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Ryan Edge

@chimon

Google Developer Expert ~ Flutter Engineer ~ GDG Charlotte Organizer My GitHub: github.com/chimon2000 Not everyone can become a great engineer, but a great engineer can come from anywhere.

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06.07.2023
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Latest posts by Ryan Edge @chimon

If you are asking engineers to take on product thinking, planning, and risk assessment in addition to their technical work, name it. Define it. Compensate for it. Do not let it happen silently and then wonder why your team is burned out.

06.03.2026 17:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
AI Made Writing Code Easier. It Made Engineering Harder. Writing code is easier than ever. Being a software engineer is harder than ever. The paradox nobody talks about, and what engineers and leaders should do.

AI Made Writing Code Easier. It Made Being an Engineer Harder
www.ivanturkovic.com/2026/02/25/...
The baseline moved, and nobody sent a memo. AI made code cheaper to produce, but made reviewing, understanding, and maintaining it harder. The acceleration trap is real.

05.03.2026 18:25 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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The Factory Model: How Coding Agents Changed Software Engineering Software engineering is not about writing code anymore. It is about building the factory that builds your software.

The Factory Model: How Coding Agents Changed Software Engineering
addyosmani.com/blog/factor...
You're no longer writing codeβ€”you're building the factory that builds the software. Specs become leverage, tests become mandatory, and verification is the bottleneck.

05.03.2026 18:25 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Automate repository tasks with GitHub Agentic WorkflowsΒ Β  Build automations using coding agents in GitHub Actions to handle triage, documentation, code quality, and more.

Automate repository tasks with GitHub Agentic Workflows
github.blog/ai-and-ml/a...
GitHub brings coding agents into Actionsβ€”write workflow intent in Markdown, run it with guardrails. Triage, docs, testing, and code quality on autopilot. The next layer of CI/CD.

05.03.2026 18:25 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Code has always been the easy part When I joined Etsy the team was two years into a rewrite chasing a more elegant architecture (actually two distinct incompatible elegant architectures), and hadn’t shipped a customer facing feature in that time. I like to say (and it may even be true) that stopping and pivoting the team to standardizing on PHP was critical to unlocking everything that came later at Etsy. After all, no one ever has to argue about what elegant PHP looks like.

Code has always been the easy part
laughingmeme.org/2026/02/09/...
The cost of code is plunging toward zero. That's genuinely new. But code is the easy part? That's not new at all. The hard part has always been the systemβ€”the human-technology hybrid that delivers value and evolves.

05.03.2026 18:25 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Beyond agentic coding AI dev tooling can do better than chat interfaces

Beyond agentic coding
haskellforall.com/2026/02/bey...
Agentic coding promises productivity, but the data says otherwise. A compelling case for "calm" AI toolsβ€”semantic browsers, commit splitters, and focus modesβ€”that work alongside you rather than demanding a conversation.

05.03.2026 18:25 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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A Guide to Effective Prompt Engineering In this article, we will explore different prompting approaches, from simple zero-shot instructions to advanced chain-of-thought reasoning.

A Guide to Effective Prompt Engineering
blog.bytebytego.com/p/a-guide-t...
Solid primer on the core techniquesβ€”zero-shot, few-shot, chain-of-thought, role prompting, and prompt chaining. The key insight: clarity beats complexity.

05.03.2026 18:25 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Agentic Engineering Agentic Engineering is a disciplined approach to AI-assisted software development that emphasizes human oversight and engineering rigor, distinguishing it fr...

Agentic Engineering
addyosmani.com/blog/agenti...
Vibe coding β‰  agentic engineering. One is YOLO prototyping, the other is AI implementation with human oversightβ€”with specs, tests, and code review. The terminology matters because the discipline matters.

05.03.2026 18:25 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
The Eternal Promise: A History of Attempts to Eliminate Programmers From COBOL in the 1960s to AI in the 2020s, every generation promises to eliminate programmers. Explore the recurring cycles of software simplification hype.

The Eternal Promise: A History of Attempts to Eliminate Programmers
www.ivanturkovic.com/2026/01/22/...

COBOL, 4GLs, CASE tools, no-codeβ€”every decade promises to eliminate programmers. Every decade creates more of them. The hard part was never typing code - it was systems thinking

05.03.2026 18:25 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Good reads from February

05.03.2026 18:25 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Inside a staff engineer’s AI spec-driven development workflow Β· Luma There’s a new AI coding workflow every week. But it’s hard to tell what’s real versus just a flashy demo. The fastest way to get better isn’t reading another…

If you've been curious about how to write better specs, reduce context drift, or just get more consistent output from your AI tools, Augment is hosting a free virtual event on Friday on spec-driven development.

luma.com/b3u2al1c?tk...

05.03.2026 16:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Key insight: Expensive β‰  Quality. Kimi K2.5 is open-source and low-cost, and it was the top performer. The lesson isn't about price β€” it's about context quality and whether the model actually follows the specification.

