#aiassistedcoding — Public Fediverse posts

The well-established relationship between productivity and quality in coding is resurfacing in AI-generated code

Links and thoughts on how to deal with it in the post => https://www.smharter.com/blog/2025/09/01/ai-assisted-coding-how-to-ensure-real-productivity-gains/

#AI #LLMs #GenerativeAI
#AIAssistedCoding #AICoding #VibeCoding
#AIEngineering

AI coding tools are shifting software engineering away from syntax generation and toward orchestration, architecture, and system design. https://hackernoon.com/ai-may-replace-coders-but-its-making-software-engineers-indispensable #aiassistedcoding

#Anthropic introduced auto mode in #ClaudeCode, enabling multi-step software development workflows with reduced manual intervention.

It combines automated execution with layered safety mechanisms, including:
⇨ input filtering
⇨ action evaluation
⇨ two-stage classification
… while keeping human approval checkpoints for sensitive operations.

Dive deeper ⇨ https://bit.ly/4toxJE1

#InfoQ #SoftwareArchitecture #AIarchitecture #AIcoding #AIAssistedCoding

CodeGuardian is an MCP server that extends AI coding assistants with comprehensive code quality and security analysis.

Developers can access enterprise-grade analysis directly in their AI assistant - reducing context switching and making secure coding easier to adopt.

🔗 Read now: https://bit.ly/4u0VNhz

#InfoQ #AI #ModelContextProtocol #AIagents #AIAssistedCoding

CodeGuardian is an MCP server that extends AI coding assistants with comprehensive code quality and security analysis.

Developers can access enterprise-grade analysis directly in their AI assistant - reducing context switching and making secure coding easier to adopt.

🔗 Read now: https://bit.ly/4u0VNhz

#InfoQ #AI #ModelContextProtocol #AIagents #AIAssistedCoding

CodeGuardian is an MCP server that extends AI coding assistants with comprehensive code quality and security analysis.

Developers can access enterprise-grade analysis directly in their AI assistant - reducing context switching and making secure coding easier to adopt.

🔗 Read now: https://bit.ly/4u0VNhz

#InfoQ #AI #ModelContextProtocol #AIagents #AIAssistedCoding

CodeGuardian is an MCP server that extends AI coding assistants with comprehensive code quality and security analysis.

Developers can access enterprise-grade analysis directly in their AI assistant - reducing context switching and making secure coding easier to adopt.

🔗 Read now: https://bit.ly/4u0VNhz

#InfoQ #AI #ModelContextProtocol #AIagents #AIAssistedCoding

CodeGuardian is an MCP server that extends AI coding assistants with comprehensive code quality and security analysis.

Developers can access enterprise-grade analysis directly in their AI assistant - reducing context switching and making secure coding easier to adopt.

🔗 Read now: https://bit.ly/4u0VNhz

#InfoQ #AI #ModelContextProtocol #AIagents #AIAssistedCoding

... (continuing)

The study also revealed that coding is not the primary bottleneck. Meetings, interruptions, and slow CI/CD cost developers more time than AI saves. Nonetheless some organisations try to use AI to compensate, rather than fixing root cultural issues.

If you want to step back and reflect on how to achieve actual productivity gains with AI-Assisted coding, read this post => https://www.smharter.com/blog/2025/09/01/ai-assisted-coding-how-to-ensure-real-productivity-gains/

#AI #LLMs #GenerativeAI
#AIAssistedCoding #AICoding #VibeCoding
#AIEngineering

==============================
AI PRODUCTIVITY, HYPE VS REALITY
==============================

=> MASTERY IN SOCIO-TECH PRACTICES REMAINS A NECESSARY FOUNDATION TO BENEFIT FROM AI-ASSISTED CODING

A new and recent study (linked in the post, as points 3 & 3.1) shows that productivity gains from AI-Assisted coding are lower than expected, with instances of productivity loss... (contiue)

#AI #LLMs #GenerativeAI
#AIAssistedCoding #AICoding #VibeCoding
#AIEngineering

Meta Reports 4x Higher Bug Detection with Just-in-Time Testing

Meta has reported improved software quality using a Just-in-Time (JiT) testing approach …
#NewsBeep #News #Artsanddesign #agents #AI #AIAssistedCoding #Architecture&Design #Arts #ArtsAndDesign #Automatedtesting #Automation #CodeReviews #Design #Development #Entertainment #Largelanguagemodels #metajittestingaidetection #ML&DataEngineering #SoftwareTesting #TestAutomation #Testing #UK #UnitedKingdom
https://www.newsbeep.com/uk/537120/

https://www.europesays.com/ie/441005/ Meta Reports 4x Higher Bug Detection with Just-in-Time Testing #Agents #AI #AIAssistedCoding #Architecture&Design #Arts #ArtsAndDesign #ArtsAndDesign #ArtsDesign #AutomatedTesting #automation #CodeReviews #Design #Development #Éire #Entertainment #IE #Ireland #LargeLanguageModels #MetaJitTestingAiDetection #ML&DataEngineering #SoftwareTesting #TestAutomation #Testing

https://www.europesays.com/uk/901927/ Meta Reports 4x Higher Bug Detection with Just-in-Time Testing #Agents #AI #AIAssistedCoding #Architecture&Design #Arts #ArtsAndDesign #AutomatedTesting #Automation #CodeReviews #Design #Development #Entertainment #LargeLanguageModels #MetaJitTestingAiDetection #ML&DataEngineering #SoftwareTesting #TestAutomation #Testing #UK #UnitedKingdom

#GitHub Copilot CLI has reached General Availability, marking a milestone in bringing generative AI across the entire software development lifecycle.

