Field notes from the tech tiller.
Short, practical pieces on technology leadership for growing businesses — written from inside actual engagements, not from a podium.
AI
July 10, 2026
6 min read
OpenAI o1 for DFW SMBs: when advanced reasoning is worth the cost (and when it isn't)
OpenAI's o1 scored 83% on the International Mathematics Olympiad qualifying exam. Your inbox has vendor pitches telling you this changes everything. What it actually changes is narrower than that—and the decision of whether to pay for it comes down to one question: is complex reasoning your actual bottleneck, or are you paying for a capability you'll invoke twice a quarter?
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Architecture
July 9, 2026
6 min read
Security baseline for a DFW SMB: the Cloudflare + Supabase pattern that actually fits your budget
Your customer just asked what your security story is. You don't have one. Not because you're reckless—because most security advice is either irrelevant enterprise theater or dangerously vague. This post gives you the pattern a competent CTO would actually build for a bootstrapped product or services firm in DFW: specific technology, realistic pricing, and something you can walk a client through without shrugging.
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AI
July 8, 2026
6 min read
Fractional CTO for Dallas law firms: the AI adoption decision you can defend to partners
Your inbox fills with legaltech vendor pitches every month. Contract review AI. Intake automation. Legal research tools built on the latest models. Each one promises to reclaim partner hours. None of them mention what happens when the tool doesn't integrate with your practice management system, or when the model hallucinates on a key contract clause, or when you realize your data hygiene can't support any of it. You need someone to evaluate these tools—not a full-time CTO, and not another vendor demo. You need someone to tell you which AI actually pays for itself in your firm, and which ones don't.
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Fractional CTO
July 6, 2026
7 min read
Fractional CTO ROI: five situations that pay for themselves in 90 days (and five that don't)
You're bleeding money on a vendor platform that doesn't integrate, or your founder is still writing code six months after closing Series A, or you're about to go into due diligence and your tech stack is held together with duct tape. You know you need technical leadership. But a full-time CTO at $250K+ feels premature. The question isn't whether you need a CTO. It's whether your specific problem is a 90-day fractional engagement or something else entirely.
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AI
July 3, 2026
6 min read
AI vendor pitches vs. defensible decisions: why DFW law firms need independent technical vetting
Your inbox fills with legaltech vendor demos every month. Contract review AI, intake automation, legal research tools built on the latest models—each one promises to reclaim partner hours without adding headcount. None of them mention what happens when the tool doesn't integrate with your practice management system, or when the model hallucinates on a key contract clause, or when you realize your data hygiene can't support it reliably.
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Hiring
July 2, 2026
6 min read
First engineer or fractional CTO: the sequence that actually works for DFW SMBs
You need engineering capacity. So you post the job, find a solid mid-level developer, and bring them on. Six months later, that developer is rewriting the foundation someone else built last quarter because there was no architecture to follow. The problem isn't the engineer. You hired the second role when you needed the first one.
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Fractional CTO
June 29, 2026
6 min read
Consultant vs. fractional CTO vs. agency: who owns the outcome when things break
You're six months into a platform migration. Something's slower than expected and a key integration is misbehaving. You call the person who scoped it. They tell you that's not in scope. That's not a consultant problem—it's an engagement shape problem. The title on the contract determined who owns month seven, and you picked wrong.
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Architecture
June 25, 2026
6 min read
Build vs. buy at 25 employees: when your SaaS stack becomes your bottleneck
You hit 25 employees and your best-of-breed SaaS stack—the one that scaled cleanly from 5 to 20—stops working. Data lives in eight different systems. Reporting consumes someone's entire Monday. Customer wait times creep up because no vendor's workflow actually matches how you operate. The instinct is to add another tool. That instinct is wrong.
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Fractional CTO
June 22, 2026
6 min read
Fractional CTO vs. full-time CTO: the real decision framework
Most DFW SMB founders treat fractional vs. full-time CTO as a binary choice—hire one or hire the other. It isn't. The actual decision is a sequence: advisory, then fractional, then full-time, each triggered by specific business milestones. Get the sequencing wrong and you either burn $200K+ annually on overhead you don't need yet, or you stay fractional long enough to accumulate technical debt that costs more to fix than the savings were worth.
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AI
June 19, 2026
6 min read
GPT-5.2 changes the automation calculus for DFW SMBs—but not how you think
OpenAI's GPT-5.2 Thinking hits 70.9% on GDPval—the benchmark for knowledge work across 44 occupations—compared to 38.8% for its predecessor. That's not an incremental improvement. For DFW legal teams, accountants, and service firms, it means contract review, financial analysis, and document-heavy workflows are now genuinely automatable. The question isn't whether to move. It's whether you know which processes are safe to hand off unsupervised—and which ones will quietly create liability if you do.
