io/blog/tenant-estoppel-certificate-review.md): A proposed estoppel workflow for sales and refinancings: a sourced lease baseline, field-by-field comparison of returned certificates and recorded decisions. Published 2026-10-29. - [CRM data migration: reconcile counts, duplicates and ownership before cutover](https://techtideai.io/blog/crm-data-migration-reconciliation.md): A CRM migration plan built on reconciliation: scoped objects, field maps by meaning, source IDs, people-led duplicate merges, rehearsal loads and sample checks. Published 2026-10-29. - [Client meeting follow-up: draft action items from the transcript, confirm before sending](https://techtideai.io/blog/client-meeting-follow-up-drafting.md): A proposed professional services workflow: transcript-quoted action items, unclear owners left unclear, scope flags and nothing sent to a client unreviewed. Published 2026-10-29. - [Commercial credit applications: assemble the file, keep the decision with the credit team](https://techtideai.io/blog/commercial-credit-application-review.md): A proposed business credit workflow: completeness checks, sourced financial figures, organized references, analyst-owned decisions and approved notices. Published 2026-10-29. - [Reviewing AI output after launch: reduce review only with evidence](https://techtideai.io/blog/ai-output-review-sampling.md): How to move an AI workflow from full human review to sampling: written criteria, reviewer agreement, per-risk groups, staged reductions and reset triggers. Published 2026-10-29. - August 2026 editorial collection (6) - [CRM integration: decide which system owns each field before you sync](https://techtideai.io/blog/crm-integration-field-ownership.md): Plan a CRM integration field by field: one owning system per value, sync direction, stable record IDs, deletion rules and visible sync failures. Published 2026-10-29. - [Court deadline calendaring with AI: extract the trigger, let docketing confirm the date](https://techtideai.io/blog/court-deadline-calendaring-review.md): A proposed docketing workflow: AI extracts trigger events and periods with source quotes, code computes dates, and a docketing reviewer confirms each entry. Published 2026-10-29. - [Columbus energy benchmarking: prepare building utility data before you submit](https://techtideai.io/blog/columbus-energy-benchmarking-data.md): A proposed workflow for Columbus benchmarking: meter inventory, sourced bill data, consistency checks and a review package before Portfolio Manager submission. Published 2026-10-29. - [n8n integration in production: credentials, environments and webhook boundaries](https://techtideai.io/blog/n8n-integration-production-setup.md): Move an n8n integration from prototype to production: business-owned credentials, separate environments, authenticated webhooks, error workflows and owners. Published 2026-10-29. - [Submittal review preparation: check the package against the spec before the engineer opens it](https://techtideai.io/blog/engineering-submittal-review-preparation.md): A proposed submittal workflow: confirmed spec checklists, sourced completeness findings, original files intact and engineering judgment kept with reviewers. Published 2026-10-29. - [Hiring a workflow automation consultant: questions that show how the work will be done](https://techtideai.io/blog/hiring-workflow-automation-consultant.md): Questions to ask before hiring a workflow or AI automation consultant: account ownership, scope, testing, failure handling, AI decisions, pricing and handoff. Published 2026-10-29. - July 2026 editorial collection (6) - [Internal legal knowledge search: design the access test before the search box](https://techtideai.io/blog/legal-knowledge-search-permissions.md): A proposed internal legal knowledge search that starts with access tests: partial access, lost access, team changes and cached answers. Published 2026-10-29. - [Property portfolio reporting: show incomplete data before the totals](https://techtideai.io/blog/property-portfolio-report-reconciliation.md): A proposed portfolio reporting workflow that confirms which properties, periods and source files are present before totals or narrative are produced. Published 2026-10-29. - [Sales-to-operations handoff: keep approved commitments attached to the order](https://techtideai.io/blog/sales-order-handoff-automation.md): A proposed sales handoff workflow that gives delivery staff the accepted commitment, its source document and the person who approved any exception. Published 2026-10-29. - [Consulting staffing assistance: propose assignments from current availability](https://techtideai.io/blog/consulting-staffing-assistance.md): A