The move signals GitHub’s push to make the terminal a first-class surface for AI-assisted development.

Learn more: https://bit.ly/3Q4xqjU

#InfoQ #DevOps #Copilot #AIcoding #AIAssistedCoding

What if you could develop your SKILL . md files in a test-driven way, just like your code? That was the question I asked myself, and the result was Test-Driven Agentic Behaviours (TDAB)...

Let me show you → https://youtu.be/i3g9ZXiaqh0

#ai #aiaugmentedcoding #aiassistedcoding #claudecode

Meet uSpec: #Uber’s agentic system for automating component design specifications

Using #AIagents & the #opensource Figma Console Model Context Protocol (#MCP), it reduces detailed documentation time from weeks ⇨ minutes.

Find out more on #InfoQ ⇨ https://bit.ly/4lPCfJH

#SoftwareArchitecture #AIAssistedCoding #Accessibility #DesignSystems

Agoda: #AICodingTools boost individual developer output - but overall project velocity hasn’t jumped much.

Why❓ Coding was never the main bottleneck ❗

The new bottlenecks:
⇨ Specification
⇨ Verification
⇨ Human judgment

Deep dive on #InfoQ here ⇨ https://bit.ly/4t67h2f

#SoftwareArchitecture #SpecDrivenDevelopment #AIassistedCoding

“Why Craft-Lovers Are Losing Their Craft”, Hong Minhee (https://writings.hongminhee.org/2026/03/craft-alienation-llm/).

Via Lobsters: https://lobste.rs/s/vxsjiv/why_craft_lovers_are_losing_their_craft

On HN: https://news.ycombinator.com/item?id=47473178

#Craft #Capitalism #Programming #AI #LLMs #AIAssistedCoding #Productivity #Tedium #Craftsmanship #Quality

Where do humans fit in AI-assisted software development?

Not “out of the loop” – but “on the loop”!

As Kief Morris explains, developers are shifting toward:
→ designing specs
→ defining tests
→ shaping feedback mechanisms to guide AI agents
→ governing how AI systems behave

Read more insights here 👉 https://bit.ly/3NhWx1E

#SoftwareDevelopment #AI #AIassistedCoding #AIdevelopment #AIarchitecture #InfoQ

How do you manage large-scale code migrations across a massive codebase?

At #Spotify, the answer is Honk - an internal AI-powered coding agent - currently merging 1,000 pull requests every 10 days!

Read more on #InfoQ ⇨ https://bit.ly/4rZExaF

#SoftwareDevelopment #AIassistedCoding #Refactoring

“Coding After Coders: The End Of Computer Programming As We Know It”, The New York Times (https://www.nytimes.com/2026/03/12/magazine/ai-coding-programming-jobs-claude-chatgpt.html).

On HN: https://news.ycombinator.com/item?id=47348733

#Programming #Coding #AI #LLMs #VibeCoding #AIAssistedCoding #Work #Productivity

A well-balanced take (contrast with breathless paeans or vicious takedowns of AI):

“My AI Adoption Journey”, Mitchell Hashimoto (https://mitchellh.com/writing/my-ai-adoption-journey).

On HN: https://news.ycombinator.com/item?id=46903558

On Lobsters: https://lobste.rs/s/87rudf/my_ai_adoption_journey

#AI #AgenticCoding #AIAssistedCoding #Programming

https://www.youtube.com/watch?v=b9EbCb5A408

Today's find on the impact of LLMcoding to maintainability of the result.
Assumption 80% of a systens cost arises from.maintenance, thus maintainability is still relevant in the prssence of LLMcoding.

TL;DR: A fool with a tool is still a fool. And LLMcoding is just that: a tool

Given the confirmation bias I'm curious to see reproduction and follow up studies and papers.

The video mentions that the results were published as a peer reviewed paper. Unfortunately I couldn't immediately find said paper. If any one finds it, please post a link/DOI below.

#swe #research #softwareengineering #LLMs #aiassistedcoding #claude #ai

================================
6 AI-assisted coding traps that kill productivity
================================
On how to identify the hidden productivity traps of AI-assisted coding, and the practical steps to avoid them => https://www.smharter.com/blog/2026/02/03/6-ai-assisted-coding-traps-that-kill-your-productivity/

Which productivity traps have you experienced so far? How do you spot and avoid them?

