#aiassistedcoding — Public Fediverse posts

🧐:

“Maximizing The Value Of Your Claude Code Sessions”, Anthropic (https://claude.com/blog/maximizing-the-value-of-your-claude-code-sessions).

On HN: https://news.ycombinator.com/item?id=49300800

#AI #Anthropic #Claude #ClaudeCode #LLMs #AIAssistedCoding #ContextEngineering #TokenEfficiency

🧐:

“Maximizing The Value Of Your Claude Code Sessions”, Anthropic (https://claude.com/blog/maximizing-the-value-of-your-claude-code-sessions).

On HN: https://news.ycombinator.com/item?id=49300800

#AI #Anthropic #Claude #ClaudeCode #LLMs #AIAssistedCoding #ContextEngineering #TokenEfficiency

😓:

“The New Rules Of Context Engineering For Claude 5 Generation Models”, Anthropic (https://claude.com/blog/the-new-rules-of-context-engineering-for-claude-5-generation-models).

On HN: https://news.ycombinator.com/item?id=49051361

#AI #Claude #Anthropic #ClaudeCode #LLMs #ContextEngineering #AIAssistedCoding

😓:

“The New Rules Of Context Engineering For Claude 5 Generation Models”, Anthropic (https://claude.com/blog/the-new-rules-of-context-engineering-for-claude-5-generation-models).

On HN: https://news.ycombinator.com/item?id=49051361

#AI #Claude #Anthropic #ClaudeCode #LLMs #ContextEngineering #AIAssistedCoding

Adding a layer of indirection solves most problems 🤓:

“Managing AI Coding Costs At Scale”, Databricks (https://www.databricks.com/blog/managing-ai-coding-costs-scale).

Via HN: https://news.ycombinator.com/item?id=49214468

#AI #SoftwareEngineering #Coding #AIAssistedCoding #Costs #AgenticCoding #Harness

Adding a layer of indirection solves most problems 🤓:

“Managing AI Coding Costs At Scale”, Databricks (https://www.databricks.com/blog/managing-ai-coding-costs-scale).

Via HN: https://news.ycombinator.com/item?id=49214468

#AI #SoftwareEngineering #Coding #AIAssistedCoding #Costs #AgenticCoding #Harness

In *every* project, it isn’t 🤨:

“‘Code Was Never The Hard Part’ Is An Insult To All Programmers”, Senko Rašić (https://blog.senko.net/code-was-never-the-hard-part-is-an-insult-to-all-programmers).

Via HN: https://news.ycombinator.com/item?id=49222189

On Lobsters: https://lobste.rs/s/iixlsm/code_was_never_hard_part_is_insult_all

#Programming #AI #SoftwareEngineering #AIAssistedCoding #Coding

In *every* project, it isn’t 🤨:

“‘Code Was Never The Hard Part’ Is An Insult To All Programmers”, Senko Rašić (https://blog.senko.net/code-was-never-the-hard-part-is-an-insult-to-all-programmers).

Via HN: https://news.ycombinator.com/item?id=49222189

On Lobsters: https://lobste.rs/s/iixlsm/code_was_never_hard_part_is_insult_all

#Programming #AI #SoftwareEngineering #AIAssistedCoding #Coding

Here's an interesting one around all the "no projects with the LLM taint wanted here" discussion, taking Codeberg as example:

• Codeberg offers to host binary releases

• Current (FOSS) software contains hundreds or thousands of individual works as dependencies in deep dependency trees

• It can be regarded as nearly certain that a substantial amount of those projects will fall under the exclusion or problematic class as per the rules above

• Once complied to a release binary those "tainted" works are often included in the binary and will thus be uploaded to the forge as a release.

• Hence, the forge will be hosting ToS violating material on behalf of the project subjecting the otherwise possibly compliant project to possible sanctions.

Now what do we make of that thought experiment? And how do we resolve it?

#codeberg #llm #sca #foss #compliance #fossdrama #opensource #fossdrama #drama #aiassistedcoding

Here's an interesting one around all the "no projects with the LLM taint wanted here" discussion, taking Codeberg as example:

• Codeberg offers to host binary releases

• Current (FOSS) software contains hundreds or thousands of individual works as dependencies in deep dependency trees

• It can be regarded as nearly certain that a substantial amount of those projects will fall under the exclusion or problematic class as per the rules above

• Once complied to a release binary those "tainted" works are often included in the binary and will thus be uploaded to the forge as a release.

