Leading EDJE

Home
United States
Dublin, OH
Leading EDJE

We unlock potential through technology by crafting bespoke solutions that positively disrupt and grow your business

At Leading EDJE, we stand firmly on the conviction that technology represents the most powerful tool for transforming businesses and unlocking human potential. Our passionate team sees beyond code to recognize technology's true purpose: empowering people to achieve what was once impossible. As dedicated strategists, innovators, and partners in your success journey, we don't just solve problems—we craft bespoke solutions that positively disrupt your business. This collaborative approach ensures we're architecting comprehensive strategies that create sustainable competitive advantages, fundamentally enhancing what your organization can accomplish in today's rapidly evolving digital landscape.

10/16/2026

AI-assisted development on a greenfield build and AI-assisted development on a 10-year-old codebase are not the same problem.

On greenfield: context is relatively clean. The AI agent can work within a defined architectural approach without accumulating the wrong patterns. Governance still matters - but the surface area for contextual errors is smaller.

On a legacy codebase: everything changes. Architectural debt means patterns that conflict with each other. Domain logic that lives in institutional memory, not documentation. Data flows with constraints that aren't visible in the code. Security sensitivities accumulated over a decade.

AI agents generating code in a legacy environment - without governance frameworks that account for those constraints - produce output that looks right and is wrong in ways that are expensive to find later.

The right question for any software partner isn't "can you do AI-assisted development?" It's "how does your approach change when the environment has history?"

A partner who gives the same answer for both hasn't done enough of the second kind to know the difference.

We have. It's why environment fit is a core part of how we work.

10/13/2026

The conversation about AI replacing software engineers misses what actually happens when agentic development is done well.

Experienced engineers don't get replaced. They get applied to a higher-leverage moment.

Here's what the shift actually looks like:
- Before AI-assisted development: Engineer is the primary author. Time is spent writing boilerplate, translating requirements into code, handling spec-to-implementation translation.
- With agentic development, well-governed: Engineer becomes the director and reviewer. The AI agent handles generation. The engineer frames the task precisely, reviews output critically - not just "does this compile" but "is this contextually right for our system" - and redirects when it isn't.

That last part - redirecting with precision, is where engineering judgment lives. It requires knowing the system. It requires understanding what contextually wrong output looks like before it gets integrated. It requires the kind of architectural pattern recognition that comes from experience.

The productivity multiplier is real. And it's entirely dependent on experienced engineers in the loop.

AI handles generation. Engineers provide direction and judgment. That's the model that works.

hashtag hashtag hashtag hashtag hashtag

10/12/2026

"Governance-first" sounds like a compliance posture.
It isn't.

Governance-first in AI-assisted development means: the operating structure that makes the productivity multiplier reliable instead of intermittent.

Here's what it looks like in practice:
- Before generation: Requirements translated into implementation-ready specifications before any AI agent starts generating code. Vague input produces vague output.
- During generation and review: Use a structured ex*****on framework (spec-kit, BMad, etc) that governs how AI-generated work moves through development, review, and integration. Not slower - disciplined. The same pace AI enables, with the quality checkpoints a production environment requires.
- Across the full workflow: Incorporate end-to-end agent collaboration methodology that structures how specialized AI personas - architect, developer, product manager - work together without losing context between phases.

The firms that build an operating structure leveraging frameworks before they scale AI development are the ones that don't spend the next year cleaning up after it.

AI is a system. Build the operating structure that makes it work.

10/09/2026

There's a version of AI-assisted development that moves fast, generates a lot of code, and creates a pile of technical debt no one planned for.

And there's a version that moves thoughtfully - with experienced engineers in the loop, governance frameworks that catch what the tools don't, and honest documentation of where AI earns trust and where it requires oversight.

We build with the second version.

Not because it's slower. Because it's the only one that works consistently when the environment is real, the codebase has history, and the standards aren't negotiable.

AI as a force multiplier - but only when governed well and fit to the environment it's actually working in.

That's the work.

10/08/2026

Time to celebrate our October EDJE-Versaries!