proposed staffing workflow that suggests feasible assignments from current availability with visible assumptions, leaving the decision to a delivery manager. Published 2026-10-29. - [Engineering delivery packets: make every issued file traceable](https://techtideai.io/blog/engineering-delivery-evidence-packet.md): A proposed delivery-packet workflow that checks issued files against reviewed revisions, approvals and the transmittal so the package can be reconstructed. Published 2026-10-29. - [Measuring an AI workflow: cost per accepted outcome, including rework](https://techtideai.io/blog/ai-workflow-operating-cost-measurement.md): How to measure an AI workflow by cost per accepted outcome, with rework, retries and operating effort included and compared with the previous process. Published 2026-10-29. - June 2026 editorial collection (6) - [Legal matter closeout: reconcile the checklist before changing access](https://techtideai.io/blog/legal-matter-closeout-workflow.md): A proposed matter-closeout workflow that reconciles the checklist across systems and reviews access before anything changes, under the firm's own rules. Published 2026-10-29. - [Lease data extraction: retain the clause behind every proposed field](https://techtideai.io/blog/property-lease-data-extraction-review.md): A proposed lease abstraction workflow where every extracted field carries its source passage, document version and open interpretation questions. Published 2026-10-29. - [Customer order changes: reconcile the promise before updating operations](https://techtideai.io/blog/customer-order-change-reconciliation.md): A proposed order-change workflow that establishes the current accepted order, checks the affected systems and collects approval before applying the change. Published 2026-10-29. - [Client renewal preparation: assemble evidence without inventing ROI](https://techtideai.io/blog/professional-services-renewal-preparation.md): A proposed renewal packet that separates delivered, accepted, client-reported and measured results from open issues, without a generated success story. Published 2026-10-29. - [Engineering field reports: organize observations without manufacturing conclusions](https://techtideai.io/blog/engineering-field-report-preparation.md): A proposed field-report workflow that turns photos, notes and forms into a reviewable draft, keeping who observed what and leaving conclusions to engineers. Published 2026-10-29. - [How to write acceptance criteria for an AI implementation pilot](https://techtideai.io/blog/ai-implementation-pilot-acceptance.md): How to write AI pilot acceptance criteria before the demo: observable behavior, the evidence that checks it, and what happens when the workflow cannot finish. Published 2026-10-29. - May 2026 editorial collection (6) - [Legal billing narratives: prepare a review queue without inventing work](https://techtideai.io/blog/legal-billing-narrative-review.md): A proposed review queue for legal billing narratives that flags missing context and asks precise questions, without inventing work or changing time. Published 2026-10-29. - [Property vendor document tracking: separate receipt from approval](https://techtideai.io/blog/property-vendor-document-tracking.md): A proposed vendor document workflow with separate requested, received, under review, accepted, rejected and superseded states, so receipt is never approval. Published 2026-10-29. - [Accounts payable automation: resolve exceptions before payment](https://techtideai.io/blog/accounts-payable-exception-routing.md): A proposed accounts payable workflow that matches invoices against purchasing records and routes exceptions to people before any payment is authorized. Published 2026-10-29. - [Client status reports from project evidence, with missing facts left visible](https://techtideai.io/blog/consulting-delivery-status-reports.md): A proposed client reporting workflow that drafts status reports from bounded project evidence and leaves missing facts visible for the delivery lead. Published 2026-10-29. - [Engineering review comments: cluster duplicates without closing decisions](https://techtideai.io/blog/engineering-review-comment-triage.md): A proposed review-comment workflow that suggests duplicate groups while keeping every original comment, its revision and an authorized closure decision. Published 2026-10-29. - [Connecting Claude to internal systems: scope a read-only MCP release](https://techtideai.io/blog/claude-mcp-read-only-first-release.md): How to scope a first Claude MCP integration around read-only questions: narrow tools, the user's own access, source links, freshness and an evaluation set. Published 