def draw_ring(ring: ConsistentHashRing, dist: Dict[str, int], title: str):
node_ids = sorted(ring.nodes.keys())
plt.figure(figsize=(8, 8))
ax = plt.gca()
ax.set_title(title)
if not node_ids:
plt.text(0.5, 0.5, "Ring is...
Category: AI
-

How to Build an Elastic Vector Database with Consistent Hashing, Sharding, and Live Ring Visualization for RAG Systems
-

Salesforce CEO Marc Benioff: This isn’t our first SaaSpocalypse
Salesforce pulled out all the stops to convince investors that the AI revolution won’t be its death when it announced fourth-quarter earnings on Wednesday.
Salesforce reported a solid quarter of $10.7 billion in revenue, up 13%…
Continue Reading
-

Anthropic drops its signature safety promise and rewrites AI guardrails
- Anthropic has removed its pledge not to train or release AI models without guaranteed safety mitigations in advance
- The company will now rely on transparency reports and safety roadmaps instead of strict preconditions
- Critics argue the shift…
Continue Reading
-

New ETH Zurich Study Proves Your AI Coding Agents are Failing Because Your AGENTS.md Files are too Detailed
In the high-stakes world of AI, ‘Context Engineering’ has emerged as the latest frontier for squeezing performance out of LLMs. Industry leaders have touted
AGENTS.md(and its cousins likeCLAUDE.md) as the ultimate…Continue Reading
-

Microsoft’s planned new AI trick for Edge will ‘automatically open the Copilot side pane’ with Outlook email links — and I can feel the hate already
- Microsoft Edge has a new feature on the roadmap
- When you click a link in an Outlook message, it’ll open that link in Edge with a Copilot side pane
- This side pane will provide ‘contextual insights and actionable suggestions’, but I’m betting the…
Continue Reading
-

Gushwork bets on AI search for customer leads — and early results are emerging
As AI-powered search tools reshape how businesses are discovered online, India-founded startup Gushwork is helping companies capture customers from platforms such as ChatGPT, Gemini, and Perplexity — with early traction that is beginning to…
Continue Reading
-

Anthropic acquires computer-use AI startup Vercept after Meta poached one of its founders
Anthropic on Wednesday announced that it has acquired Vercept, an AI startup with deep roots to some of the biggest names in Seattle’s tech scene. The acquisition marks the latest after Anthropic acquired coding agent engine Bun in December to…
Continue Reading
-

AI and deepfakes are proving to be a security nightmare for businesses everywhere
- Thales 2026 Data Threat Report says 61% see AI as top data security risk
- Enterprises grant AI broad access, creating insider-like risks
- 48% report reputational damage from AI-driven misinformation
Artificial Intelligence (AI) and deepfakes are…
Continue Reading
-

Musk has no proof OpenAI stole xAI trade secrets, judge rules, tossing lawsuit
But this claim hinges entirely upon xAI proving that OpenAI poached its employees to steal its trade secrets. So, for xAI’s lawsuit to proceed, xAI will need to beef up the evidence base for its other claim, that OpenAI…
Continue Reading
-

‘There’s possibility for another partner to join the ecosystem’ — as Perplexity lands on Samsung Galaxy S26 phones a Samsung head is already teasing the next AI addition
Samsung is leaning into its AI phone mantra by adding a third integrated assistant to its new Galaxy S26 lineup, with Perplexity joining Gemini and Bixby as part of its AI OS initiative — and it sounds like it won’t be the last such…
Continue Reading
