This reframing is spot on. The hard part isn't generating code—it's verifying intent across context boundaries. The IDE of the future is less editor, more cockpit. What metrics do you think matter most for measuring agent effectiveness?
fair play, wish there was some of these elements in African policy making
soon e’ll have AI Relationships. can’t wait
You actually get better results when you use a polite tone rather than a frustrated tone. Anthropic released a paper on this
Serger Brin said that if you threaten the AI it gives better results, pretty wild
let’s build an agent harness and raise some capital bro
Reading plans from claude code in terminal is super not fun. I don't get how y'all are using it in terminal all the time vs something like Cursor that generates a nice readable markdown file.
Performance drops as context grows
i think Apple is a lot further in the AI game than people think iykyk
she looks Kenyan to me, I knew it
working through bugs via playground is satisfying. Big up Chris Latner for this idea
Contemplating weather to adopt the swiftui style api or stick to the builder patter
Build AI Agents in swift with a SwiftUI like API
Build AI Agents in swift with github.com/christopherk...
🦑 Conduit
One API for all LLM providers:
• MLX (on-device, private)
• Claude, GPT-4, HuggingFace (cloud)
• Foundation Models (iOS 26)
• Ollama (local server)
```swift
let response = try await provider.generate(
"Hello",
model: .llama3_2_1B
)
```
github.com/christopherkarani/Conduit
Build AI agents with @Tool macros:
```swift
@Tool("Search the web")
struct SearchTool {
@Parameter("Query")
var query: String
func execute() async throws -> [String] {
try await performSearch(query: query)
}
}
```
github.com/christopherkarani/SwiftAgents
Building AI apps in Swift shouldn't require Python bridges.
I open sourced an AI stack:
🐦🔥 SwiftAgents — LangChain for Swift (agents, tools, memory)
🦑 Conduit — Unified LLM SDK (MLX, Claude, GPT, HuggingFace)
🦡 Zoni — RAG framework
Pure Swift 6.2. MIT licensed. Links in thread 👇
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turning my gym pics into anime has become my new favorite pass time 😂
The clearest photo of Mercury ever taken.
Self-improvement takes time. After all, you didn't turn into a piece of shit overnight.
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