2026-10-29. - April 2026 editorial collection (6) - [Legal document request tracking: keep missing files visible](https://techtideai.io/blog/legal-document-request-tracking.md): A proposed legal document request workflow: one record per requested item, original files kept, missing items visible, and counsel deciding sufficiency. Published 2026-10-29. - [Commercial property maintenance automation: route requests without losing urgency](https://techtideai.io/blog/commercial-property-maintenance-routing.md): A proposed maintenance routing workflow that keeps the tenant's original words, applies the property's escalation rules and shows uncertain cases to a person. Published 2026-10-29. - [Supplier quote comparison: build a reviewable purchasing worksheet](https://techtideai.io/blog/supplier-quote-comparison-workflow.md): A proposed purchasing worksheet that keeps quote differences, source locations and clarification questions visible instead of ranking incomplete quotes. Published 2026-10-29. - [Consulting scope changes: turn client requests into approval decisions](https://techtideai.io/blog/consulting-scope-change-workflow.md): A proposed scope-change workflow that compares client requests with the current agreed scope and prepares the decision for the delivery owner to approve. Published 2026-10-29. - [Engineering document transmittals: reconcile versions before distribution](https://techtideai.io/blog/engineering-transmittal-reconciliation.md): A proposed transmittal workflow that reconciles documents, revisions, approvals and recipients into a reviewable packet before distribution. Published 2026-10-29. - [An n8n recovery runbook your operations team can actually use](https://techtideai.io/blog/n8n-workflow-recovery-runbook.md): How to write n8n recovery steps operators can follow: alerts that point to a decision, failure classes, deliberate retries, preserved evidence and rehearsal. Published 2026-10-29. - March 2026 editorial collection (2) - [Protecting client data before connecting an AI workflow](https://techtideai.io/blog/protect-client-data-ai-workflows.md): A practical data-flow review for client-service teams adopting AI: access, retrieval, logging, retention, and deletion. Published 2026-10-29. - [Who approves the AI's work? A practical operating guide](https://techtideai.io/blog/ai-approval-queue-operating-guide.md): Design a usable review queue with named approvers, exact action previews, expiry, escalation, and execution receipts. Published 2026-10-29. - February 2026 editorial collection (2) - [Client onboarding automation for professional services: from signed scope to ready delivery](https://techtideai.io/blog/professional-services-client-onboarding-automation.md): A proposed onboarding workflow connecting approved scope, client inputs, access requests, and delivery readiness without inventing commitments. Published 2026-10-29. - [Engineering change request automation: prepare the impact review before approval](https://techtideai.io/blog/engineering-change-request-automation.md): A proposed workflow for collecting change evidence, checking baselines, routing impact reviews, and preserving engineering approval boundaries. Published 2026-10-29. - January 2026 editorial collection (3) - [Law firm intake automation: prepare the file, keep the decision with counsel](https://techtideai.io/blog/law-firm-intake-automation.md): A proposed legal intake workflow with source-linked facts, conflict-review routing, confidential data boundaries, and human approval. Published 2026-10-29. - [Real estate document automation: build a transaction checklist people can trust](https://techtideai.io/blog/real-estate-document-coordination.md): A proposed workflow for transaction document intake, version tracking, missing-item review, and controlled reminders. Published 2026-10-29. - [Construction RFI automation: turn field questions into reviewable requests](https://techtideai.io/blog/construction-rfi-intake-automation.md): A proposed RFI intake workflow that preserves drawing references, routes questions, and keeps contractual decisions with authorized reviewers. Published 2026-10-29. - Standalone Field Notes, newest first (22) - [Claude Code vs GitHub Copilot: which one belongs in your stack.](https://techtideai.io/blog/claude-code-vs-github-copilot.md): Claude Code vs GitHub Copilot: both now run agents and call MCP tools. Where each one fits, how they differ on review, cost and control, and when to run both. Published 2026-08-01. Updated 2026-10-29. - [How to measure AI ROI without lying to your board.](https://techtideai.io/blog/ai-roi-measurement.md): A working method for measuring AI ROI: baseline before you build, count