#AI #LLMs #GenerativeAI
#AIAssistedCoding #AICoding #VibeCoding
#AIEngineering

Commit your work with a clear message like "feat: manual implementation of X." https://hackernoon.com/ai-coding-tip-001-commit-your-code-before-asking-for-help-from-an-ai-assistant #aiassistedcoding

... continuing

While the AI agent certainly accelerated my learning and helped me validate my understanding and the impact of my high-level decisions (on tech quality, product design, and business impact), the responsibility for every final decision rested with me as part of the "human review and verification" step.

continue ...

#AI #LLMs #GenerativeAI #Agents
#CodingAgents #AIAssistedCoding
#AIEngineering #PromptEngineering #AICoding

On this topic, AI-assisted coding, I also share this post discussing realistic expectations of productivity gains, and the tricky problem of the perception gap: https://www.smharter.com/blog/2025/09/01/ai-assisted-coding-how-to-ensure-real-productivity-gains/

#AICoding #AIAssistedCoding
#VibeCoding
#PromptEngineering #LLM

==============================
AI-coding workflow & prompts reuse
==============================

=> https://www.linkedin.com/posts/lucaminudel_effective-ai-coding-workflow-prompts-reuse-activity-7401946070152499200-zk8_

#AICoding #AIAssistedCoding
#VibeCoding
#PromptEngineering #LLM

“Gemini CLI Tips & Tricks”, Addy Osmani (https://github.com/addyosmani/gemini-cli-tips).

Via HN: https://news.ycombinator.com/item?id=46060508

#Gemini #Google #GeminiCLI #CodingAgents #Tips #AI #LLMs #AIAssistedCoding #MCP #Agents

Vibe coding and Chat-oriented programming (CHOP) or more in general AI-assisted coding have the potential to rewrite the way we do professional software development

This should not mean we lose all the lessons already learned.

Iterative and Incremental Development: A Brief History
Pdf => https://www.craiglarman.com/wiki/downloads/misc/history-of-iterative-larman-and-basili-ieee-computer.pdf
Reference => https://ieeexplore.ieee.org/document/1204375/

#AI #ArtificialIntelligence #GenerativeAI
#FutureofTech #FutureofWork
#PromptEngineering #LLM
#AICoding #AIAssistedCoding #VibeCoding

... The next bottleneck CHOP is controlling the Agent(s), reviewing, validating and accepting their work. Some teams claim they overcome this bottleneck with tech excellence + extensive automated testing and pipeline automation, and their next bottleneck is team collaboration/decision-making.

What bottlenecks are you observing in your day-to-day AI-assisted coding practice?

#FutureofTech #FutureofWork
#PromptEngineering #LLM
#AICoding #AIAssistedCoding #VibeCoding

Each AI-assisted coding style has different advantages, overcomes different existing bottlenecks, while revealing the next bottleneck.

The next bottleneck for Vibe coding (preferred for prototypes) is resolving the merge conflicts among multiple Agents.

The next bottleneck for Chat-oriented programming (preferred for high-quality production-ready code) is ...

#AI #ArtificialIntelligence #GenerativeAI
#FutureofTech #FutureofWork
#PromptEngineering #LLM
#AICoding #AIAssistedCoding #VibeCoding

A 7-step checklist for developers to use AI tools effectively—without creating low-quality “slop.” Build, test, and scale with discipline. https://hackernoon.com/stop-the-slop-start-coding-smarter-with-ai #aiassistedcoding

I wanted to
- explore and experiment with AI-assisted coding with many tools and models, - refresh my hands-on skills in Cloud native and NoSQL.
While pursuing a simple architecture and design, ready to scale as needed.

This is the repo: https://github.com/lucaminudel/WiseWords

Give it a try. If you find it useful and wanna host it privately, let me know.

##GenerativeAI
#FutureofTech #FutureofWork
#PromptEngineering #LLM
#AICoding #AIAssistedCoding
#CloudNative
#Serverless
#Containers
#NoSQL
#SideProject

have recently completed this side-project:
A calm forum that drives Meaningful online Conversations, not views or likes
============================
=> https://www.wise-words.online
============================
With an export function to extract the conclusions for your team's decision log.

... continue

#AI #ArtificialIntelligence #GenerativeAI
#FutureofTech #FutureofWork
#PromptEngineering #LLM
#AICoding #AIAssistedCoding
#CloudNative
#Serverless
#Containers
#NoSQL
#SideProject
#Tech

Solving the wrong problem

The nagging feeling that something does not fit

https://www.ufried.com/blog/ai_assisted_coding/

#AICoding #GenAI #AIAssistedCoding

I’ve pulled together my reflections on:
- Common pitfalls
- Better alternatives for adoption
- Guiding principles for leaders in this fast-evolving space

=> https://www.smharter.com/blog/2025/08/25/organisational-strategy-for-ai-assisted-coding-adoption/

And I'd love to hear your experiences and reflections!

#AI #ArtificialIntelligence #GenerativeAI
#FutureofTech #FutureofWork
#PromptEngineering #LLM
#AICoding #AIAssistedCoding #VibeCoding
#Strategy #AIAdoption #Transformation