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AI
June 18, 2026
6 min read
AI governance for a 20-person company: the minimum viable policy
Enterprise AI governance frameworks run 40 pages and assume you have a compliance officer. You don't. So your team either ignores policy entirely or you've hired a consultant to generate irrelevant bureaucracy. Neither works—and neither protects your clients when someone pastes a contract into ChatGPT.
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Fractional CTO
June 15, 2026
6 min read
Fractional CTO cost in 2026: what DFW SMBs actually pay
You've seen the national range: $200–$500 per hour for a fractional CTO. Now convert that to a monthly budget line. Most founders can't—because hourly rates don't map to how these engagements actually work. DFW SMBs don't buy hours. They buy retainers, projects, or advisory access, and the pricing swings 40–60% depending on which model you choose and how many engineers you're running.
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AI
June 11, 2026
6 min read
Five questions to ask before you sign an AI vendor contract
You're evaluating AI vendors the way you evaluate SaaS: price per seat, API response time, feature roadmap. What you're not evaluating is the cost of leaving. Most DFW SMBs don't discover switching costs until month seven, when you've retrained your team on one platform's prompt syntax and realize the data export format is proprietary. By then, you're locked in—not by contract terms, but by the operational reality of migration.
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Fractional CTO
June 10, 2026
6 min read
Your fractional CTO is solving San Francisco's problems, not Dallas's
You hired a fractional CTO last year. Competent person. Responsive. Then you needed to negotiate with a local AWS partner, move fast on a key hire, or sit down with your lawyer to structure equity incentives. That's when you realized: your CTO doesn't know DFW. Doesn't know who to call. Doesn't know how Texas incentive structures actually work. And can't show up when you need someone in the room.
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Architecture
June 1, 2026
7 min read
Your npm dependencies are someone else's security problem
Last week, malicious packages made it into Red Hat's official JavaScript client libraries. Not a typosquatting attack. Not obscure transitive dependencies. Packages with legitimate names, published to a legitimate registry, pulled into production by teams who trusted the source. For DFW SMBs running Node applications, the question isn't whether your dependencies are compromised — it's whether you have any visibility into what you're actually pulling in.
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AI
June 1, 2026
6 min read
Your AI subscription is a productivity tax — here's how to audit it
You've got a Claude subscription. A ChatGPT Pro account. Maybe a specialized legal AI platform. They renew quietly, month after month, while you tell yourself they're strategic. The truth is simpler: most DFW SMBs can't name a single repeatable process those tools actually improved. We're watching teams adopt AI reflexively, then discover months later that the subscriptions are covering aspirational workflows, not actual ones.
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AI
May 31, 2026
6 min read
ChatGPT adoption data just made your governance gap visible
OpenAI released a report on ChatGPT adoption across industries. The engineering press covered the workflow data. We're reading it as a governance warning. Because the adoption patterns they documented — faster in administrative roles, slower in legal and compliance, uneven across departments — map directly to where DFW SMBs and law firms have zero oversight right now.
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AI
May 30, 2026
6 min read
GPT-5.3-Codex just made your technical debt decision urgent
OpenAI released GPT-5.3-Codex last week — a coding agent built for multi-step technical projects without sustained human developer involvement. The press is treating it as an engineering milestone. We're treating it as a forcing function. Because before you point an autonomous agent at your codebase, you have to answer a question most DFW SMBs have been avoiding: is your technical foundation actually ready for this?
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AI
May 26, 2026
6 min read
Workspace agents are real. The vendor lock-in risk is realer.
OpenAI released workspace agents in ChatGPT last week. The pitch is a scaling story — automate complex workflows, reduce hiring pressure, run multi-step operations without manual intervention. For DFW SMBs and law firms, that's the seductive part. The less-discussed part is what happens when your business logic, your client data, and your workflows live inside OpenAI's infrastructure and nowhere else.
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AI
May 18, 2026
6 min read
Agent code search and the token-efficiency trap: what SMBs actually need
Semble just showed up on Hacker News claiming 98% fewer tokens for code search than grep. The engineering conversation is real. The business conversation most SMBs are having is different — and more important.
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AI
May 14, 2026
6 min read
Claude for small business sounds good until you realize what problem you're actually solving
Anthropic's pitch is compelling: better AI, lower costs, better for SMBs. But we've watched a dozen companies adopt Claude without first asking whether AI is the bottleneck in their business. It usually isn't.
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Architecture
May 13, 2026
7 min read
Open source licensing is a hidden cost line item for SMB tech
The Bambu Lab controversy isn't about 3D printers. It's about what happens when a company extracts value from open source without returning it. Most SMBs we work with are doing the same thing, just quietly.
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Fractional CTO
May 3, 2026
6 min read
When to hire a fractional CTO — and when you don't need one yet
Most Dallas SMBs we talk to have wrestled with this question for six months by the time they reach out. Here's the framework we use to give them a straight answer in twenty minutes.
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