🎉Congratulations to Bryce Amacker, Zack Lowery, and Eric Smith!

Thank you for your commitment, teamwork, and the positive impact you bring to Leading EDJE every day. We truly appreciate all that you do.Here’s to many more milestones ahead! 💚

10/06/2026

Ever had a release blocked by a review board that only shows up when something's on fire? You're not alone.

Ben Grossman and Ed LeGault break down the governance habits that feel responsible but quietly slow teams down, and what modern delivery should do instead.

Three takeaways:
⚖️ A lot of "architecture governance" is old waterfall stage-gating with better stationery.
🎯 Risk scoring often measures novelty and visibility, not blast radius or how easily you can roll back.
🛤️ The fix is guardrails in the pipeline, decisions recorded in the flow of work, and human review saved for the truly irreversible calls.

Read all ten antipatterns:
https://blog.leadingedje.com/post/devops-governance-antipatterns.html

10/02/2026

Could five AI coding agents share one repo without stepping on each other? Zack Lowery's hackathon team tested it, and got 40 merged pull requests in a single afternoon.

Instead of standing up an enterprise agent platform, they built a lightweight /coordinate skill on GitHub Issues and the gh CLI.

Three takeaways:
🧩 Four small primitives ran the whole thing (assignees, labels, structured comments, invariants).
📈 216 events in about six and a half hours, mostly without a human directing traffic.
🚧 It has clear limits, and Zack is honest about when you'd graduate to the real A2A protocol.

Read how it worked:

https://blog.leadingedje.com/post/the-poor-mans-agent-to-agent-a2a-protocol.html

10/01/2026

Does AI actually make developers faster? The data is messier than the hype.

Matt Eland walks through the research on AI-assisted development, and some of the numbers are sobering.

Three that stood out:
🐢 In one 2025 study, developers felt about 20% faster but were 19% slower.
🔐 AI pull requests carry 1.7x more issues, and 45% of AI-generated code has a top-10 security vulnerability.
🏚️ Refactoring has dropped sharply, and "vibe coding" tends to stall until a rewrite is needed.

Matt also notes the numbers are starting to move. Read the full breakdown:
https://blog.leadingedje.com/post/ensuringaiquality/data.html

09/30/2026

Big congratulations to Eddie Legg, our newest Principal Solutions Engineer! 🎉

Over 7+ years with Leading EDJE, Eddie has worked with three clients, and every one of them asked to bring him back. He's currently leading international compliance work that's helping a client expand into new countries. Here at EDJE, he's the one pushing us toward better practices and leading our work in AI-powered development.

Well deserved, Eddie! 👏

09/29/2026

Meet our two Q3 2026 EDJE Impact Award winners: Bryce Amacker and Terry Welsh! 👏

Each quarter we celebrate teammates who live our core values and embody our brand spirit, and this quarter two EDJErs went above and beyond.

Bryce has become one of the faces of AI at EDJE, rallying excitement around AI across the company and giving up his own schedule to travel and share his expertise with future clients. He even earned the Partner Impact Award at Abercrombie & Fitch, where their Chief Digital and Technology Officer recognized him as a trusted thought partner who makes complex ideas clear and blends innovation with real enterprise know-how. And true to being a Real Fun Geek, Bryce brings the fun and the storytelling that makes the office a better place to be.

Terry is the teammate who takes on the hardest, most complex work and gives it direction. He builds consensus, aligns stakeholders through thoughtful questions, and guides clients through positive change, earning A&F Partner Impact Award nominations three quarters running. He leads with transparency, supports his team above all, and stays driven to grow himself and everyone around him.

Bryce and Terry, thank you for being All In, Together. Congratulations, this one's well deserved! 🙌

Address

6515 Longshore Loop Suite 300
Dublin, OH
43017

Website

http://www.LeadingEDJE.com/

Alerts

Be the first to know and let us send you an email when Leading EDJE posts news and promotions. Your email address will not be used for any other purpose, and you can unsubscribe at any time.

Contact The Business

Send a message to Leading EDJE: