360SOFTY

Insights

Engineering Insights

Practical writing on software architecture, SaaS products, AI automation, legacy modernisation, and the business of building reliable systems.

RSS

Curated links from external sources — not 360Softy original articles.

ExternalSoftware Engineering
DEV Community

Stop Using Raw Vector Search: Implement GraphRAG with Spring AI and Neo4j

Stop Using Raw Vector Search: Implement GraphRAG with Spring AI and Neo4j If your enterprise AI pipeline is still relying on basic cosine similarity over flat chunked vectors, you are serving hallucination-prone garbage to your users. In 2026, production-grade RAG demands GraphRAG to bridge the gap between raw semantic search and deep, interconnected relational context. Shameless plug: javalld.com has full LLD implementations with step-by-step execution traces — free to use while prepping. Sil

javasystemdesignai
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

Is Grep All You Need? Grep vs Vector Retrieval for Agentic Search

What: The "Is Grep All You Need?" study wires both a literal grep tool and a vector-search tool into the same agents and runs 116 LongMemEval questions across them — measuring how each retrieval style holds up as irrelevant context is progressively added to the prompt. Why: Vector retrieval has been the default for agentic search for years, but it pays for an embedding pass, a vector store, and an ANN index — costs that only buy something if the semantic match is doing real work. If grep is clos

agentsllmrag
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

The Test Manager’s Guide: From Chaos to Structure — Part 5: Economic Impact — The Cost of Non-Structure

This series examines software quality not as a testing activity, but as a structural capability. Earlier parts focused on diagnosing chaos, introducing stabilizing constraints, measuring structural health, and building stakeholder alignment. This final part addresses the question that eventually reaches every leadership discussion: What does non-structure actually cost? Predictability as a Financial Asset Every organization tracks its testing budget. It appears as volatility. And volatility has

testingtestmanagementqa
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

PCB Shortage Warning: Iran-Saudi Conflict Drives 40% Price Increase — What Hardware Engineers Need to Know

Gulf Conflict Triggers New PCB Supply Chain Crisis A convergence of geopolitical disruption and commodity price surges is creating the PCB industry's most severe supply constraint since the COVID-19 pandemic. Reuters reported on April 27 that raids on Saudi petrochemical plants during the Iran-Saudi conflict are directly threatening PCB production in China, with board prices surging 40% in April alone. Hackaday's coverage on May 6 highlighted the cascading impact: Saudi Arabia's collocated pet

hardwareelectronicssupplychain
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

AI-Powered EDA Tools See 20th Consecutive Quarter of Growth: $4.2B Market in Q1 2026

EDA Market Hits $4.2 Billion as AI Integration Accelerates The electronic design automation (EDA) market for PCB design reached $4.2 billion in Q1 2026 revenue, marking 20 consecutive quarters of growth. The growth is driven predominantly by AI integration: machine learning-powered features now command premium pricing across all major EDA platforms. The landscape is splitting between established players adding AI features to traditional tools and AI-native startups building entirely new design

aipcbhardware
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

How AI is Changing the Way Startups Are Built in 2026

Building a startup in 2026 looks nothing like it did five years ago. AI is no longer a feature you bolt onto a product. It is the foundation everything is built on. Here is what is actually shifting right now. The numbers are staggering. Global startup funding hit $297 billion in Q1 2026 alone, breaking all records — a massive 2.5x increase over the previous quarter. And AI is eating the lion’s share. AI companies captured 89% of total capital deployed in February 2026, pulling in $55.37 billion

aistartupprogramming
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

DevWorld 2026: My first time in Amsterdam, and what two days of real engineering conversations taught me

About two weeks ago, I landed in Amsterdam for the first time. Not just to visit, though the city deserved every extra day I gave it, but to attend DevWorld Conference 2026. Two full days of talks, hallway conversations, and the kind of energy you only get when you put a few hundred developers who genuinely care about their craft in the same space. This is my honest recap. I had followed DevWorld online for a while. Watching talks on YouTube, seeing posts from attendees, always telling myself "n

devworld2026jsworldwebdev
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

Causa GitHub, or: Your Editor Extensions Run as You

Wire Fire — Episode 02 On 18 May 2026 an attacker published a poisoned version of a popular Visual Studio Code extension. It was live for roughly eleven minutes. That was long enough to reach a GitHub employee's laptop, and from there to exfiltrate around 3,800 of GitHub's own internal source-code repositories. GitHub confirmed the breach on 20 May. This is the situation, what it means, and what to do about it. The timeline is short and worth stating precisely. On 18 May, a trojanised build of N

securitysupplychainvscode
DEV CommunityRead original

Work with 360Softy

Building a SaaS product, AI system, or business platform?

Book a free consultation and we will tell you honestly whether we can help.

Book a consultationView our services →