• Hence, the forge will be hosting ToS violating material on behalf of the project subjecting the otherwise possibly compliant project to possible sanctions.

Now what do we make of that thought experiment? And how do we resolve it?

#codeberg #llm #sca #foss #compliance #fossdrama #opensource #fossdrama #drama #aiassistedcoding

Coding agents can imitate healthy codebases but lack judgment in empty repos. Here’s why I built a stricter, artifact-driven development framework. https://hackernoon.com/i-built-a-framework-to-keep-coding-agents-disciplined #aiassistedcoding

Coding agents can imitate healthy codebases but lack judgment in empty repos. Here’s why I built a stricter, artifact-driven development framework. https://hackernoon.com/i-built-a-framework-to-keep-coding-agents-disciplined #aiassistedcoding

Which style of AI-Augmented Development best suits your organisation, product, codebase, or task?

This landscape of AI-Assisted Development, ranging from Human-driven to AI-Driven, provides a good starting point for this conversation => https://www.smharter.ai/blog/2026/05/14/coding-with-ai-2-alternative-philosophies/

#TechTrends #AI #LLMs #GenerativeAI #AgenticAI
#AICoding #VibeCoding #DarkFactory
#AIAssistedCoding #AIAugmentedCoding
#AIAugmentedDevelopment #AIEngineering

Which style of AI-Augmented Development best suits your organisation, product, codebase, or task?

This landscape of AI-Assisted Development, ranging from Human-driven to AI-Driven, provides a good starting point for this conversation => https://www.smharter.ai/blog/2026/05/14/coding-with-ai-2-alternative-philosophies/

#TechTrends #AI #LLMs #GenerativeAI #AgenticAI
#AICoding #VibeCoding #DarkFactory
#AIAssistedCoding #AIAugmentedCoding
#AIAugmentedDevelopment #AIEngineering

“Cleaning Up After AI Rockstar Developers”, Jesse Skinner (https://www.codingwithjesse.com/blog/rockstar-developers/).

Via HN: https://news.ycombinator.com/item?id=48458586

On Lobsters: https://lobste.rs/s/uvwcdo/cleaning_up_after_ai_rockstar_developers

#AI #SoftwareEngineering #AISlop #Maintenance #Complexity #Software #RockstarDevelopers #AIAssistedCoding

“Cleaning Up After AI Rockstar Developers”, Jesse Skinner (https://www.codingwithjesse.com/blog/rockstar-developers/).

Via HN: https://news.ycombinator.com/item?id=48458586

On Lobsters: https://lobste.rs/s/uvwcdo/cleaning_up_after_ai_rockstar_developers

#AI #SoftwareEngineering #AISlop #Maintenance #Complexity #Software #RockstarDevelopers #AIAssistedCoding

In which Andrew Tridgell finally responds to the kerfuffle around bugs in #rsync blamed on #ClaudeCode:

“Rsync And Outrage” (https://medium.com/@tridge60/rsync-and-outrage-d9849599e5a0).

On HN: https://news.ycombinator.com/item?id=48379478

On Lobsters: https://lobste.rs/s/k1b0za/rsync_outrage

#AI #VibeCoding #AIAssistedCoding #OpenSource #FOSS

In which Andrew Tridgell finally responds to the kerfuffle around bugs in #rsync blamed on #ClaudeCode:

“Rsync And Outrage” (https://medium.com/@tridge60/rsync-and-outrage-d9849599e5a0).

On HN: https://news.ycombinator.com/item?id=48379478

On Lobsters: https://lobste.rs/s/k1b0za/rsync_outrage

#AI #VibeCoding #AIAssistedCoding #OpenSource #FOSS

In a somewhat similar vein:

“5 Claude Code Skills I Use Every Single Day”, Matt Pocock (https://youtu.be/EJyuu6zlQCg).

#AI #VibeCoding #Programming #AIAssistedCoding #SoftwareEngineering #ClaudeCode #Skills #LLMs

In a somewhat similar vein:

“5 Claude Code Skills I Use Every Single Day”, Matt Pocock (https://youtu.be/EJyuu6zlQCg).