only cash-visible savings, and report the cost line next to the benefit line. Published 2026-07-22. Updated 2026-10-29. - [Vibe coding is fine. Shipping vibes is not.](https://techtideai.io/blog/vibe-coding-in-production.md): Vibe coding is a legitimate prototyping mode. It becomes a liability at the production line. Here is the handoff checklist that keeps AI-generated code shippable. Published 2026-07-15. - [Gartner's 2025 agentic AI cancellation forecast: questions to review.](https://techtideai.io/blog/why-agentic-projects-get-cancelled.md): Gartner forecast that over 40% of agentic AI projects would be cancelled by the end of 2027. Review costs, value, risk controls, and project-specific evidence. Published 2026-07-08. Updated 2026-10-29. - [MCP vs A2A: two protocols, two different jobs.](https://techtideai.io/blog/mcp-vs-a2a.md): MCP connects a model to your tools. A2A connects agents to each other. Picking the wrong one adds a distributed system you do not need. How to choose. Published 2026-07-01. - [A planning outline for a stuck Claude pilot.](https://techtideai.io/blog/how-to-fix-a-stuck-claude-pilot.md): An illustrative three-week planning sequence for reviewing a Claude pilot, hardening its foundations, and evaluating a release. No fixed delivery timeline. Published 2026-06-29. Updated 2026-10-29. - [The AI technical debt nobody put on the roadmap.](https://techtideai.io/blog/ai-technical-debt.md): AI technical debt looks different: undocumented prompts, untyped tool calls, no eval baseline, silent model drift. The six line items and how to pay them down. Published 2026-06-24. - [The harness matters more than the model now.](https://techtideai.io/blog/long-running-agent-harness.md): Frontier models converged. What separates working agents in 2026 is the harness: state, retries, checkpoints, budgets, and recovery. What to build first. Published 2026-06-17. - [When to hand an agent back to a human.](https://techtideai.io/blog/when-to-hand-an-agent-back-to-a-human.md): Escalation design decides whether an agent is trusted. The four triggers we wire into every production agent, and the handoff payload a human actually needs. Published 2026-06-10. - [Pick a model with your own workload, not a leaderboard.](https://techtideai.io/blog/model-selection-without-benchmarks.md): Public benchmarks do not predict your workload. A two-day method for choosing a model with 50 of your own tasks, real cost per task, and a swap plan. Published 2026-06-03. - [AI governance for companies without a governance department.](https://techtideai.io/blog/ai-governance-for-mid-market.md): A mid-market AI governance framework does not need a committee. It needs five written rules: data boundaries, approved models, logging, review gates, and a named owner. Published 2026-05-27. - [RAG is not dead. Bad retrieval is.](https://techtideai.io/blog/rag-is-not-dead.md): Long context did not kill RAG. It killed lazy chunking. Where retrieval still wins on cost, latency, and auditability, and how to fix a weak pipeline. Published 2026-05-20. - [Prompt injection is an access-control problem.](https://techtideai.io/blog/prompt-injection-defense.md): You cannot prompt your way out of prompt injection. Defend it like access control: scoped credentials, typed tools, allowlists, and a human gate on writes. Published 2026-05-13. - [The only three orchestration patterns that survive contact with production.](https://techtideai.io/blog/agent-orchestration-patterns-that-survive.md): Most multi-agent diagrams collapse under real traffic. Three patterns hold: single agent with tools, orchestrator with workers, and supervised handoff. Published 2026-05-06. - [If you cannot replay it, you cannot ship it.](https://techtideai.io/blog/ai-agent-observability.md): Agent observability means replaying any run end to end: prompt, context, tool calls, arguments, results, cost, latency. What to log and what to alert on. Published 2026-04-22. - [Autonomy is a dial, not a switch.](https://techtideai.io/blog/human-in-the-loop-by-design.md): Full autonomy is rarely the right target. Set the autonomy dial per action using reversibility, blast radius, and confidence, then earn each click upward. Published 2026-04-08. - [Treat tokens like cloud spend, or the invoice will teach you.](https://techtideai.io/blog/ai-cost-control-playbook.md): AI cost control is FinOps with a new unit. Per-task budgets, model routing, context hygiene, caching, and a dashboard the owner reads weekly. Published 2026-03-25. - [You probably do not need the framework.](https://techtideai.io/blog/the-agent-stack-most-teams-overbuild.md): A state graph, a vector database, and an