Aktagon Signals AI-generated & human-reviewed
Featured
Feb 5 arxiv.org 4 min read

Building Reliable AI Systems Through Multi-Agent Organizational Intelligence

This paper presents a multi-agent AI architecture that achieves 92.1% reliability by organizing specialized AI agents into teams with opposing roles and hierarchical oversight, similar to corporate organizational …

AI · Architecture Signal Editorial Team
Feb 2 arxiv.org 3 min read

GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

GEPA introduces a novel prompt optimization approach that uses natural language reflection and Pareto-based evolutionary search to optimize compound AI systems, achieving superior performance compared to reinforcement …

AI · Development Signal Editorial Team
Feb 2 arxiv.org 3 min read

How AI Impacts Skill Formation: Evidence from Software Development Learning

A randomized controlled study examining how AI assistance affects skill formation in software development, finding that while AI can improve productivity, it significantly impairs conceptual understanding, code reading, …

AI · Development Signal Editorial Team
Recent
Dec 30 medium.com 6 min read

My LLM coding workflow going into 2026

How to Code with AI Without Losing Control AI coding assistants accelerate development dramatically. At Anthropic, 90% of Claude Code’s codebase comes from Claude itself. Yet using LLMs effectively requires …

Artificial Intelligence/Large Language Models · Development/Software Engineering Signal Editorial Team
Dec 30 news.ycombinator.com 5 min read

Hacker News Tips for Mastering AI-Assisted Programming

Hacker News Tips for Mastering AI-Assisted Programming Developers shared dozens of strategies for using AI tools like Claude Code more effectively in a recent Ask HN thread about refactoring legacy code. These tips focus …

Artificial Intelligence/Large Language Models · Development/Software Engineering Signal Editorial Team
Dec 30 news.ycombinator.com 4 min read

AI Agents Are Starting to Eat SaaS: A Hacker News Discussion

AI Agents Are Starting to Eat SaaS: A Hacker News Discussion A vigorous debate erupted on Hacker News about whether AI agents will replace SaaS products. CTOs and developers shared real experiences replacing …

Artificial Intelligence/Large Language Models · Business & Strategy/Business Signal Editorial Team
Dec 30 services.google.com 1 min read

I notice that the planner output is empty - there’s no source content, target audience, title, or other planning details provided. To write an effective article, I need: Source content to analyze (discussion …

Signal Editorial Team
Dec 30 www.mckinsey.com 4 min read

The state of AI in 2025: Agents, innovation, and transformation

Most Organizations Still Pilot AI While High Performers Scale Through Workflow Redesign McKinsey’s 2025 Global Survey reveals that 88% of organizations now use AI regularly, but two-thirds remain stuck in …

Artificial Intelligence/Machine Learning · Technology/Digital Transformation Signal Editorial Team
Dec 30 news.ycombinator.com 4 min read

Ask HN: Building Large Frontend Apps Without Frameworks Like React

Building Large Frontend Apps Without JavaScript Frameworks You can build complex web applications without React or similar frameworks. The browser provides powerful native APIs. Modern JavaScript handles state, routing, …

Development/Web Development · Development/Software Engineering Signal Editorial Team
Dec 30 careersatdoordash.com 4 min read

Building DoorDash’s product knowledge graph with large language models

Building DoorDash’s Product Knowledge Graph with Large Language Models DoorDash uses large language models to extract and standardize product attributes from merchant data, solving the cold-start problem that …

Artificial Intelligence/Large Language Models · Artificial Intelligence/Natural Language Processing Signal Editorial Team
Dec 30 careersatdoordash.com 4 min read

How DoorDash leverages LLMs for better search retrieval

How DoorDash leverages LLMs for better search retrieval DoorDash uses large language models to improve search accuracy by segmenting complex queries and linking them to structured knowledge graphs. This hybrid approach …

Artificial Intelligence/Large Language Models Signal Editorial Team
Dec 30 papers.ssrn.com 2 min read

A First Look at Financial Data Analysis Using ChatGPT-4o

ChatGPT-4o Shows Promise for Financial Data Analysis Researchers tested ChatGPT-4o against traditional statistical software for financial analysis tasks. The AI model performs comparably to Stata in most areas, though …

Artificial Intelligence/Large Language Models · Data & Analytics/Data Science Signal Editorial Team
Dec 27 www.eff.org 3 min read

AI Police Reports: Year In Review

AI Police Reports: Year In Review Law enforcement agencies rapidly adopted AI tools for writing police reports in 2024, raising serious concerns about accuracy, transparency, and accountability in criminal justice …

Security/Privacy · Artificial Intelligence/Large Language Models Signal Editorial Team
← Newer
  1. 1
  2. 2
  3. 3
  4. 4
  5. …
  6. 11
Older →

Stay in the signal,
skip the noise.

One curated email per week. The most important developments in AI and software engineering, distilled into what matters.

No spam. Unsubscribe anytime.

Service-as-Software

Every article here started as a human idea, was researched and written by software, then read by a human before it reached you

We build the part in the middle.

See how it works
Aktagon.

Human ideas in, software does the work, humans check the output. We build the part in the middle.

Product
  • Journalist
  • Signals
  • aktagon.com
Content
  • Categories
  • Tags
  • Archive
Connect
  • contact@aktagon.com
  • GitHub
© 2026 Aktagon Ltd.
All systems operational