#AI #VibeCoding #Programming #AIAssistedCoding #SoftwareEngineering #ClaudeCode #Skills #LLMs

Very interesting 🧐:

“Using AI To Write Better Code More Slowly”, Nolan Lawson (https://nolanlawson.com/2026/05/25/using-ai-to-write-better-code-more-slowly/).

Via HN: https://news.ycombinator.com/item?id=48272984

On Lobsters: https://lobste.rs/s/lkv0sh/using_ai_write_better_code_more_slowly

#AI #Programming #VibeCoding #AIAssistedCoding #BugFixing #Polish #Quality #SoftwareEngineering

Very interesting 🧐:

“Using AI To Write Better Code More Slowly”, Nolan Lawson (https://nolanlawson.com/2026/05/25/using-ai-to-write-better-code-more-slowly/).

Via HN: https://news.ycombinator.com/item?id=48272984

On Lobsters: https://lobste.rs/s/lkv0sh/using_ai_write_better_code_more_slowly

#AI #Programming #VibeCoding #AIAssistedCoding #BugFixing #Polish #Quality #SoftwareEngineering

Meet Pullfrog - an #opensource AI-powered GitHub bot designed for automation in GitHub Actions.

Key features include orchestration for pull request reviews, issue triage, and CI remediation, all managed within GitHub’s environment.

The tool operates with a bring-your-own-key model for access.

Details here 👉 https://bit.ly/4x1vLN2

#InfoQ #WebDevelopment #CodeReviews #AIAssistedCoding #AIDevelopment

Meet Pullfrog - an #opensource AI-powered GitHub bot designed for automation in GitHub Actions.

Key features include orchestration for pull request reviews, issue triage, and CI remediation, all managed within GitHub’s environment.

The tool operates with a bring-your-own-key model for access.

Details here 👉 https://bit.ly/4x1vLN2

#InfoQ #WebDevelopment #CodeReviews #AIAssistedCoding #AIDevelopment

LLM-generated? 🧐 Useful tips for beginners nevertheless:

“Beyond The Prompt: Claude Code”, Arian Patel (https://arps18.github.io/posts/claude-code-mastery/).

Via HN: https://news.ycombinator.com/item?id=48289950

#AI #AIAssistedCoding #SoftwareEngineering #LLMs #ClaudeCode #Claude #VibeCoding

LLM-generated? 🧐 Useful tips for beginners nevertheless:

“Beyond The Prompt: Claude Code”, Arian Patel (https://arps18.github.io/posts/claude-code-mastery/).

Via HN: https://news.ycombinator.com/item?id=48289950

#AI #AIAssistedCoding #SoftwareEngineering #LLMs #ClaudeCode #Claude #VibeCoding

===========================
AI-ASSISTED DEVELOPMENT
=> TEST FIRST VS TEST AFTER
===========================

Test-First has been a clear winner in manual coding. But how does AI-assisted development shift the pros and cons and change the balance between Test-First and Test-After?

Here is my experience report => https://www.smharter.com/blog/2026/05/18/ai-coding-test-first-vs-test-after-pros-cons/

What works for you in your context? Read, compare, contrast and comment

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

===========================
AI-ASSISTED DEVELOPMENT
=> TEST FIRST VS TEST AFTER
===========================

Test-First has been a clear winner in manual coding. But how does AI-assisted development shift the pros and cons and change the balance between Test-First and Test-After?

Here is my experience report => https://www.smharter.com/blog/2026/05/18/ai-coding-test-first-vs-test-after-pros-cons/

What works for you in your context? Read, compare, contrast and comment

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

Hey there!
I'm looking to follow some #tech accounts here. I'm a backend engineer, love #SystemDesign, #Scalability, #Database, #Observability topics, and one's gotta stay up to date, so I'm also keen to follow people posting #AIAssistedCoding content. Any recommendations? Please shoot!

Hey there!
I'm looking to follow some #tech accounts here. I'm a backend engineer, love #SystemDesign, #Scalability, #Database, #Observability topics, and one's gotta stay up to date, so I'm also keen to follow people posting #AIAssistedCoding content. Any recommendations? Please shoot!

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

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

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

#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

... (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

... (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

==============================
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

#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

#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

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

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

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

“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

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

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