orchestration framework for a job a 60-line script does better. How to size the agent stack to the actual problem. Published 2026-03-11. - [The MCP server security checklist I run before handoff.](https://techtideai.io/blog/mcp-server-security-checklist.md): An MCP server is two products: a tool surface and a security surface. The checklist we run before handoff, covering auth, tenancy, arguments, and audit. Published 2026-02-25. - [Build an agent eval suite in five days.](https://techtideai.io/blog/build-an-agent-eval-suite.md): AI agent evaluation without evals is guesswork. A five-day plan to build a real agent eval suite from production traffic, with pass bars and CI wiring. Published 2026-02-11. - [Context engineering is the job now.](https://techtideai.io/blog/context-engineering-for-production-agents.md): Prompt engineering became context engineering: what the model sees, in what order, from which source, under what budget. Practical checks for retrieval, tool output and token budgets. Published 2026-01-28. - [Every AI failure stat measures a different thing. Here is the scoreboard.](https://techtideai.io/blog/why-ai-pilots-never-ship.md): 40%, 88%, 95%: the AI failure headlines measure different populations. What each number actually counts, and the five gaps that decide which side you land on. Published 2026-01-14. ## Companion reading Related articles by Alex Cinovoj, canonical on his own sites. Each line links the owner's Markdown mirror, then its canonical HTML page. - [What drives the cost of an AI implementation?](https://alexcinovoj.com/blog/what-ai-workflow-automation-costs.md): How to read an implementation quote: process clarity, data preparation, integrations, review and recovery, and operating ownership. A proposed evaluation method, not a price list. Buying guide on alexcinovoj.com. Published 2026-10-29. January 2026 collection. Canonical: https://alexcinovoj.com/blog/what-ai-workflow-automation-costs - [Buy software or commission an AI integration?](https://alexcinovoj.com/blog/build-vs-buy-ai-agents.md): A decision guide for choosing between software you already own, an extension and a custom integration, with exit paths and a bounded trial before expanding. The examples are hypothetical. Buying guide on alexcinovoj.com. Published 2026-10-29. February 2026 collection. Canonical: https://alexcinovoj.com/blog/build-vs-buy-ai-agents - [How to choose an AI implementation partner](https://alexcinovoj.com/blog/what-ai-automation-agency-actually-delivers.md): A procurement method that asks every supplier the same questions about scope, working evidence, acceptance criteria, security boundaries and handoff. It does not rank agencies. Buying guide on alexcinovoj.com. Published 2026-10-29. February 2026 collection. Canonical: https://alexcinovoj.com/blog/what-ai-automation-agency-actually-delivers - [Inside ClawKeeper: testing permission boundaries before an agent acts](https://alexcinovoj.dev/llms/notes/clawkeeper-permission-boundaries.md): A walkthrough of ClawKeeper's deterministic agent policy, tenant checks and payment approval gate, based on seven synthetic policy tests run at one inspected revision, with its known trust boundaries. Engineering note on alexcinovoj.dev. Published 2026-10-29. January–March 2026 collection. Canonical: https://alexcinovoj.dev/notes/clawkeeper-permission-boundaries - [Inside CipherClaw: how recorded agent traces become an investigation map](https://alexcinovoj.dev/llms/notes/cipherclaw-trace-investigation-map.md): A source-code reading of CipherClaw's trace graph, root-cause heuristics and breakpoints at one inspected revision, with its implementation limits. The review did not run the test suite. Engineering note on alexcinovoj.dev. Published 2026-10-29. January–March 2026 collection. Canonical: https://alexcinovoj.dev/notes/cipherclaw-trace-investigation-map ## Profiles - [LinkedIn](https://linkedin.com/in/alexcinovoj): Alex Cinovoj. - [X](https://x.com/AlexCinovoj): Alex Cinovoj. - [Substack](https://alexcinovoj.substack.com/): Alex's newsletter. - [GitHub](https://github.com/Alexi5000): Public repositories. ## Optional - [Full-text collection](https://techtideai.io/llms-full.txt): Core pages, guides and every Field Note in one file; suburb pages and policies are linked above. - [RSS feed](https://techtideai.io/feed.xml): Published Field Notes. - [Sitemap index](https://techtideai.io/sitemap-index.xml): Search discovery. - [Page sitemap](https://techtideai.io/sitemap.xml): Canonical indexable HTML URLs. - [Article sitemap](https://techtideai.io/blog-sitemap.xml): Published Field Notes URLs. - [Crawl rules](https://techtideai.io/robots.txt): Crawler access policy.