26.02.2026 19:08 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Quality: Who did it well?

Kimi went beyond the specification on every dimension and was one of the few to get the edge cases right. Auggie shipped with a broken feature. Big Pickle looked complete on paper; 4 of 11 E2E tests would fail.

26.02.2026 19:08 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Completeness: Who actually finished?

6 of 9 entries finished the task. MiniMax got most of the way there. Gemini produced almost nothing. Big Pickle technically completed it, but 4 of 11 E2E tests crash at runtime. Finished β‰  Working.

26.02.2026 19:08 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

πŸ˜„πŸ˜„πŸ˜„
- Kimi K2.5 (OpenCode)
- Warp (Auto)
- Claude Opus 4.6 (Claude Code)
- Claude Sonnet 4.6 (Claude Code)

😐😐😐
- Sonnet 4.6 (Auggie)
- Sonnet 4.6 (OpenCode)
- MiniMax 2.5 (OpenCode)

☹️☹️☹️
- Big Pickle Stealth (OpenCode)
- Gemini 3 Pro

26.02.2026 19:08 πŸ‘ 0 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

This month's benchmark of AI coding assistants β€” testing todo app implementations with logic traps across 6 models (Opus, Sonnet, MiniMax, Big Pickle, Gemini 3, and Kimi) and 5 coding agents (Claude Code, Auggie, Gemini, OpenCode, and Warp).

26.02.2026 19:08 πŸ‘ 1 πŸ” 0 πŸ’¬ 3 πŸ“Œ 0

If you're building a terminal-based AI coding agent, it should have:

1. The ability to configure different models for ask vs. act modes.
2. The ability to select an Auto mode, where the model is autoselected depending on the task.
3. Something akin to Claude's insights command.

19.02.2026 19:57 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

πŸš€ Flutter & AI @SoFi: Join us in San Francisco
To dive deep into what’s next, our next Flutter San Francisco Meetup is heading to the SoFi office on Wednesday, February 25th.
RSVP on Luma:https://luma.com/5uzi5ws4

#Flutter #Dart #GenerativeAI #MobileDev #SFTech

11.02.2026 19:54 πŸ‘ 1 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
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Ideas Over Implementation People tend to get attached to a specific concept of what they are trying to accomplish rather than the idea it represents

Don’t get attached to what you built. Get attached to what you’re trying to achieve.

When you fall in love with specific choices β€” the architecture, the tool, the approach β€” you’re forced to get everything right up front. That’s a high bar, and usually the wrong one.

boz.com/articles/ide...

10.02.2026 18:02 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

What AI is actually good for, according to developers
github.blog/ai-and-ml/ge...

AGENTS.md outperforms skills in our agent evals
vercel.com/blog/agents-...

09.02.2026 17:58 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

How to write a good spec for AI agents
addyosmani.com/blog/good-spec

How does AI impact skill formation?
www.seangoedecke.com/how-does-ai-...

When AI writes almost all code, what happens to software engineering?
newsletter.pragmaticengineer.com/p/when-ai-wr...

09.02.2026 17:58 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

How I estimate work as a staff software engineer
www.seangoedecke.com/how-i-estima...

The rise of one-pizza engineering teams
www.jampa.dev/p/the-rise-o...

The third golden age of software engineering
newsletter.pragmaticengineer.com/p/the-third-...

09.02.2026 17:58 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Good tech reads from January...

09.02.2026 17:58 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Standardization = easier adoption, better interop, thriving ecosystem.

19.01.2026 15:00 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

It would be nice if spec-driven development tools adopted some standardization.

Every tool has its own:
- Spec format
- CLI interface
- Config structure

Right now we're speedrunning the "14 competing standards" xkcd.

19.01.2026 15:00 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Stranger Things feels like it's just turned into a Wikipedia page for the 80s.

27.12.2025 05:51 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Google for Developers Blog - News about Web, Mobile, AI and Cloud

Everyone else: spec-driven-development
Google: context-driven-development

🀣🀣🀣

developers.googleblog.com/conductor-i...

18.12.2025 17:36 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Tech predictions for 2026 and beyond We’ve caught glimpses of a future that values autonomy, empathy, and individual expertise. Where interdisciplinary cooperation influences discovery and creation at an unrelenting pace. In the coming year, we will begin the transition into a new era of AI in the human loop, not the other way around. This cycle will create massive opportunities to solve problems that truly matter.

Tools evolve and complexity increases, yet creativity, curiosity, and systems thinking continue to define great developers.
Lowering the barrier for entry doesn't eliminate the need for human expertiseβ€”it amplifies it.

www.allthingsdistributed.com/2025/11/tec...

10.12.2025 15:26 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

The whole Midoriya wants to save Shigaraki thing seems kinda pointless in retrospect πŸ€·πŸΎβ€β™‚οΈ

09.12.2025 05:49 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

These first episodes of Stranger Things aren't hitting for me like it used to.

02.12.2025 19:04 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0